id sid tid token lemma pos work_xrosz555njd4jf3375ostnmdmm 1 1 RÉSUMATCHER RÉSUMATCHER NNP work_xrosz555njd4jf3375ostnmdmm 1 2 : : : work_xrosz555njd4jf3375ostnmdmm 1 3 A a DT work_xrosz555njd4jf3375ostnmdmm 1 4 PERSONALIZED PERSONALIZED NNP work_xrosz555njd4jf3375ostnmdmm 1 5 RÉSUMÉ-JOB résumé-job NN work_xrosz555njd4jf3375ostnmdmm 1 6 MATCHING match VBG work_xrosz555njd4jf3375ostnmdmm 1 7 SYSTEM system NN work_xrosz555njd4jf3375ostnmdmm 1 8 A a DT work_xrosz555njd4jf3375ostnmdmm 1 9 Thesis Thesis NNP work_xrosz555njd4jf3375ostnmdmm 1 10 by by IN work_xrosz555njd4jf3375ostnmdmm 1 11 SHIQIANG SHIQIANG NNP work_xrosz555njd4jf3375ostnmdmm 1 12 GUO GUO NNP work_xrosz555njd4jf3375ostnmdmm 1 13 Submitted submit VBD work_xrosz555njd4jf3375ostnmdmm 1 14 to to IN work_xrosz555njd4jf3375ostnmdmm 1 15 the the DT work_xrosz555njd4jf3375ostnmdmm 1 16 Office Office NNP work_xrosz555njd4jf3375ostnmdmm 1 17 of of IN work_xrosz555njd4jf3375ostnmdmm 1 18 Graduate Graduate NNP work_xrosz555njd4jf3375ostnmdmm 1 19 and and CC work_xrosz555njd4jf3375ostnmdmm 1 20 Professional Professional NNP work_xrosz555njd4jf3375ostnmdmm 1 21 Studies Studies NNPS work_xrosz555njd4jf3375ostnmdmm 1 22 of of IN work_xrosz555njd4jf3375ostnmdmm 1 23 Texas Texas NNP work_xrosz555njd4jf3375ostnmdmm 1 24 A&M A&M NNP work_xrosz555njd4jf3375ostnmdmm 1 25 University University NNP work_xrosz555njd4jf3375ostnmdmm 1 26 in in IN work_xrosz555njd4jf3375ostnmdmm 1 27 partial partial JJ work_xrosz555njd4jf3375ostnmdmm 1 28 fulfillment fulfillment NN work_xrosz555njd4jf3375ostnmdmm 1 29 of of IN work_xrosz555njd4jf3375ostnmdmm 1 30 the the DT work_xrosz555njd4jf3375ostnmdmm 1 31 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 1 32 for for IN work_xrosz555njd4jf3375ostnmdmm 1 33 the the DT work_xrosz555njd4jf3375ostnmdmm 1 34 degree degree NN work_xrosz555njd4jf3375ostnmdmm 1 35 of of IN work_xrosz555njd4jf3375ostnmdmm 1 36 MASTER MASTER NNP work_xrosz555njd4jf3375ostnmdmm 1 37 OF of IN work_xrosz555njd4jf3375ostnmdmm 1 38 SCIENCE SCIENCE NNP work_xrosz555njd4jf3375ostnmdmm 1 39 Chair Chair NNP work_xrosz555njd4jf3375ostnmdmm 1 40 of of IN work_xrosz555njd4jf3375ostnmdmm 1 41 Committee Committee NNP work_xrosz555njd4jf3375ostnmdmm 1 42 , , , work_xrosz555njd4jf3375ostnmdmm 1 43 Tracy Tracy NNP work_xrosz555njd4jf3375ostnmdmm 1 44 Hammond Hammond NNP work_xrosz555njd4jf3375ostnmdmm 1 45 Committee Committee NNP work_xrosz555njd4jf3375ostnmdmm 1 46 Members Members NNPS work_xrosz555njd4jf3375ostnmdmm 1 47 , , , work_xrosz555njd4jf3375ostnmdmm 1 48 Anxiao Anxiao NNP work_xrosz555njd4jf3375ostnmdmm 1 49 Jiang Jiang NNP work_xrosz555njd4jf3375ostnmdmm 1 50 Daniel Daniel NNP work_xrosz555njd4jf3375ostnmdmm 1 51 W. W. NNP work_xrosz555njd4jf3375ostnmdmm 1 52 Goldberg Goldberg NNP work_xrosz555njd4jf3375ostnmdmm 1 53 Head Head NNP work_xrosz555njd4jf3375ostnmdmm 1 54 of of IN work_xrosz555njd4jf3375ostnmdmm 1 55 Department Department NNP work_xrosz555njd4jf3375ostnmdmm 1 56 , , , work_xrosz555njd4jf3375ostnmdmm 1 57 Dilma Dilma NNP work_xrosz555njd4jf3375ostnmdmm 1 58 Da Da NNP work_xrosz555njd4jf3375ostnmdmm 1 59 Silva Silva NNP work_xrosz555njd4jf3375ostnmdmm 1 60 May May NNP work_xrosz555njd4jf3375ostnmdmm 1 61 2015 2015 CD work_xrosz555njd4jf3375ostnmdmm 1 62 Major Major NNP work_xrosz555njd4jf3375ostnmdmm 1 63 Subject Subject NNP work_xrosz555njd4jf3375ostnmdmm 1 64 : : : work_xrosz555njd4jf3375ostnmdmm 1 65 Computer computer NN work_xrosz555njd4jf3375ostnmdmm 1 66 Science science NN work_xrosz555njd4jf3375ostnmdmm 1 67 Copyright Copyright NNP work_xrosz555njd4jf3375ostnmdmm 1 68 2015 2015 CD work_xrosz555njd4jf3375ostnmdmm 1 69 Shiqiang Shiqiang NNP work_xrosz555njd4jf3375ostnmdmm 1 70 Guo Guo NNP work_xrosz555njd4jf3375ostnmdmm 1 71 ABSTRACT ABSTRACT NNP work_xrosz555njd4jf3375ostnmdmm 1 72 Today Today NNP work_xrosz555njd4jf3375ostnmdmm 1 73 , , , work_xrosz555njd4jf3375ostnmdmm 1 74 online online JJ work_xrosz555njd4jf3375ostnmdmm 1 75 recruiting recruiting NN work_xrosz555njd4jf3375ostnmdmm 1 76 web web NN work_xrosz555njd4jf3375ostnmdmm 1 77 sites site NNS work_xrosz555njd4jf3375ostnmdmm 1 78 such such JJ work_xrosz555njd4jf3375ostnmdmm 1 79 as as IN work_xrosz555njd4jf3375ostnmdmm 1 80 Monster Monster NNP work_xrosz555njd4jf3375ostnmdmm 1 81 and and CC work_xrosz555njd4jf3375ostnmdmm 1 82 Indeed.com Indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 1 83 have have VBP work_xrosz555njd4jf3375ostnmdmm 1 84 become become VBN work_xrosz555njd4jf3375ostnmdmm 1 85 one one CD work_xrosz555njd4jf3375ostnmdmm 1 86 of of IN work_xrosz555njd4jf3375ostnmdmm 1 87 the the DT work_xrosz555njd4jf3375ostnmdmm 1 88 main main JJ work_xrosz555njd4jf3375ostnmdmm 1 89 channels channel NNS work_xrosz555njd4jf3375ostnmdmm 1 90 for for IN work_xrosz555njd4jf3375ostnmdmm 1 91 people people NNS work_xrosz555njd4jf3375ostnmdmm 1 92 to to TO work_xrosz555njd4jf3375ostnmdmm 1 93 find find VB work_xrosz555njd4jf3375ostnmdmm 1 94 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 1 95 . . . work_xrosz555njd4jf3375ostnmdmm 2 1 These these DT work_xrosz555njd4jf3375ostnmdmm 2 2 web web NN work_xrosz555njd4jf3375ostnmdmm 2 3 platforms platform NNS work_xrosz555njd4jf3375ostnmdmm 2 4 have have VBP work_xrosz555njd4jf3375ostnmdmm 2 5 provided provide VBN work_xrosz555njd4jf3375ostnmdmm 2 6 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2 7 services service NNS work_xrosz555njd4jf3375ostnmdmm 2 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2 9 more more JJR work_xrosz555njd4jf3375ostnmdmm 2 10 than than IN work_xrosz555njd4jf3375ostnmdmm 2 11 ten ten CD work_xrosz555njd4jf3375ostnmdmm 2 12 years year NNS work_xrosz555njd4jf3375ostnmdmm 2 13 , , , work_xrosz555njd4jf3375ostnmdmm 2 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2 15 have have VBP work_xrosz555njd4jf3375ostnmdmm 2 16 saved save VBN work_xrosz555njd4jf3375ostnmdmm 2 17 a a DT work_xrosz555njd4jf3375ostnmdmm 2 18 lot lot NN work_xrosz555njd4jf3375ostnmdmm 2 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2 20 time time NN work_xrosz555njd4jf3375ostnmdmm 2 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2 22 money money NN work_xrosz555njd4jf3375ostnmdmm 2 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2 24 both both DT work_xrosz555njd4jf3375ostnmdmm 2 25 job job NN work_xrosz555njd4jf3375ostnmdmm 2 26 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2 28 organizations organization NNS work_xrosz555njd4jf3375ostnmdmm 2 29 who who WP work_xrosz555njd4jf3375ostnmdmm 2 30 want want VBP work_xrosz555njd4jf3375ostnmdmm 2 31 to to TO work_xrosz555njd4jf3375ostnmdmm 2 32 hire hire VB work_xrosz555njd4jf3375ostnmdmm 2 33 people people NNS work_xrosz555njd4jf3375ostnmdmm 2 34 . . . work_xrosz555njd4jf3375ostnmdmm 3 1 However however RB work_xrosz555njd4jf3375ostnmdmm 3 2 , , , work_xrosz555njd4jf3375ostnmdmm 3 3 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 3 4 information information NN work_xrosz555njd4jf3375ostnmdmm 3 5 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 3 6 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 3 7 may may MD work_xrosz555njd4jf3375ostnmdmm 3 8 not not RB work_xrosz555njd4jf3375ostnmdmm 3 9 be be VB work_xrosz555njd4jf3375ostnmdmm 3 10 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 3 11 for for IN work_xrosz555njd4jf3375ostnmdmm 3 12 users user NNS work_xrosz555njd4jf3375ostnmdmm 3 13 . . . work_xrosz555njd4jf3375ostnmdmm 4 1 The the DT work_xrosz555njd4jf3375ostnmdmm 4 2 reason reason NN work_xrosz555njd4jf3375ostnmdmm 4 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 4 4 because because IN work_xrosz555njd4jf3375ostnmdmm 4 5 the the DT work_xrosz555njd4jf3375ostnmdmm 4 6 number number NN work_xrosz555njd4jf3375ostnmdmm 4 7 of of IN work_xrosz555njd4jf3375ostnmdmm 4 8 results result NNS work_xrosz555njd4jf3375ostnmdmm 4 9 returned return VBD work_xrosz555njd4jf3375ostnmdmm 4 10 to to IN work_xrosz555njd4jf3375ostnmdmm 4 11 a a DT work_xrosz555njd4jf3375ostnmdmm 4 12 job job NN work_xrosz555njd4jf3375ostnmdmm 4 13 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 4 14 may may MD work_xrosz555njd4jf3375ostnmdmm 4 15 be be VB work_xrosz555njd4jf3375ostnmdmm 4 16 huge huge JJ work_xrosz555njd4jf3375ostnmdmm 4 17 , , , work_xrosz555njd4jf3375ostnmdmm 4 18 so so CC work_xrosz555njd4jf3375ostnmdmm 4 19 job job NN work_xrosz555njd4jf3375ostnmdmm 4 20 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 4 21 are be VBP work_xrosz555njd4jf3375ostnmdmm 4 22 required require VBN work_xrosz555njd4jf3375ostnmdmm 4 23 to to TO work_xrosz555njd4jf3375ostnmdmm 4 24 spend spend VB work_xrosz555njd4jf3375ostnmdmm 4 25 a a DT work_xrosz555njd4jf3375ostnmdmm 4 26 significant significant JJ work_xrosz555njd4jf3375ostnmdmm 4 27 amount amount NN work_xrosz555njd4jf3375ostnmdmm 4 28 of of IN work_xrosz555njd4jf3375ostnmdmm 4 29 time time NN work_xrosz555njd4jf3375ostnmdmm 4 30 reading read VBG work_xrosz555njd4jf3375ostnmdmm 4 31 and and CC work_xrosz555njd4jf3375ostnmdmm 4 32 reviewing review VBG work_xrosz555njd4jf3375ostnmdmm 4 33 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 4 34 options option NNS work_xrosz555njd4jf3375ostnmdmm 4 35 . . . work_xrosz555njd4jf3375ostnmdmm 5 1 One one CD work_xrosz555njd4jf3375ostnmdmm 5 2 popular popular JJ work_xrosz555njd4jf3375ostnmdmm 5 3 approach approach NN work_xrosz555njd4jf3375ostnmdmm 5 4 to to TO work_xrosz555njd4jf3375ostnmdmm 5 5 resolve resolve VB work_xrosz555njd4jf3375ostnmdmm 5 6 this this DT work_xrosz555njd4jf3375ostnmdmm 5 7 difficulty difficulty NN work_xrosz555njd4jf3375ostnmdmm 5 8 for for IN work_xrosz555njd4jf3375ostnmdmm 5 9 users user NNS work_xrosz555njd4jf3375ostnmdmm 5 10 are be VBP work_xrosz555njd4jf3375ostnmdmm 5 11 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 5 12 systems system NNS work_xrosz555njd4jf3375ostnmdmm 5 13 , , , work_xrosz555njd4jf3375ostnmdmm 5 14 which which WDT work_xrosz555njd4jf3375ostnmdmm 5 15 is be VBZ work_xrosz555njd4jf3375ostnmdmm 5 16 a a DT work_xrosz555njd4jf3375ostnmdmm 5 17 technology technology NN work_xrosz555njd4jf3375ostnmdmm 5 18 that that WDT work_xrosz555njd4jf3375ostnmdmm 5 19 has have VBZ work_xrosz555njd4jf3375ostnmdmm 5 20 been be VBN work_xrosz555njd4jf3375ostnmdmm 5 21 studied study VBN work_xrosz555njd4jf3375ostnmdmm 5 22 for for IN work_xrosz555njd4jf3375ostnmdmm 5 23 a a DT work_xrosz555njd4jf3375ostnmdmm 5 24 long long JJ work_xrosz555njd4jf3375ostnmdmm 5 25 time time NN work_xrosz555njd4jf3375ostnmdmm 5 26 . . . work_xrosz555njd4jf3375ostnmdmm 6 1 In in IN work_xrosz555njd4jf3375ostnmdmm 6 2 this this DT work_xrosz555njd4jf3375ostnmdmm 6 3 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 6 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 6 5 have have VBP work_xrosz555njd4jf3375ostnmdmm 6 6 made make VBN work_xrosz555njd4jf3375ostnmdmm 6 7 an an DT work_xrosz555njd4jf3375ostnmdmm 6 8 effort effort NN work_xrosz555njd4jf3375ostnmdmm 6 9 to to TO work_xrosz555njd4jf3375ostnmdmm 6 10 propose propose VB work_xrosz555njd4jf3375ostnmdmm 6 11 a a DT work_xrosz555njd4jf3375ostnmdmm 6 12 personalized personalize VBN work_xrosz555njd4jf3375ostnmdmm 6 13 job job NN work_xrosz555njd4jf3375ostnmdmm 6 14 - - HYPH work_xrosz555njd4jf3375ostnmdmm 6 15 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 6 16 match- match- NN work_xrosz555njd4jf3375ostnmdmm 6 17 ing ing NN work_xrosz555njd4jf3375ostnmdmm 6 18 system system NN work_xrosz555njd4jf3375ostnmdmm 6 19 , , , work_xrosz555njd4jf3375ostnmdmm 6 20 which which WDT work_xrosz555njd4jf3375ostnmdmm 6 21 could could MD work_xrosz555njd4jf3375ostnmdmm 6 22 help help VB work_xrosz555njd4jf3375ostnmdmm 6 23 job job NN work_xrosz555njd4jf3375ostnmdmm 6 24 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 6 25 to to TO work_xrosz555njd4jf3375ostnmdmm 6 26 find find VB work_xrosz555njd4jf3375ostnmdmm 6 27 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 6 28 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 6 29 more more RBR work_xrosz555njd4jf3375ostnmdmm 6 30 easily easily RB work_xrosz555njd4jf3375ostnmdmm 6 31 . . . work_xrosz555njd4jf3375ostnmdmm 7 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 7 2 create create VBP work_xrosz555njd4jf3375ostnmdmm 7 3 a a DT work_xrosz555njd4jf3375ostnmdmm 7 4 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 7 5 state state NN work_xrosz555njd4jf3375ostnmdmm 7 6 transducer transducer NN work_xrosz555njd4jf3375ostnmdmm 7 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 7 8 information information NN work_xrosz555njd4jf3375ostnmdmm 7 9 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 7 10 library library NN work_xrosz555njd4jf3375ostnmdmm 7 11 to to TO work_xrosz555njd4jf3375ostnmdmm 7 12 extract extract VB work_xrosz555njd4jf3375ostnmdmm 7 13 mod- mod- NN work_xrosz555njd4jf3375ostnmdmm 7 14 els els NNP work_xrosz555njd4jf3375ostnmdmm 7 15 from from IN work_xrosz555njd4jf3375ostnmdmm 7 16 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 7 17 and and CC work_xrosz555njd4jf3375ostnmdmm 7 18 job job NN work_xrosz555njd4jf3375ostnmdmm 7 19 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 7 20 . . . work_xrosz555njd4jf3375ostnmdmm 8 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 8 2 devised devise VBD work_xrosz555njd4jf3375ostnmdmm 8 3 a a DT work_xrosz555njd4jf3375ostnmdmm 8 4 new new JJ work_xrosz555njd4jf3375ostnmdmm 8 5 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 8 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 8 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 8 8 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 8 9 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 8 10 measure measure NN work_xrosz555njd4jf3375ostnmdmm 8 11 to to TO work_xrosz555njd4jf3375ostnmdmm 8 12 compare compare VB work_xrosz555njd4jf3375ostnmdmm 8 13 the the DT work_xrosz555njd4jf3375ostnmdmm 8 14 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 8 15 models model NNS work_xrosz555njd4jf3375ostnmdmm 8 16 and and CC work_xrosz555njd4jf3375ostnmdmm 8 17 the the DT work_xrosz555njd4jf3375ostnmdmm 8 18 job job NN work_xrosz555njd4jf3375ostnmdmm 8 19 models model NNS work_xrosz555njd4jf3375ostnmdmm 8 20 . . . work_xrosz555njd4jf3375ostnmdmm 9 1 Since since IN work_xrosz555njd4jf3375ostnmdmm 9 2 the the DT work_xrosz555njd4jf3375ostnmdmm 9 3 most most RBS work_xrosz555njd4jf3375ostnmdmm 9 4 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 9 5 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 9 6 will will MD work_xrosz555njd4jf3375ostnmdmm 9 7 be be VB work_xrosz555njd4jf3375ostnmdmm 9 8 returned return VBN work_xrosz555njd4jf3375ostnmdmm 9 9 first first RB work_xrosz555njd4jf3375ostnmdmm 9 10 , , , work_xrosz555njd4jf3375ostnmdmm 9 11 the the DT work_xrosz555njd4jf3375ostnmdmm 9 12 users user NNS work_xrosz555njd4jf3375ostnmdmm 9 13 of of IN work_xrosz555njd4jf3375ostnmdmm 9 14 the the DT work_xrosz555njd4jf3375ostnmdmm 9 15 system system NN work_xrosz555njd4jf3375ostnmdmm 9 16 may may MD work_xrosz555njd4jf3375ostnmdmm 9 17 get get VB work_xrosz555njd4jf3375ostnmdmm 9 18 a a DT work_xrosz555njd4jf3375ostnmdmm 9 19 better well JJR work_xrosz555njd4jf3375ostnmdmm 9 20 result result NN work_xrosz555njd4jf3375ostnmdmm 9 21 than than IN work_xrosz555njd4jf3375ostnmdmm 9 22 current current JJ work_xrosz555njd4jf3375ostnmdmm 9 23 job job NN work_xrosz555njd4jf3375ostnmdmm 9 24 finding finding NN work_xrosz555njd4jf3375ostnmdmm 9 25 web web NN work_xrosz555njd4jf3375ostnmdmm 9 26 sites site NNS work_xrosz555njd4jf3375ostnmdmm 9 27 . . . work_xrosz555njd4jf3375ostnmdmm 10 1 To to TO work_xrosz555njd4jf3375ostnmdmm 10 2 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 10 3 the the DT work_xrosz555njd4jf3375ostnmdmm 10 4 system system NN work_xrosz555njd4jf3375ostnmdmm 10 5 , , , work_xrosz555njd4jf3375ostnmdmm 10 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 10 7 computed compute VBD work_xrosz555njd4jf3375ostnmdmm 10 8 Nor- Nor- NNP work_xrosz555njd4jf3375ostnmdmm 10 9 malized malize VBD work_xrosz555njd4jf3375ostnmdmm 10 10 Discounted Discounted NNP work_xrosz555njd4jf3375ostnmdmm 10 11 Cumulative Cumulative NNP work_xrosz555njd4jf3375ostnmdmm 10 12 Gain Gain NNP work_xrosz555njd4jf3375ostnmdmm 10 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 10 14 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 10 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 10 16 and and CC work_xrosz555njd4jf3375ostnmdmm 10 17 precision@k precision@k NNP work_xrosz555njd4jf3375ostnmdmm 10 18 of of IN work_xrosz555njd4jf3375ostnmdmm 10 19 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 10 20 system system NN work_xrosz555njd4jf3375ostnmdmm 10 21 , , , work_xrosz555njd4jf3375ostnmdmm 10 22 and and CC work_xrosz555njd4jf3375ostnmdmm 10 23 compared compare VBN work_xrosz555njd4jf3375ostnmdmm 10 24 to to IN work_xrosz555njd4jf3375ostnmdmm 10 25 three three CD work_xrosz555njd4jf3375ostnmdmm 10 26 other other JJ work_xrosz555njd4jf3375ostnmdmm 10 27 existing exist VBG work_xrosz555njd4jf3375ostnmdmm 10 28 models model NNS work_xrosz555njd4jf3375ostnmdmm 10 29 as as RB work_xrosz555njd4jf3375ostnmdmm 10 30 well well RB work_xrosz555njd4jf3375ostnmdmm 10 31 as as IN work_xrosz555njd4jf3375ostnmdmm 10 32 the the DT work_xrosz555njd4jf3375ostnmdmm 10 33 live live JJ work_xrosz555njd4jf3375ostnmdmm 10 34 result result NN work_xrosz555njd4jf3375ostnmdmm 10 35 from from IN work_xrosz555njd4jf3375ostnmdmm 10 36 Indeed.com Indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 10 37 . . . work_xrosz555njd4jf3375ostnmdmm 11 1 ii ii LS work_xrosz555njd4jf3375ostnmdmm 11 2 ACKNOWLEDGEMENTS ACKNOWLEDGEMENTS NNP work_xrosz555njd4jf3375ostnmdmm 11 3 My -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 11 4 greatest great JJS work_xrosz555njd4jf3375ostnmdmm 11 5 thanks thank NNS work_xrosz555njd4jf3375ostnmdmm 11 6 to to IN work_xrosz555njd4jf3375ostnmdmm 11 7 the the DT work_xrosz555njd4jf3375ostnmdmm 11 8 members member NNS work_xrosz555njd4jf3375ostnmdmm 11 9 of of IN work_xrosz555njd4jf3375ostnmdmm 11 10 the the DT work_xrosz555njd4jf3375ostnmdmm 11 11 Sketch Sketch NNP work_xrosz555njd4jf3375ostnmdmm 11 12 Recognition Recognition NNP work_xrosz555njd4jf3375ostnmdmm 11 13 Lab Lab NNP work_xrosz555njd4jf3375ostnmdmm 11 14 for for IN work_xrosz555njd4jf3375ostnmdmm 11 15 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 11 16 continued continue VBN work_xrosz555njd4jf3375ostnmdmm 11 17 support support NN work_xrosz555njd4jf3375ostnmdmm 11 18 and and CC work_xrosz555njd4jf3375ostnmdmm 11 19 help help NN work_xrosz555njd4jf3375ostnmdmm 11 20 in in IN work_xrosz555njd4jf3375ostnmdmm 11 21 the the DT work_xrosz555njd4jf3375ostnmdmm 11 22 research research NN work_xrosz555njd4jf3375ostnmdmm 11 23 work work NN work_xrosz555njd4jf3375ostnmdmm 11 24 covered cover VBN work_xrosz555njd4jf3375ostnmdmm 11 25 in in IN work_xrosz555njd4jf3375ostnmdmm 11 26 this this DT work_xrosz555njd4jf3375ostnmdmm 11 27 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 11 28 . . . work_xrosz555njd4jf3375ostnmdmm 12 1 This this DT work_xrosz555njd4jf3375ostnmdmm 12 2 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 12 3 would would MD work_xrosz555njd4jf3375ostnmdmm 12 4 not not RB work_xrosz555njd4jf3375ostnmdmm 12 5 have have VB work_xrosz555njd4jf3375ostnmdmm 12 6 been be VBN work_xrosz555njd4jf3375ostnmdmm 12 7 possible possible JJ work_xrosz555njd4jf3375ostnmdmm 12 8 without without IN work_xrosz555njd4jf3375ostnmdmm 12 9 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 12 10 support support NN work_xrosz555njd4jf3375ostnmdmm 12 11 . . . work_xrosz555njd4jf3375ostnmdmm 13 1 In in IN work_xrosz555njd4jf3375ostnmdmm 13 2 addition addition NN work_xrosz555njd4jf3375ostnmdmm 13 3 , , , work_xrosz555njd4jf3375ostnmdmm 13 4 I -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 13 5 would would MD work_xrosz555njd4jf3375ostnmdmm 13 6 like like VB work_xrosz555njd4jf3375ostnmdmm 13 7 to to TO work_xrosz555njd4jf3375ostnmdmm 13 8 give give VB work_xrosz555njd4jf3375ostnmdmm 13 9 extra extra JJ work_xrosz555njd4jf3375ostnmdmm 13 10 thanks thank NNS work_xrosz555njd4jf3375ostnmdmm 13 11 to to IN work_xrosz555njd4jf3375ostnmdmm 13 12 my -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 13 13 advisor advisor NN work_xrosz555njd4jf3375ostnmdmm 13 14 Dr. Dr. NNP work_xrosz555njd4jf3375ostnmdmm 13 15 Tracy Tracy NNP work_xrosz555njd4jf3375ostnmdmm 13 16 Hammond Hammond NNP work_xrosz555njd4jf3375ostnmdmm 13 17 , , , work_xrosz555njd4jf3375ostnmdmm 13 18 as as RB work_xrosz555njd4jf3375ostnmdmm 13 19 well well RB work_xrosz555njd4jf3375ostnmdmm 13 20 as as IN work_xrosz555njd4jf3375ostnmdmm 13 21 to to IN work_xrosz555njd4jf3375ostnmdmm 13 22 my -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 13 23 committee committee NN work_xrosz555njd4jf3375ostnmdmm 13 24 members member NNS work_xrosz555njd4jf3375ostnmdmm 13 25 Dr. Dr. NNP work_xrosz555njd4jf3375ostnmdmm 13 26 Anxiao Anxiao NNP work_xrosz555njd4jf3375ostnmdmm 13 27 Jiang Jiang NNP work_xrosz555njd4jf3375ostnmdmm 13 28 and and CC work_xrosz555njd4jf3375ostnmdmm 13 29 Dr. Dr. NNP work_xrosz555njd4jf3375ostnmdmm 13 30 Daniel Daniel NNP work_xrosz555njd4jf3375ostnmdmm 13 31 W. W. NNP work_xrosz555njd4jf3375ostnmdmm 13 32 Goldberg Goldberg NNP work_xrosz555njd4jf3375ostnmdmm 13 33 for for IN work_xrosz555njd4jf3375ostnmdmm 13 34 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 13 35 valuable valuable JJ work_xrosz555njd4jf3375ostnmdmm 13 36 sage sage NN work_xrosz555njd4jf3375ostnmdmm 13 37 advice advice NN work_xrosz555njd4jf3375ostnmdmm 13 38 . . . work_xrosz555njd4jf3375ostnmdmm 14 1 iii iii CD work_xrosz555njd4jf3375ostnmdmm 14 2 TABLE TABLE NNS work_xrosz555njd4jf3375ostnmdmm 14 3 OF of IN work_xrosz555njd4jf3375ostnmdmm 14 4 CONTENTS content NNS work_xrosz555njd4jf3375ostnmdmm 14 5 Page Page NNP work_xrosz555njd4jf3375ostnmdmm 14 6 ABSTRACT ABSTRACT NNP work_xrosz555njd4jf3375ostnmdmm 14 7 . . . work_xrosz555njd4jf3375ostnmdmm 15 1 . . . work_xrosz555njd4jf3375ostnmdmm 16 1 . . . work_xrosz555njd4jf3375ostnmdmm 17 1 . . . work_xrosz555njd4jf3375ostnmdmm 18 1 . . . work_xrosz555njd4jf3375ostnmdmm 19 1 . . . work_xrosz555njd4jf3375ostnmdmm 20 1 . . . work_xrosz555njd4jf3375ostnmdmm 21 1 . . . work_xrosz555njd4jf3375ostnmdmm 22 1 . . . work_xrosz555njd4jf3375ostnmdmm 23 1 . . . work_xrosz555njd4jf3375ostnmdmm 24 1 . . . work_xrosz555njd4jf3375ostnmdmm 25 1 . . . work_xrosz555njd4jf3375ostnmdmm 26 1 . . . work_xrosz555njd4jf3375ostnmdmm 27 1 . . . work_xrosz555njd4jf3375ostnmdmm 28 1 . . . work_xrosz555njd4jf3375ostnmdmm 29 1 . . . work_xrosz555njd4jf3375ostnmdmm 30 1 . . . work_xrosz555njd4jf3375ostnmdmm 31 1 . . . work_xrosz555njd4jf3375ostnmdmm 32 1 . . . work_xrosz555njd4jf3375ostnmdmm 33 1 . . . work_xrosz555njd4jf3375ostnmdmm 34 1 . . . work_xrosz555njd4jf3375ostnmdmm 35 1 . . . work_xrosz555njd4jf3375ostnmdmm 36 1 . . . work_xrosz555njd4jf3375ostnmdmm 37 1 . . . work_xrosz555njd4jf3375ostnmdmm 38 1 . . . work_xrosz555njd4jf3375ostnmdmm 39 1 . . . work_xrosz555njd4jf3375ostnmdmm 40 1 . . . work_xrosz555njd4jf3375ostnmdmm 41 1 . . . work_xrosz555njd4jf3375ostnmdmm 42 1 . . . work_xrosz555njd4jf3375ostnmdmm 43 1 . . . work_xrosz555njd4jf3375ostnmdmm 44 1 . . . work_xrosz555njd4jf3375ostnmdmm 45 1 . . . work_xrosz555njd4jf3375ostnmdmm 46 1 . . . work_xrosz555njd4jf3375ostnmdmm 47 1 . . . work_xrosz555njd4jf3375ostnmdmm 48 1 . . . work_xrosz555njd4jf3375ostnmdmm 49 1 . . . work_xrosz555njd4jf3375ostnmdmm 50 1 ii ii LS work_xrosz555njd4jf3375ostnmdmm 50 2 ACKNOWLEDGEMENTS ACKNOWLEDGEMENTS NNP work_xrosz555njd4jf3375ostnmdmm 50 3 . . . work_xrosz555njd4jf3375ostnmdmm 51 1 . . . work_xrosz555njd4jf3375ostnmdmm 52 1 . . . work_xrosz555njd4jf3375ostnmdmm 53 1 . . . work_xrosz555njd4jf3375ostnmdmm 54 1 . . . work_xrosz555njd4jf3375ostnmdmm 55 1 . . . work_xrosz555njd4jf3375ostnmdmm 56 1 . . . work_xrosz555njd4jf3375ostnmdmm 57 1 . . . work_xrosz555njd4jf3375ostnmdmm 58 1 . . . work_xrosz555njd4jf3375ostnmdmm 59 1 . . . work_xrosz555njd4jf3375ostnmdmm 60 1 . . . work_xrosz555njd4jf3375ostnmdmm 61 1 . . . work_xrosz555njd4jf3375ostnmdmm 62 1 . . . work_xrosz555njd4jf3375ostnmdmm 63 1 . . . work_xrosz555njd4jf3375ostnmdmm 64 1 . . . work_xrosz555njd4jf3375ostnmdmm 65 1 . . . work_xrosz555njd4jf3375ostnmdmm 66 1 . . . work_xrosz555njd4jf3375ostnmdmm 67 1 . . . work_xrosz555njd4jf3375ostnmdmm 68 1 . . . work_xrosz555njd4jf3375ostnmdmm 69 1 . . . work_xrosz555njd4jf3375ostnmdmm 70 1 . . . work_xrosz555njd4jf3375ostnmdmm 71 1 . . . work_xrosz555njd4jf3375ostnmdmm 72 1 . . . work_xrosz555njd4jf3375ostnmdmm 73 1 . . . work_xrosz555njd4jf3375ostnmdmm 74 1 . . . work_xrosz555njd4jf3375ostnmdmm 75 1 . . . work_xrosz555njd4jf3375ostnmdmm 76 1 . . . work_xrosz555njd4jf3375ostnmdmm 77 1 . . . work_xrosz555njd4jf3375ostnmdmm 78 1 iii iii CD work_xrosz555njd4jf3375ostnmdmm 78 2 TABLE TABLE NNS work_xrosz555njd4jf3375ostnmdmm 78 3 OF of IN work_xrosz555njd4jf3375ostnmdmm 78 4 CONTENTS content NNS work_xrosz555njd4jf3375ostnmdmm 78 5 . . . work_xrosz555njd4jf3375ostnmdmm 79 1 . . . work_xrosz555njd4jf3375ostnmdmm 80 1 . . . work_xrosz555njd4jf3375ostnmdmm 81 1 . . . work_xrosz555njd4jf3375ostnmdmm 82 1 . . . work_xrosz555njd4jf3375ostnmdmm 83 1 . . . work_xrosz555njd4jf3375ostnmdmm 84 1 . . . work_xrosz555njd4jf3375ostnmdmm 85 1 . . . work_xrosz555njd4jf3375ostnmdmm 86 1 . . . work_xrosz555njd4jf3375ostnmdmm 87 1 . . . work_xrosz555njd4jf3375ostnmdmm 88 1 . . . work_xrosz555njd4jf3375ostnmdmm 89 1 . . . work_xrosz555njd4jf3375ostnmdmm 90 1 . . . work_xrosz555njd4jf3375ostnmdmm 91 1 . . . work_xrosz555njd4jf3375ostnmdmm 92 1 . . . work_xrosz555njd4jf3375ostnmdmm 93 1 . . . work_xrosz555njd4jf3375ostnmdmm 94 1 . . . work_xrosz555njd4jf3375ostnmdmm 95 1 . . . work_xrosz555njd4jf3375ostnmdmm 96 1 . . . work_xrosz555njd4jf3375ostnmdmm 97 1 . . . work_xrosz555njd4jf3375ostnmdmm 98 1 . . . work_xrosz555njd4jf3375ostnmdmm 99 1 . . . work_xrosz555njd4jf3375ostnmdmm 100 1 . . . work_xrosz555njd4jf3375ostnmdmm 101 1 . . . work_xrosz555njd4jf3375ostnmdmm 102 1 . . . work_xrosz555njd4jf3375ostnmdmm 103 1 . . . work_xrosz555njd4jf3375ostnmdmm 104 1 . . . work_xrosz555njd4jf3375ostnmdmm 105 1 . . . work_xrosz555njd4jf3375ostnmdmm 106 1 . . . work_xrosz555njd4jf3375ostnmdmm 107 1 iv iv IN work_xrosz555njd4jf3375ostnmdmm 107 2 LIST LIST NNP work_xrosz555njd4jf3375ostnmdmm 107 3 OF of IN work_xrosz555njd4jf3375ostnmdmm 107 4 FIGURES FIGURES NNP work_xrosz555njd4jf3375ostnmdmm 107 5 . . . work_xrosz555njd4jf3375ostnmdmm 108 1 . . . work_xrosz555njd4jf3375ostnmdmm 109 1 . . . work_xrosz555njd4jf3375ostnmdmm 110 1 . . . work_xrosz555njd4jf3375ostnmdmm 111 1 . . . work_xrosz555njd4jf3375ostnmdmm 112 1 . . . work_xrosz555njd4jf3375ostnmdmm 113 1 . . . work_xrosz555njd4jf3375ostnmdmm 114 1 . . . work_xrosz555njd4jf3375ostnmdmm 115 1 . . . work_xrosz555njd4jf3375ostnmdmm 116 1 . . . work_xrosz555njd4jf3375ostnmdmm 117 1 . . . work_xrosz555njd4jf3375ostnmdmm 118 1 . . . work_xrosz555njd4jf3375ostnmdmm 119 1 . . . work_xrosz555njd4jf3375ostnmdmm 120 1 . . . work_xrosz555njd4jf3375ostnmdmm 121 1 . . . work_xrosz555njd4jf3375ostnmdmm 122 1 . . . work_xrosz555njd4jf3375ostnmdmm 123 1 . . . work_xrosz555njd4jf3375ostnmdmm 124 1 . . . work_xrosz555njd4jf3375ostnmdmm 125 1 . . . work_xrosz555njd4jf3375ostnmdmm 126 1 . . . work_xrosz555njd4jf3375ostnmdmm 127 1 . . . work_xrosz555njd4jf3375ostnmdmm 128 1 . . . work_xrosz555njd4jf3375ostnmdmm 129 1 . . . work_xrosz555njd4jf3375ostnmdmm 130 1 . . . work_xrosz555njd4jf3375ostnmdmm 131 1 . . . work_xrosz555njd4jf3375ostnmdmm 132 1 . . . work_xrosz555njd4jf3375ostnmdmm 133 1 . . . work_xrosz555njd4jf3375ostnmdmm 134 1 . . . work_xrosz555njd4jf3375ostnmdmm 135 1 . . . work_xrosz555njd4jf3375ostnmdmm 136 1 . . . work_xrosz555njd4jf3375ostnmdmm 137 1 . . . work_xrosz555njd4jf3375ostnmdmm 138 1 . . . work_xrosz555njd4jf3375ostnmdmm 139 1 vi vi NNP work_xrosz555njd4jf3375ostnmdmm 139 2 LIST LIST NNP work_xrosz555njd4jf3375ostnmdmm 139 3 OF of IN work_xrosz555njd4jf3375ostnmdmm 139 4 TABLES TABLES NNP work_xrosz555njd4jf3375ostnmdmm 139 5 . . . work_xrosz555njd4jf3375ostnmdmm 140 1 . . . work_xrosz555njd4jf3375ostnmdmm 141 1 . . . work_xrosz555njd4jf3375ostnmdmm 142 1 . . . work_xrosz555njd4jf3375ostnmdmm 143 1 . . . work_xrosz555njd4jf3375ostnmdmm 144 1 . . . work_xrosz555njd4jf3375ostnmdmm 145 1 . . . work_xrosz555njd4jf3375ostnmdmm 146 1 . . . work_xrosz555njd4jf3375ostnmdmm 147 1 . . . work_xrosz555njd4jf3375ostnmdmm 148 1 . . . work_xrosz555njd4jf3375ostnmdmm 149 1 . . . work_xrosz555njd4jf3375ostnmdmm 150 1 . . . work_xrosz555njd4jf3375ostnmdmm 151 1 . . . work_xrosz555njd4jf3375ostnmdmm 152 1 . . . work_xrosz555njd4jf3375ostnmdmm 153 1 . . . work_xrosz555njd4jf3375ostnmdmm 154 1 . . . work_xrosz555njd4jf3375ostnmdmm 155 1 . . . work_xrosz555njd4jf3375ostnmdmm 156 1 . . . work_xrosz555njd4jf3375ostnmdmm 157 1 . . . work_xrosz555njd4jf3375ostnmdmm 158 1 . . . work_xrosz555njd4jf3375ostnmdmm 159 1 . . . work_xrosz555njd4jf3375ostnmdmm 160 1 . . . work_xrosz555njd4jf3375ostnmdmm 161 1 . . . work_xrosz555njd4jf3375ostnmdmm 162 1 . . . work_xrosz555njd4jf3375ostnmdmm 163 1 . . . work_xrosz555njd4jf3375ostnmdmm 164 1 . . . work_xrosz555njd4jf3375ostnmdmm 165 1 . . . work_xrosz555njd4jf3375ostnmdmm 166 1 . . . work_xrosz555njd4jf3375ostnmdmm 167 1 . . . work_xrosz555njd4jf3375ostnmdmm 168 1 . . . work_xrosz555njd4jf3375ostnmdmm 169 1 . . . work_xrosz555njd4jf3375ostnmdmm 170 1 . . . work_xrosz555njd4jf3375ostnmdmm 171 1 . . . work_xrosz555njd4jf3375ostnmdmm 172 1 vii vii NN work_xrosz555njd4jf3375ostnmdmm 172 2 1 1 CD work_xrosz555njd4jf3375ostnmdmm 172 3 . . . work_xrosz555njd4jf3375ostnmdmm 173 1 INTRODUCTION INTRODUCTION NNP work_xrosz555njd4jf3375ostnmdmm 173 2 . . . work_xrosz555njd4jf3375ostnmdmm 174 1 . . . work_xrosz555njd4jf3375ostnmdmm 175 1 . . . work_xrosz555njd4jf3375ostnmdmm 176 1 . . . work_xrosz555njd4jf3375ostnmdmm 177 1 . . . work_xrosz555njd4jf3375ostnmdmm 178 1 . . . work_xrosz555njd4jf3375ostnmdmm 179 1 . . . work_xrosz555njd4jf3375ostnmdmm 180 1 . . . work_xrosz555njd4jf3375ostnmdmm 181 1 . . . work_xrosz555njd4jf3375ostnmdmm 182 1 . . . work_xrosz555njd4jf3375ostnmdmm 183 1 . . . work_xrosz555njd4jf3375ostnmdmm 184 1 . . . work_xrosz555njd4jf3375ostnmdmm 185 1 . . . work_xrosz555njd4jf3375ostnmdmm 186 1 . . . work_xrosz555njd4jf3375ostnmdmm 187 1 . . . work_xrosz555njd4jf3375ostnmdmm 188 1 . . . work_xrosz555njd4jf3375ostnmdmm 189 1 . . . work_xrosz555njd4jf3375ostnmdmm 190 1 . . . work_xrosz555njd4jf3375ostnmdmm 191 1 . . . work_xrosz555njd4jf3375ostnmdmm 192 1 . . . work_xrosz555njd4jf3375ostnmdmm 193 1 . . . work_xrosz555njd4jf3375ostnmdmm 194 1 . . . work_xrosz555njd4jf3375ostnmdmm 195 1 . . . work_xrosz555njd4jf3375ostnmdmm 196 1 . . . work_xrosz555njd4jf3375ostnmdmm 197 1 . . . work_xrosz555njd4jf3375ostnmdmm 198 1 . . . work_xrosz555njd4jf3375ostnmdmm 199 1 . . . work_xrosz555njd4jf3375ostnmdmm 200 1 . . . work_xrosz555njd4jf3375ostnmdmm 201 1 . . . work_xrosz555njd4jf3375ostnmdmm 202 1 . . . work_xrosz555njd4jf3375ostnmdmm 203 1 . . . work_xrosz555njd4jf3375ostnmdmm 204 1 1 1 CD work_xrosz555njd4jf3375ostnmdmm 204 2 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 204 3 Motivation Motivation NNP work_xrosz555njd4jf3375ostnmdmm 204 4 . . . work_xrosz555njd4jf3375ostnmdmm 205 1 . . . work_xrosz555njd4jf3375ostnmdmm 206 1 . . . work_xrosz555njd4jf3375ostnmdmm 207 1 . . . work_xrosz555njd4jf3375ostnmdmm 208 1 . . . work_xrosz555njd4jf3375ostnmdmm 209 1 . . . work_xrosz555njd4jf3375ostnmdmm 210 1 . . . work_xrosz555njd4jf3375ostnmdmm 211 1 . . . work_xrosz555njd4jf3375ostnmdmm 212 1 . . . work_xrosz555njd4jf3375ostnmdmm 213 1 . . . work_xrosz555njd4jf3375ostnmdmm 214 1 . . . work_xrosz555njd4jf3375ostnmdmm 215 1 . . . work_xrosz555njd4jf3375ostnmdmm 216 1 . . . work_xrosz555njd4jf3375ostnmdmm 217 1 . . . work_xrosz555njd4jf3375ostnmdmm 218 1 . . . work_xrosz555njd4jf3375ostnmdmm 219 1 . . . work_xrosz555njd4jf3375ostnmdmm 220 1 . . . work_xrosz555njd4jf3375ostnmdmm 221 1 . . . work_xrosz555njd4jf3375ostnmdmm 222 1 . . . work_xrosz555njd4jf3375ostnmdmm 223 1 . . . work_xrosz555njd4jf3375ostnmdmm 224 1 . . . work_xrosz555njd4jf3375ostnmdmm 225 1 . . . work_xrosz555njd4jf3375ostnmdmm 226 1 . . . work_xrosz555njd4jf3375ostnmdmm 227 1 . . . work_xrosz555njd4jf3375ostnmdmm 228 1 . . . work_xrosz555njd4jf3375ostnmdmm 229 1 . . . work_xrosz555njd4jf3375ostnmdmm 230 1 . . . work_xrosz555njd4jf3375ostnmdmm 231 1 . . . work_xrosz555njd4jf3375ostnmdmm 232 1 . . . work_xrosz555njd4jf3375ostnmdmm 233 1 . . . work_xrosz555njd4jf3375ostnmdmm 234 1 . . . work_xrosz555njd4jf3375ostnmdmm 235 1 . . . work_xrosz555njd4jf3375ostnmdmm 236 1 . . . work_xrosz555njd4jf3375ostnmdmm 237 1 1 1 CD work_xrosz555njd4jf3375ostnmdmm 237 2 1.2 1.2 CD work_xrosz555njd4jf3375ostnmdmm 237 3 Contribution contribution NN work_xrosz555njd4jf3375ostnmdmm 237 4 . . . work_xrosz555njd4jf3375ostnmdmm 238 1 . . . work_xrosz555njd4jf3375ostnmdmm 239 1 . . . work_xrosz555njd4jf3375ostnmdmm 240 1 . . . work_xrosz555njd4jf3375ostnmdmm 241 1 . . . work_xrosz555njd4jf3375ostnmdmm 242 1 . . . work_xrosz555njd4jf3375ostnmdmm 243 1 . . . work_xrosz555njd4jf3375ostnmdmm 244 1 . . . work_xrosz555njd4jf3375ostnmdmm 245 1 . . . work_xrosz555njd4jf3375ostnmdmm 246 1 . . . work_xrosz555njd4jf3375ostnmdmm 247 1 . . . work_xrosz555njd4jf3375ostnmdmm 248 1 . . . work_xrosz555njd4jf3375ostnmdmm 249 1 . . . work_xrosz555njd4jf3375ostnmdmm 250 1 . . . work_xrosz555njd4jf3375ostnmdmm 251 1 . . . work_xrosz555njd4jf3375ostnmdmm 252 1 . . . work_xrosz555njd4jf3375ostnmdmm 253 1 . . . work_xrosz555njd4jf3375ostnmdmm 254 1 . . . work_xrosz555njd4jf3375ostnmdmm 255 1 . . . work_xrosz555njd4jf3375ostnmdmm 256 1 . . . work_xrosz555njd4jf3375ostnmdmm 257 1 . . . work_xrosz555njd4jf3375ostnmdmm 258 1 . . . work_xrosz555njd4jf3375ostnmdmm 259 1 . . . work_xrosz555njd4jf3375ostnmdmm 260 1 . . . work_xrosz555njd4jf3375ostnmdmm 261 1 . . . work_xrosz555njd4jf3375ostnmdmm 262 1 . . . work_xrosz555njd4jf3375ostnmdmm 263 1 . . . work_xrosz555njd4jf3375ostnmdmm 264 1 . . . work_xrosz555njd4jf3375ostnmdmm 265 1 . . . work_xrosz555njd4jf3375ostnmdmm 266 1 . . . work_xrosz555njd4jf3375ostnmdmm 267 1 . . . work_xrosz555njd4jf3375ostnmdmm 268 1 . . . work_xrosz555njd4jf3375ostnmdmm 269 1 4 4 CD work_xrosz555njd4jf3375ostnmdmm 269 2 1.3 1.3 CD work_xrosz555njd4jf3375ostnmdmm 269 3 Organization Organization NNP work_xrosz555njd4jf3375ostnmdmm 269 4 . . . work_xrosz555njd4jf3375ostnmdmm 270 1 . . . work_xrosz555njd4jf3375ostnmdmm 271 1 . . . work_xrosz555njd4jf3375ostnmdmm 272 1 . . . work_xrosz555njd4jf3375ostnmdmm 273 1 . . . work_xrosz555njd4jf3375ostnmdmm 274 1 . . . work_xrosz555njd4jf3375ostnmdmm 275 1 . . . work_xrosz555njd4jf3375ostnmdmm 276 1 . . . work_xrosz555njd4jf3375ostnmdmm 277 1 . . . work_xrosz555njd4jf3375ostnmdmm 278 1 . . . work_xrosz555njd4jf3375ostnmdmm 279 1 . . . work_xrosz555njd4jf3375ostnmdmm 280 1 . . . work_xrosz555njd4jf3375ostnmdmm 281 1 . . . work_xrosz555njd4jf3375ostnmdmm 282 1 . . . work_xrosz555njd4jf3375ostnmdmm 283 1 . . . work_xrosz555njd4jf3375ostnmdmm 284 1 . . . work_xrosz555njd4jf3375ostnmdmm 285 1 . . . work_xrosz555njd4jf3375ostnmdmm 286 1 . . . work_xrosz555njd4jf3375ostnmdmm 287 1 . . . work_xrosz555njd4jf3375ostnmdmm 288 1 . . . work_xrosz555njd4jf3375ostnmdmm 289 1 . . . work_xrosz555njd4jf3375ostnmdmm 290 1 . . . work_xrosz555njd4jf3375ostnmdmm 291 1 . . . work_xrosz555njd4jf3375ostnmdmm 292 1 . . . work_xrosz555njd4jf3375ostnmdmm 293 1 . . . work_xrosz555njd4jf3375ostnmdmm 294 1 . . . work_xrosz555njd4jf3375ostnmdmm 295 1 . . . work_xrosz555njd4jf3375ostnmdmm 296 1 . . . work_xrosz555njd4jf3375ostnmdmm 297 1 . . . work_xrosz555njd4jf3375ostnmdmm 298 1 . . . work_xrosz555njd4jf3375ostnmdmm 299 1 . . . work_xrosz555njd4jf3375ostnmdmm 300 1 5 5 CD work_xrosz555njd4jf3375ostnmdmm 300 2 2 2 CD work_xrosz555njd4jf3375ostnmdmm 300 3 . . . work_xrosz555njd4jf3375ostnmdmm 301 1 BACKGROUND background UH work_xrosz555njd4jf3375ostnmdmm 301 2 . . . work_xrosz555njd4jf3375ostnmdmm 302 1 . . . work_xrosz555njd4jf3375ostnmdmm 303 1 . . . work_xrosz555njd4jf3375ostnmdmm 304 1 . . . work_xrosz555njd4jf3375ostnmdmm 305 1 . . . work_xrosz555njd4jf3375ostnmdmm 306 1 . . . work_xrosz555njd4jf3375ostnmdmm 307 1 . . . work_xrosz555njd4jf3375ostnmdmm 308 1 . . . work_xrosz555njd4jf3375ostnmdmm 309 1 . . . work_xrosz555njd4jf3375ostnmdmm 310 1 . . . work_xrosz555njd4jf3375ostnmdmm 311 1 . . . work_xrosz555njd4jf3375ostnmdmm 312 1 . . . work_xrosz555njd4jf3375ostnmdmm 313 1 . . . work_xrosz555njd4jf3375ostnmdmm 314 1 . . . work_xrosz555njd4jf3375ostnmdmm 315 1 . . . work_xrosz555njd4jf3375ostnmdmm 316 1 . . . work_xrosz555njd4jf3375ostnmdmm 317 1 . . . work_xrosz555njd4jf3375ostnmdmm 318 1 . . . work_xrosz555njd4jf3375ostnmdmm 319 1 . . . work_xrosz555njd4jf3375ostnmdmm 320 1 . . . work_xrosz555njd4jf3375ostnmdmm 321 1 . . . work_xrosz555njd4jf3375ostnmdmm 322 1 . . . work_xrosz555njd4jf3375ostnmdmm 323 1 . . . work_xrosz555njd4jf3375ostnmdmm 324 1 . . . work_xrosz555njd4jf3375ostnmdmm 325 1 . . . work_xrosz555njd4jf3375ostnmdmm 326 1 . . . work_xrosz555njd4jf3375ostnmdmm 327 1 . . . work_xrosz555njd4jf3375ostnmdmm 328 1 . . . work_xrosz555njd4jf3375ostnmdmm 329 1 . . . work_xrosz555njd4jf3375ostnmdmm 330 1 . . . work_xrosz555njd4jf3375ostnmdmm 331 1 . . . work_xrosz555njd4jf3375ostnmdmm 332 1 . . . work_xrosz555njd4jf3375ostnmdmm 333 1 6 6 CD work_xrosz555njd4jf3375ostnmdmm 333 2 2.1 2.1 CD work_xrosz555njd4jf3375ostnmdmm 333 3 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 333 4 System System NNP work_xrosz555njd4jf3375ostnmdmm 333 5 . . . work_xrosz555njd4jf3375ostnmdmm 334 1 . . . work_xrosz555njd4jf3375ostnmdmm 335 1 . . . work_xrosz555njd4jf3375ostnmdmm 336 1 . . . work_xrosz555njd4jf3375ostnmdmm 337 1 . . . work_xrosz555njd4jf3375ostnmdmm 338 1 . . . work_xrosz555njd4jf3375ostnmdmm 339 1 . . . work_xrosz555njd4jf3375ostnmdmm 340 1 . . . work_xrosz555njd4jf3375ostnmdmm 341 1 . . . work_xrosz555njd4jf3375ostnmdmm 342 1 . . . work_xrosz555njd4jf3375ostnmdmm 343 1 . . . work_xrosz555njd4jf3375ostnmdmm 344 1 . . . work_xrosz555njd4jf3375ostnmdmm 345 1 . . . work_xrosz555njd4jf3375ostnmdmm 346 1 . . . work_xrosz555njd4jf3375ostnmdmm 347 1 . . . work_xrosz555njd4jf3375ostnmdmm 348 1 . . . work_xrosz555njd4jf3375ostnmdmm 349 1 . . . work_xrosz555njd4jf3375ostnmdmm 350 1 . . . work_xrosz555njd4jf3375ostnmdmm 351 1 . . . work_xrosz555njd4jf3375ostnmdmm 352 1 . . . work_xrosz555njd4jf3375ostnmdmm 353 1 . . . work_xrosz555njd4jf3375ostnmdmm 354 1 . . . work_xrosz555njd4jf3375ostnmdmm 355 1 . . . work_xrosz555njd4jf3375ostnmdmm 356 1 . . . work_xrosz555njd4jf3375ostnmdmm 357 1 . . . work_xrosz555njd4jf3375ostnmdmm 358 1 . . . work_xrosz555njd4jf3375ostnmdmm 359 1 6 6 CD work_xrosz555njd4jf3375ostnmdmm 359 2 2.2 2.2 CD work_xrosz555njd4jf3375ostnmdmm 359 3 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 359 4 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 359 5 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 359 6 . . . work_xrosz555njd4jf3375ostnmdmm 360 1 . . . work_xrosz555njd4jf3375ostnmdmm 361 1 . . . work_xrosz555njd4jf3375ostnmdmm 362 1 . . . work_xrosz555njd4jf3375ostnmdmm 363 1 . . . work_xrosz555njd4jf3375ostnmdmm 364 1 . . . work_xrosz555njd4jf3375ostnmdmm 365 1 . . . work_xrosz555njd4jf3375ostnmdmm 366 1 . . . work_xrosz555njd4jf3375ostnmdmm 367 1 . . . work_xrosz555njd4jf3375ostnmdmm 368 1 . . . work_xrosz555njd4jf3375ostnmdmm 369 1 . . . work_xrosz555njd4jf3375ostnmdmm 370 1 . . . work_xrosz555njd4jf3375ostnmdmm 371 1 . . . work_xrosz555njd4jf3375ostnmdmm 372 1 . . . work_xrosz555njd4jf3375ostnmdmm 373 1 . . . work_xrosz555njd4jf3375ostnmdmm 374 1 . . . work_xrosz555njd4jf3375ostnmdmm 375 1 . . . work_xrosz555njd4jf3375ostnmdmm 376 1 . . . work_xrosz555njd4jf3375ostnmdmm 377 1 . . . work_xrosz555njd4jf3375ostnmdmm 378 1 . . . work_xrosz555njd4jf3375ostnmdmm 379 1 . . . work_xrosz555njd4jf3375ostnmdmm 380 1 . . . work_xrosz555njd4jf3375ostnmdmm 381 1 . . . work_xrosz555njd4jf3375ostnmdmm 382 1 . . . work_xrosz555njd4jf3375ostnmdmm 383 1 7 7 CD work_xrosz555njd4jf3375ostnmdmm 383 2 2.3 2.3 CD work_xrosz555njd4jf3375ostnmdmm 383 3 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 383 4 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 383 5 in in IN work_xrosz555njd4jf3375ostnmdmm 383 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 383 7 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 383 8 System System NNP work_xrosz555njd4jf3375ostnmdmm 383 9 . . . work_xrosz555njd4jf3375ostnmdmm 384 1 . . . work_xrosz555njd4jf3375ostnmdmm 385 1 . . . work_xrosz555njd4jf3375ostnmdmm 386 1 . . . work_xrosz555njd4jf3375ostnmdmm 387 1 . . . work_xrosz555njd4jf3375ostnmdmm 388 1 . . . work_xrosz555njd4jf3375ostnmdmm 389 1 . . . work_xrosz555njd4jf3375ostnmdmm 390 1 . . . work_xrosz555njd4jf3375ostnmdmm 391 1 . . . work_xrosz555njd4jf3375ostnmdmm 392 1 9 9 CD work_xrosz555njd4jf3375ostnmdmm 392 2 2.4 2.4 CD work_xrosz555njd4jf3375ostnmdmm 392 3 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 392 4 Algorithms Algorithms NNP work_xrosz555njd4jf3375ostnmdmm 392 5 in in IN work_xrosz555njd4jf3375ostnmdmm 392 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 392 7 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 392 8 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 392 9 . . . work_xrosz555njd4jf3375ostnmdmm 393 1 . . . work_xrosz555njd4jf3375ostnmdmm 394 1 . . . work_xrosz555njd4jf3375ostnmdmm 395 1 . . . work_xrosz555njd4jf3375ostnmdmm 396 1 . . . work_xrosz555njd4jf3375ostnmdmm 397 1 . . . work_xrosz555njd4jf3375ostnmdmm 398 1 . . . work_xrosz555njd4jf3375ostnmdmm 399 1 . . . work_xrosz555njd4jf3375ostnmdmm 400 1 . . . work_xrosz555njd4jf3375ostnmdmm 401 1 . . . work_xrosz555njd4jf3375ostnmdmm 402 1 11 11 CD work_xrosz555njd4jf3375ostnmdmm 402 2 3 3 CD work_xrosz555njd4jf3375ostnmdmm 402 3 . . . work_xrosz555njd4jf3375ostnmdmm 403 1 PROBLEM problem NN work_xrosz555njd4jf3375ostnmdmm 403 2 . . . work_xrosz555njd4jf3375ostnmdmm 404 1 . . . work_xrosz555njd4jf3375ostnmdmm 405 1 . . . work_xrosz555njd4jf3375ostnmdmm 406 1 . . . work_xrosz555njd4jf3375ostnmdmm 407 1 . . . work_xrosz555njd4jf3375ostnmdmm 408 1 . . . work_xrosz555njd4jf3375ostnmdmm 409 1 . . . work_xrosz555njd4jf3375ostnmdmm 410 1 . . . work_xrosz555njd4jf3375ostnmdmm 411 1 . . . work_xrosz555njd4jf3375ostnmdmm 412 1 . . . work_xrosz555njd4jf3375ostnmdmm 413 1 . . . work_xrosz555njd4jf3375ostnmdmm 414 1 . . . work_xrosz555njd4jf3375ostnmdmm 415 1 . . . work_xrosz555njd4jf3375ostnmdmm 416 1 . . . work_xrosz555njd4jf3375ostnmdmm 417 1 . . . work_xrosz555njd4jf3375ostnmdmm 418 1 . . . work_xrosz555njd4jf3375ostnmdmm 419 1 . . . work_xrosz555njd4jf3375ostnmdmm 420 1 . . . work_xrosz555njd4jf3375ostnmdmm 421 1 . . . work_xrosz555njd4jf3375ostnmdmm 422 1 . . . work_xrosz555njd4jf3375ostnmdmm 423 1 . . . work_xrosz555njd4jf3375ostnmdmm 424 1 . . . work_xrosz555njd4jf3375ostnmdmm 425 1 . . . work_xrosz555njd4jf3375ostnmdmm 426 1 . . . work_xrosz555njd4jf3375ostnmdmm 427 1 . . . work_xrosz555njd4jf3375ostnmdmm 428 1 . . . work_xrosz555njd4jf3375ostnmdmm 429 1 . . . work_xrosz555njd4jf3375ostnmdmm 430 1 . . . work_xrosz555njd4jf3375ostnmdmm 431 1 . . . work_xrosz555njd4jf3375ostnmdmm 432 1 . . . work_xrosz555njd4jf3375ostnmdmm 433 1 . . . work_xrosz555njd4jf3375ostnmdmm 434 1 . . . work_xrosz555njd4jf3375ostnmdmm 435 1 . . . work_xrosz555njd4jf3375ostnmdmm 436 1 . . . work_xrosz555njd4jf3375ostnmdmm 437 1 . . . work_xrosz555njd4jf3375ostnmdmm 438 1 13 13 CD work_xrosz555njd4jf3375ostnmdmm 438 2 3.1 3.1 CD work_xrosz555njd4jf3375ostnmdmm 438 3 Problem problem NN work_xrosz555njd4jf3375ostnmdmm 438 4 Definition Definition NNP work_xrosz555njd4jf3375ostnmdmm 438 5 . . . work_xrosz555njd4jf3375ostnmdmm 439 1 . . . work_xrosz555njd4jf3375ostnmdmm 440 1 . . . work_xrosz555njd4jf3375ostnmdmm 441 1 . . . work_xrosz555njd4jf3375ostnmdmm 442 1 . . . work_xrosz555njd4jf3375ostnmdmm 443 1 . . . work_xrosz555njd4jf3375ostnmdmm 444 1 . . . work_xrosz555njd4jf3375ostnmdmm 445 1 . . . work_xrosz555njd4jf3375ostnmdmm 446 1 . . . work_xrosz555njd4jf3375ostnmdmm 447 1 . . . work_xrosz555njd4jf3375ostnmdmm 448 1 . . . work_xrosz555njd4jf3375ostnmdmm 449 1 . . . work_xrosz555njd4jf3375ostnmdmm 450 1 . . . work_xrosz555njd4jf3375ostnmdmm 451 1 . . . work_xrosz555njd4jf3375ostnmdmm 452 1 . . . work_xrosz555njd4jf3375ostnmdmm 453 1 . . . work_xrosz555njd4jf3375ostnmdmm 454 1 . . . work_xrosz555njd4jf3375ostnmdmm 455 1 . . . work_xrosz555njd4jf3375ostnmdmm 456 1 . . . work_xrosz555njd4jf3375ostnmdmm 457 1 . . . work_xrosz555njd4jf3375ostnmdmm 458 1 . . . work_xrosz555njd4jf3375ostnmdmm 459 1 . . . work_xrosz555njd4jf3375ostnmdmm 460 1 . . . work_xrosz555njd4jf3375ostnmdmm 461 1 . . . work_xrosz555njd4jf3375ostnmdmm 462 1 . . . work_xrosz555njd4jf3375ostnmdmm 463 1 . . . work_xrosz555njd4jf3375ostnmdmm 464 1 . . . work_xrosz555njd4jf3375ostnmdmm 465 1 . . . work_xrosz555njd4jf3375ostnmdmm 466 1 13 13 CD work_xrosz555njd4jf3375ostnmdmm 466 2 3.2 3.2 CD work_xrosz555njd4jf3375ostnmdmm 466 3 Challenges Challenges NNPS work_xrosz555njd4jf3375ostnmdmm 466 4 . . . work_xrosz555njd4jf3375ostnmdmm 467 1 . . . work_xrosz555njd4jf3375ostnmdmm 468 1 . . . work_xrosz555njd4jf3375ostnmdmm 469 1 . . . work_xrosz555njd4jf3375ostnmdmm 470 1 . . . work_xrosz555njd4jf3375ostnmdmm 471 1 . . . work_xrosz555njd4jf3375ostnmdmm 472 1 . . . work_xrosz555njd4jf3375ostnmdmm 473 1 . . . work_xrosz555njd4jf3375ostnmdmm 474 1 . . . work_xrosz555njd4jf3375ostnmdmm 475 1 . . . work_xrosz555njd4jf3375ostnmdmm 476 1 . . . work_xrosz555njd4jf3375ostnmdmm 477 1 . . . work_xrosz555njd4jf3375ostnmdmm 478 1 . . . work_xrosz555njd4jf3375ostnmdmm 479 1 . . . work_xrosz555njd4jf3375ostnmdmm 480 1 . . . work_xrosz555njd4jf3375ostnmdmm 481 1 . . . work_xrosz555njd4jf3375ostnmdmm 482 1 . . . work_xrosz555njd4jf3375ostnmdmm 483 1 . . . work_xrosz555njd4jf3375ostnmdmm 484 1 . . . work_xrosz555njd4jf3375ostnmdmm 485 1 . . . work_xrosz555njd4jf3375ostnmdmm 486 1 . . . work_xrosz555njd4jf3375ostnmdmm 487 1 . . . work_xrosz555njd4jf3375ostnmdmm 488 1 . . . work_xrosz555njd4jf3375ostnmdmm 489 1 . . . work_xrosz555njd4jf3375ostnmdmm 490 1 . . . work_xrosz555njd4jf3375ostnmdmm 491 1 . . . work_xrosz555njd4jf3375ostnmdmm 492 1 . . . work_xrosz555njd4jf3375ostnmdmm 493 1 . . . work_xrosz555njd4jf3375ostnmdmm 494 1 . . . work_xrosz555njd4jf3375ostnmdmm 495 1 . . . work_xrosz555njd4jf3375ostnmdmm 496 1 . . . work_xrosz555njd4jf3375ostnmdmm 497 1 . . . work_xrosz555njd4jf3375ostnmdmm 498 1 . . . work_xrosz555njd4jf3375ostnmdmm 499 1 14 14 CD work_xrosz555njd4jf3375ostnmdmm 499 2 4 4 CD work_xrosz555njd4jf3375ostnmdmm 499 3 . . . work_xrosz555njd4jf3375ostnmdmm 500 1 SYSTEM SYSTEM NNP work_xrosz555njd4jf3375ostnmdmm 500 2 OVERVIEW OVERVIEW NNP work_xrosz555njd4jf3375ostnmdmm 500 3 . . . work_xrosz555njd4jf3375ostnmdmm 501 1 . . . work_xrosz555njd4jf3375ostnmdmm 502 1 . . . work_xrosz555njd4jf3375ostnmdmm 503 1 . . . work_xrosz555njd4jf3375ostnmdmm 504 1 . . . work_xrosz555njd4jf3375ostnmdmm 505 1 . . . work_xrosz555njd4jf3375ostnmdmm 506 1 . . . work_xrosz555njd4jf3375ostnmdmm 507 1 . . . work_xrosz555njd4jf3375ostnmdmm 508 1 . . . work_xrosz555njd4jf3375ostnmdmm 509 1 . . . work_xrosz555njd4jf3375ostnmdmm 510 1 . . . work_xrosz555njd4jf3375ostnmdmm 511 1 . . . work_xrosz555njd4jf3375ostnmdmm 512 1 . . . work_xrosz555njd4jf3375ostnmdmm 513 1 . . . work_xrosz555njd4jf3375ostnmdmm 514 1 . . . work_xrosz555njd4jf3375ostnmdmm 515 1 . . . work_xrosz555njd4jf3375ostnmdmm 516 1 . . . work_xrosz555njd4jf3375ostnmdmm 517 1 . . . work_xrosz555njd4jf3375ostnmdmm 518 1 . . . work_xrosz555njd4jf3375ostnmdmm 519 1 . . . work_xrosz555njd4jf3375ostnmdmm 520 1 . . . work_xrosz555njd4jf3375ostnmdmm 521 1 . . . work_xrosz555njd4jf3375ostnmdmm 522 1 . . . work_xrosz555njd4jf3375ostnmdmm 523 1 . . . work_xrosz555njd4jf3375ostnmdmm 524 1 . . . work_xrosz555njd4jf3375ostnmdmm 525 1 . . . work_xrosz555njd4jf3375ostnmdmm 526 1 . . . work_xrosz555njd4jf3375ostnmdmm 527 1 . . . work_xrosz555njd4jf3375ostnmdmm 528 1 . . . work_xrosz555njd4jf3375ostnmdmm 529 1 16 16 CD work_xrosz555njd4jf3375ostnmdmm 529 2 4.1 4.1 CD work_xrosz555njd4jf3375ostnmdmm 529 3 System System NNP work_xrosz555njd4jf3375ostnmdmm 529 4 Overview Overview NNP work_xrosz555njd4jf3375ostnmdmm 529 5 . . . work_xrosz555njd4jf3375ostnmdmm 530 1 . . . work_xrosz555njd4jf3375ostnmdmm 531 1 . . . work_xrosz555njd4jf3375ostnmdmm 532 1 . . . work_xrosz555njd4jf3375ostnmdmm 533 1 . . . work_xrosz555njd4jf3375ostnmdmm 534 1 . . . work_xrosz555njd4jf3375ostnmdmm 535 1 . . . work_xrosz555njd4jf3375ostnmdmm 536 1 . . . work_xrosz555njd4jf3375ostnmdmm 537 1 . . . work_xrosz555njd4jf3375ostnmdmm 538 1 . . . work_xrosz555njd4jf3375ostnmdmm 539 1 . . . work_xrosz555njd4jf3375ostnmdmm 540 1 . . . work_xrosz555njd4jf3375ostnmdmm 541 1 . . . work_xrosz555njd4jf3375ostnmdmm 542 1 . . . work_xrosz555njd4jf3375ostnmdmm 543 1 . . . work_xrosz555njd4jf3375ostnmdmm 544 1 . . . work_xrosz555njd4jf3375ostnmdmm 545 1 . . . work_xrosz555njd4jf3375ostnmdmm 546 1 . . . work_xrosz555njd4jf3375ostnmdmm 547 1 . . . work_xrosz555njd4jf3375ostnmdmm 548 1 . . . work_xrosz555njd4jf3375ostnmdmm 549 1 . . . work_xrosz555njd4jf3375ostnmdmm 550 1 . . . work_xrosz555njd4jf3375ostnmdmm 551 1 . . . work_xrosz555njd4jf3375ostnmdmm 552 1 . . . work_xrosz555njd4jf3375ostnmdmm 553 1 . . . work_xrosz555njd4jf3375ostnmdmm 554 1 . . . work_xrosz555njd4jf3375ostnmdmm 555 1 . . . work_xrosz555njd4jf3375ostnmdmm 556 1 . . . work_xrosz555njd4jf3375ostnmdmm 557 1 . . . work_xrosz555njd4jf3375ostnmdmm 558 1 16 16 CD work_xrosz555njd4jf3375ostnmdmm 558 2 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 558 3 System system NN work_xrosz555njd4jf3375ostnmdmm 558 4 Architecture Architecture NNP work_xrosz555njd4jf3375ostnmdmm 558 5 . . . work_xrosz555njd4jf3375ostnmdmm 559 1 . . . work_xrosz555njd4jf3375ostnmdmm 560 1 . . . work_xrosz555njd4jf3375ostnmdmm 561 1 . . . work_xrosz555njd4jf3375ostnmdmm 562 1 . . . work_xrosz555njd4jf3375ostnmdmm 563 1 . . . work_xrosz555njd4jf3375ostnmdmm 564 1 . . . work_xrosz555njd4jf3375ostnmdmm 565 1 . . . work_xrosz555njd4jf3375ostnmdmm 566 1 . . . work_xrosz555njd4jf3375ostnmdmm 567 1 . . . work_xrosz555njd4jf3375ostnmdmm 568 1 . . . work_xrosz555njd4jf3375ostnmdmm 569 1 . . . work_xrosz555njd4jf3375ostnmdmm 570 1 . . . work_xrosz555njd4jf3375ostnmdmm 571 1 . . . work_xrosz555njd4jf3375ostnmdmm 572 1 . . . work_xrosz555njd4jf3375ostnmdmm 573 1 . . . work_xrosz555njd4jf3375ostnmdmm 574 1 . . . work_xrosz555njd4jf3375ostnmdmm 575 1 . . . work_xrosz555njd4jf3375ostnmdmm 576 1 . . . work_xrosz555njd4jf3375ostnmdmm 577 1 . . . work_xrosz555njd4jf3375ostnmdmm 578 1 . . . work_xrosz555njd4jf3375ostnmdmm 579 1 . . . work_xrosz555njd4jf3375ostnmdmm 580 1 . . . work_xrosz555njd4jf3375ostnmdmm 581 1 . . . work_xrosz555njd4jf3375ostnmdmm 582 1 . . . work_xrosz555njd4jf3375ostnmdmm 583 1 . . . work_xrosz555njd4jf3375ostnmdmm 584 1 . . . work_xrosz555njd4jf3375ostnmdmm 585 1 16 16 CD work_xrosz555njd4jf3375ostnmdmm 585 2 4.3 4.3 CD work_xrosz555njd4jf3375ostnmdmm 585 3 Text Text NNP work_xrosz555njd4jf3375ostnmdmm 585 4 Processing Processing NNP work_xrosz555njd4jf3375ostnmdmm 585 5 Stages Stages NNPS work_xrosz555njd4jf3375ostnmdmm 585 6 . . . work_xrosz555njd4jf3375ostnmdmm 586 1 . . . work_xrosz555njd4jf3375ostnmdmm 587 1 . . . work_xrosz555njd4jf3375ostnmdmm 588 1 . . . work_xrosz555njd4jf3375ostnmdmm 589 1 . . . work_xrosz555njd4jf3375ostnmdmm 590 1 . . . work_xrosz555njd4jf3375ostnmdmm 591 1 . . . work_xrosz555njd4jf3375ostnmdmm 592 1 . . . work_xrosz555njd4jf3375ostnmdmm 593 1 . . . work_xrosz555njd4jf3375ostnmdmm 594 1 . . . work_xrosz555njd4jf3375ostnmdmm 595 1 . . . work_xrosz555njd4jf3375ostnmdmm 596 1 . . . work_xrosz555njd4jf3375ostnmdmm 597 1 . . . work_xrosz555njd4jf3375ostnmdmm 598 1 . . . work_xrosz555njd4jf3375ostnmdmm 599 1 . . . work_xrosz555njd4jf3375ostnmdmm 600 1 . . . work_xrosz555njd4jf3375ostnmdmm 601 1 . . . work_xrosz555njd4jf3375ostnmdmm 602 1 . . . work_xrosz555njd4jf3375ostnmdmm 603 1 . . . work_xrosz555njd4jf3375ostnmdmm 604 1 . . . work_xrosz555njd4jf3375ostnmdmm 605 1 . . . work_xrosz555njd4jf3375ostnmdmm 606 1 . . . work_xrosz555njd4jf3375ostnmdmm 607 1 . . . work_xrosz555njd4jf3375ostnmdmm 608 1 . . . work_xrosz555njd4jf3375ostnmdmm 609 1 . . . work_xrosz555njd4jf3375ostnmdmm 610 1 . . . work_xrosz555njd4jf3375ostnmdmm 611 1 17 17 CD work_xrosz555njd4jf3375ostnmdmm 611 2 4.4 4.4 CD work_xrosz555njd4jf3375ostnmdmm 611 3 System system NN work_xrosz555njd4jf3375ostnmdmm 611 4 Implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 611 5 . . . work_xrosz555njd4jf3375ostnmdmm 612 1 . . . work_xrosz555njd4jf3375ostnmdmm 613 1 . . . work_xrosz555njd4jf3375ostnmdmm 614 1 . . . work_xrosz555njd4jf3375ostnmdmm 615 1 . . . work_xrosz555njd4jf3375ostnmdmm 616 1 . . . work_xrosz555njd4jf3375ostnmdmm 617 1 . . . work_xrosz555njd4jf3375ostnmdmm 618 1 . . . work_xrosz555njd4jf3375ostnmdmm 619 1 . . . work_xrosz555njd4jf3375ostnmdmm 620 1 . . . work_xrosz555njd4jf3375ostnmdmm 621 1 . . . work_xrosz555njd4jf3375ostnmdmm 622 1 . . . work_xrosz555njd4jf3375ostnmdmm 623 1 . . . work_xrosz555njd4jf3375ostnmdmm 624 1 . . . work_xrosz555njd4jf3375ostnmdmm 625 1 . . . work_xrosz555njd4jf3375ostnmdmm 626 1 . . . work_xrosz555njd4jf3375ostnmdmm 627 1 . . . work_xrosz555njd4jf3375ostnmdmm 628 1 . . . work_xrosz555njd4jf3375ostnmdmm 629 1 . . . work_xrosz555njd4jf3375ostnmdmm 630 1 . . . work_xrosz555njd4jf3375ostnmdmm 631 1 . . . work_xrosz555njd4jf3375ostnmdmm 632 1 . . . work_xrosz555njd4jf3375ostnmdmm 633 1 . . . work_xrosz555njd4jf3375ostnmdmm 634 1 . . . work_xrosz555njd4jf3375ostnmdmm 635 1 . . . work_xrosz555njd4jf3375ostnmdmm 636 1 . . . work_xrosz555njd4jf3375ostnmdmm 637 1 20 20 CD work_xrosz555njd4jf3375ostnmdmm 637 2 4.5 4.5 CD work_xrosz555njd4jf3375ostnmdmm 637 3 System system NN work_xrosz555njd4jf3375ostnmdmm 637 4 Interface Interface NNP work_xrosz555njd4jf3375ostnmdmm 637 5 . . . work_xrosz555njd4jf3375ostnmdmm 638 1 . . . work_xrosz555njd4jf3375ostnmdmm 639 1 . . . work_xrosz555njd4jf3375ostnmdmm 640 1 . . . work_xrosz555njd4jf3375ostnmdmm 641 1 . . . work_xrosz555njd4jf3375ostnmdmm 642 1 . . . work_xrosz555njd4jf3375ostnmdmm 643 1 . . . work_xrosz555njd4jf3375ostnmdmm 644 1 . . . work_xrosz555njd4jf3375ostnmdmm 645 1 . . . work_xrosz555njd4jf3375ostnmdmm 646 1 . . . work_xrosz555njd4jf3375ostnmdmm 647 1 . . . work_xrosz555njd4jf3375ostnmdmm 648 1 . . . work_xrosz555njd4jf3375ostnmdmm 649 1 . . . work_xrosz555njd4jf3375ostnmdmm 650 1 . . . work_xrosz555njd4jf3375ostnmdmm 651 1 . . . work_xrosz555njd4jf3375ostnmdmm 652 1 . . . work_xrosz555njd4jf3375ostnmdmm 653 1 . . . work_xrosz555njd4jf3375ostnmdmm 654 1 . . . work_xrosz555njd4jf3375ostnmdmm 655 1 . . . work_xrosz555njd4jf3375ostnmdmm 656 1 . . . work_xrosz555njd4jf3375ostnmdmm 657 1 . . . work_xrosz555njd4jf3375ostnmdmm 658 1 . . . work_xrosz555njd4jf3375ostnmdmm 659 1 . . . work_xrosz555njd4jf3375ostnmdmm 660 1 . . . work_xrosz555njd4jf3375ostnmdmm 661 1 . . . work_xrosz555njd4jf3375ostnmdmm 662 1 . . . work_xrosz555njd4jf3375ostnmdmm 663 1 . . . work_xrosz555njd4jf3375ostnmdmm 664 1 . . . work_xrosz555njd4jf3375ostnmdmm 665 1 . . . work_xrosz555njd4jf3375ostnmdmm 666 1 20 20 CD work_xrosz555njd4jf3375ostnmdmm 666 2 5 5 CD work_xrosz555njd4jf3375ostnmdmm 666 3 . . . work_xrosz555njd4jf3375ostnmdmm 667 1 INFORMATION INFORMATION NNP work_xrosz555njd4jf3375ostnmdmm 667 2 EXTRACTION extraction NN work_xrosz555njd4jf3375ostnmdmm 667 3 . . . work_xrosz555njd4jf3375ostnmdmm 668 1 . . . work_xrosz555njd4jf3375ostnmdmm 669 1 . . . work_xrosz555njd4jf3375ostnmdmm 670 1 . . . work_xrosz555njd4jf3375ostnmdmm 671 1 . . . work_xrosz555njd4jf3375ostnmdmm 672 1 . . . work_xrosz555njd4jf3375ostnmdmm 673 1 . . . work_xrosz555njd4jf3375ostnmdmm 674 1 . . . work_xrosz555njd4jf3375ostnmdmm 675 1 . . . work_xrosz555njd4jf3375ostnmdmm 676 1 . . . work_xrosz555njd4jf3375ostnmdmm 677 1 . . . work_xrosz555njd4jf3375ostnmdmm 678 1 . . . work_xrosz555njd4jf3375ostnmdmm 679 1 . . . work_xrosz555njd4jf3375ostnmdmm 680 1 . . . work_xrosz555njd4jf3375ostnmdmm 681 1 . . . work_xrosz555njd4jf3375ostnmdmm 682 1 . . . work_xrosz555njd4jf3375ostnmdmm 683 1 . . . work_xrosz555njd4jf3375ostnmdmm 684 1 . . . work_xrosz555njd4jf3375ostnmdmm 685 1 . . . work_xrosz555njd4jf3375ostnmdmm 686 1 . . . work_xrosz555njd4jf3375ostnmdmm 687 1 . . . work_xrosz555njd4jf3375ostnmdmm 688 1 . . . work_xrosz555njd4jf3375ostnmdmm 689 1 . . . work_xrosz555njd4jf3375ostnmdmm 690 1 23 23 CD work_xrosz555njd4jf3375ostnmdmm 690 2 iv iv CD work_xrosz555njd4jf3375ostnmdmm 690 3 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 690 4 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 690 5 Labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 690 6 . . . work_xrosz555njd4jf3375ostnmdmm 691 1 . . . work_xrosz555njd4jf3375ostnmdmm 692 1 . . . work_xrosz555njd4jf3375ostnmdmm 693 1 . . . work_xrosz555njd4jf3375ostnmdmm 694 1 . . . work_xrosz555njd4jf3375ostnmdmm 695 1 . . . work_xrosz555njd4jf3375ostnmdmm 696 1 . . . work_xrosz555njd4jf3375ostnmdmm 697 1 . . . work_xrosz555njd4jf3375ostnmdmm 698 1 . . . work_xrosz555njd4jf3375ostnmdmm 699 1 . . . work_xrosz555njd4jf3375ostnmdmm 700 1 . . . work_xrosz555njd4jf3375ostnmdmm 701 1 . . . work_xrosz555njd4jf3375ostnmdmm 702 1 . . . work_xrosz555njd4jf3375ostnmdmm 703 1 . . . work_xrosz555njd4jf3375ostnmdmm 704 1 . . . work_xrosz555njd4jf3375ostnmdmm 705 1 . . . work_xrosz555njd4jf3375ostnmdmm 706 1 . . . work_xrosz555njd4jf3375ostnmdmm 707 1 . . . work_xrosz555njd4jf3375ostnmdmm 708 1 . . . work_xrosz555njd4jf3375ostnmdmm 709 1 . . . work_xrosz555njd4jf3375ostnmdmm 710 1 . . . work_xrosz555njd4jf3375ostnmdmm 711 1 . . . work_xrosz555njd4jf3375ostnmdmm 712 1 . . . work_xrosz555njd4jf3375ostnmdmm 713 1 . . . work_xrosz555njd4jf3375ostnmdmm 714 1 . . . work_xrosz555njd4jf3375ostnmdmm 715 1 . . . work_xrosz555njd4jf3375ostnmdmm 716 1 . . . work_xrosz555njd4jf3375ostnmdmm 717 1 . . . work_xrosz555njd4jf3375ostnmdmm 718 1 23 23 CD work_xrosz555njd4jf3375ostnmdmm 718 2 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 718 3 Patterns Patterns NNPS work_xrosz555njd4jf3375ostnmdmm 718 4 for for IN work_xrosz555njd4jf3375ostnmdmm 718 5 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 718 6 . . . work_xrosz555njd4jf3375ostnmdmm 719 1 . . . work_xrosz555njd4jf3375ostnmdmm 720 1 . . . work_xrosz555njd4jf3375ostnmdmm 721 1 . . . work_xrosz555njd4jf3375ostnmdmm 722 1 . . . work_xrosz555njd4jf3375ostnmdmm 723 1 . . . work_xrosz555njd4jf3375ostnmdmm 724 1 . . . work_xrosz555njd4jf3375ostnmdmm 725 1 . . . work_xrosz555njd4jf3375ostnmdmm 726 1 . . . work_xrosz555njd4jf3375ostnmdmm 727 1 . . . work_xrosz555njd4jf3375ostnmdmm 728 1 . . . work_xrosz555njd4jf3375ostnmdmm 729 1 . . . work_xrosz555njd4jf3375ostnmdmm 730 1 . . . work_xrosz555njd4jf3375ostnmdmm 731 1 . . . work_xrosz555njd4jf3375ostnmdmm 732 1 . . . work_xrosz555njd4jf3375ostnmdmm 733 1 . . . work_xrosz555njd4jf3375ostnmdmm 734 1 . . . work_xrosz555njd4jf3375ostnmdmm 735 1 . . . work_xrosz555njd4jf3375ostnmdmm 736 1 . . . work_xrosz555njd4jf3375ostnmdmm 737 1 . . . work_xrosz555njd4jf3375ostnmdmm 738 1 . . . work_xrosz555njd4jf3375ostnmdmm 739 1 . . . work_xrosz555njd4jf3375ostnmdmm 740 1 . . . work_xrosz555njd4jf3375ostnmdmm 741 1 . . . work_xrosz555njd4jf3375ostnmdmm 742 1 . . . work_xrosz555njd4jf3375ostnmdmm 743 1 . . . work_xrosz555njd4jf3375ostnmdmm 744 1 26 26 CD work_xrosz555njd4jf3375ostnmdmm 744 2 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 744 3 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 744 4 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 744 5 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 744 6 . . . work_xrosz555njd4jf3375ostnmdmm 745 1 . . . work_xrosz555njd4jf3375ostnmdmm 746 1 . . . work_xrosz555njd4jf3375ostnmdmm 747 1 . . . work_xrosz555njd4jf3375ostnmdmm 748 1 . . . work_xrosz555njd4jf3375ostnmdmm 749 1 . . . work_xrosz555njd4jf3375ostnmdmm 750 1 . . . work_xrosz555njd4jf3375ostnmdmm 751 1 . . . work_xrosz555njd4jf3375ostnmdmm 752 1 . . . work_xrosz555njd4jf3375ostnmdmm 753 1 . . . work_xrosz555njd4jf3375ostnmdmm 754 1 . . . work_xrosz555njd4jf3375ostnmdmm 755 1 . . . work_xrosz555njd4jf3375ostnmdmm 756 1 . . . work_xrosz555njd4jf3375ostnmdmm 757 1 . . . work_xrosz555njd4jf3375ostnmdmm 758 1 . . . work_xrosz555njd4jf3375ostnmdmm 759 1 . . . work_xrosz555njd4jf3375ostnmdmm 760 1 . . . work_xrosz555njd4jf3375ostnmdmm 761 1 . . . work_xrosz555njd4jf3375ostnmdmm 762 1 . . . work_xrosz555njd4jf3375ostnmdmm 763 1 . . . work_xrosz555njd4jf3375ostnmdmm 764 1 . . . work_xrosz555njd4jf3375ostnmdmm 765 1 . . . work_xrosz555njd4jf3375ostnmdmm 766 1 . . . work_xrosz555njd4jf3375ostnmdmm 767 1 . . . work_xrosz555njd4jf3375ostnmdmm 768 1 27 27 CD work_xrosz555njd4jf3375ostnmdmm 768 2 5.3.1 5.3.1 CD work_xrosz555njd4jf3375ostnmdmm 768 3 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 768 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 768 5 State State NNP work_xrosz555njd4jf3375ostnmdmm 768 6 Transducer Transducer NNP work_xrosz555njd4jf3375ostnmdmm 768 7 . . . work_xrosz555njd4jf3375ostnmdmm 769 1 . . . work_xrosz555njd4jf3375ostnmdmm 770 1 . . . work_xrosz555njd4jf3375ostnmdmm 771 1 . . . work_xrosz555njd4jf3375ostnmdmm 772 1 . . . work_xrosz555njd4jf3375ostnmdmm 773 1 . . . work_xrosz555njd4jf3375ostnmdmm 774 1 . . . work_xrosz555njd4jf3375ostnmdmm 775 1 . . . work_xrosz555njd4jf3375ostnmdmm 776 1 . . . work_xrosz555njd4jf3375ostnmdmm 777 1 . . . work_xrosz555njd4jf3375ostnmdmm 778 1 . . . work_xrosz555njd4jf3375ostnmdmm 779 1 . . . work_xrosz555njd4jf3375ostnmdmm 780 1 . . . work_xrosz555njd4jf3375ostnmdmm 781 1 . . . work_xrosz555njd4jf3375ostnmdmm 782 1 . . . work_xrosz555njd4jf3375ostnmdmm 783 1 . . . work_xrosz555njd4jf3375ostnmdmm 784 1 . . . work_xrosz555njd4jf3375ostnmdmm 785 1 . . . work_xrosz555njd4jf3375ostnmdmm 786 1 . . . work_xrosz555njd4jf3375ostnmdmm 787 1 . . . work_xrosz555njd4jf3375ostnmdmm 788 1 . . . work_xrosz555njd4jf3375ostnmdmm 789 1 27 27 CD work_xrosz555njd4jf3375ostnmdmm 789 2 5.3.2 5.3.2 CD work_xrosz555njd4jf3375ostnmdmm 789 3 Matchers Matchers NNPS work_xrosz555njd4jf3375ostnmdmm 789 4 in in IN work_xrosz555njd4jf3375ostnmdmm 789 5 the the DT work_xrosz555njd4jf3375ostnmdmm 789 6 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 789 7 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 789 8 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 789 9 . . . work_xrosz555njd4jf3375ostnmdmm 790 1 . . . work_xrosz555njd4jf3375ostnmdmm 791 1 . . . work_xrosz555njd4jf3375ostnmdmm 792 1 . . . work_xrosz555njd4jf3375ostnmdmm 793 1 . . . work_xrosz555njd4jf3375ostnmdmm 794 1 . . . work_xrosz555njd4jf3375ostnmdmm 795 1 . . . work_xrosz555njd4jf3375ostnmdmm 796 1 . . . work_xrosz555njd4jf3375ostnmdmm 797 1 . . . work_xrosz555njd4jf3375ostnmdmm 798 1 . . . work_xrosz555njd4jf3375ostnmdmm 799 1 . . . work_xrosz555njd4jf3375ostnmdmm 800 1 29 29 CD work_xrosz555njd4jf3375ostnmdmm 800 2 5.3.3 5.3.3 CD work_xrosz555njd4jf3375ostnmdmm 800 3 Implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 800 4 of of IN work_xrosz555njd4jf3375ostnmdmm 800 5 the the DT work_xrosz555njd4jf3375ostnmdmm 800 6 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 800 7 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 800 8 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 800 9 . . . work_xrosz555njd4jf3375ostnmdmm 801 1 . . . work_xrosz555njd4jf3375ostnmdmm 802 1 . . . work_xrosz555njd4jf3375ostnmdmm 803 1 . . . work_xrosz555njd4jf3375ostnmdmm 804 1 . . . work_xrosz555njd4jf3375ostnmdmm 805 1 . . . work_xrosz555njd4jf3375ostnmdmm 806 1 . . . work_xrosz555njd4jf3375ostnmdmm 807 1 32 32 CD work_xrosz555njd4jf3375ostnmdmm 807 2 6 6 CD work_xrosz555njd4jf3375ostnmdmm 807 3 . . . work_xrosz555njd4jf3375ostnmdmm 808 1 MODEL model NN work_xrosz555njd4jf3375ostnmdmm 808 2 SIMILARITY similarity JJ work_xrosz555njd4jf3375ostnmdmm 808 3 . . . work_xrosz555njd4jf3375ostnmdmm 809 1 . . . work_xrosz555njd4jf3375ostnmdmm 810 1 . . . work_xrosz555njd4jf3375ostnmdmm 811 1 . . . work_xrosz555njd4jf3375ostnmdmm 812 1 . . . work_xrosz555njd4jf3375ostnmdmm 813 1 . . . work_xrosz555njd4jf3375ostnmdmm 814 1 . . . work_xrosz555njd4jf3375ostnmdmm 815 1 . . . work_xrosz555njd4jf3375ostnmdmm 816 1 . . . work_xrosz555njd4jf3375ostnmdmm 817 1 . . . work_xrosz555njd4jf3375ostnmdmm 818 1 . . . work_xrosz555njd4jf3375ostnmdmm 819 1 . . . work_xrosz555njd4jf3375ostnmdmm 820 1 . . . work_xrosz555njd4jf3375ostnmdmm 821 1 . . . work_xrosz555njd4jf3375ostnmdmm 822 1 . . . work_xrosz555njd4jf3375ostnmdmm 823 1 . . . work_xrosz555njd4jf3375ostnmdmm 824 1 . . . work_xrosz555njd4jf3375ostnmdmm 825 1 . . . work_xrosz555njd4jf3375ostnmdmm 826 1 . . . work_xrosz555njd4jf3375ostnmdmm 827 1 . . . work_xrosz555njd4jf3375ostnmdmm 828 1 . . . work_xrosz555njd4jf3375ostnmdmm 829 1 . . . work_xrosz555njd4jf3375ostnmdmm 830 1 . . . work_xrosz555njd4jf3375ostnmdmm 831 1 . . . work_xrosz555njd4jf3375ostnmdmm 832 1 . . . work_xrosz555njd4jf3375ostnmdmm 833 1 . . . work_xrosz555njd4jf3375ostnmdmm 834 1 . . . work_xrosz555njd4jf3375ostnmdmm 835 1 . . . work_xrosz555njd4jf3375ostnmdmm 836 1 . . . work_xrosz555njd4jf3375ostnmdmm 837 1 37 37 CD work_xrosz555njd4jf3375ostnmdmm 837 2 6.1 6.1 CD work_xrosz555njd4jf3375ostnmdmm 837 3 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 837 4 of of IN work_xrosz555njd4jf3375ostnmdmm 837 5 Major Major NNP work_xrosz555njd4jf3375ostnmdmm 837 6 and and CC work_xrosz555njd4jf3375ostnmdmm 837 7 Academic Academic NNP work_xrosz555njd4jf3375ostnmdmm 837 8 Degree Degree NNP work_xrosz555njd4jf3375ostnmdmm 837 9 . . . work_xrosz555njd4jf3375ostnmdmm 838 1 . . . work_xrosz555njd4jf3375ostnmdmm 839 1 . . . work_xrosz555njd4jf3375ostnmdmm 840 1 . . . work_xrosz555njd4jf3375ostnmdmm 841 1 . . . work_xrosz555njd4jf3375ostnmdmm 842 1 . . . work_xrosz555njd4jf3375ostnmdmm 843 1 . . . work_xrosz555njd4jf3375ostnmdmm 844 1 . . . work_xrosz555njd4jf3375ostnmdmm 845 1 . . . work_xrosz555njd4jf3375ostnmdmm 846 1 . . . work_xrosz555njd4jf3375ostnmdmm 847 1 . . . work_xrosz555njd4jf3375ostnmdmm 848 1 . . . work_xrosz555njd4jf3375ostnmdmm 849 1 . . . work_xrosz555njd4jf3375ostnmdmm 850 1 . . . work_xrosz555njd4jf3375ostnmdmm 851 1 . . . work_xrosz555njd4jf3375ostnmdmm 852 1 . . . work_xrosz555njd4jf3375ostnmdmm 853 1 37 37 CD work_xrosz555njd4jf3375ostnmdmm 853 2 6.2 6.2 CD work_xrosz555njd4jf3375ostnmdmm 853 3 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 853 4 of of IN work_xrosz555njd4jf3375ostnmdmm 853 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 853 6 Title Title NNP work_xrosz555njd4jf3375ostnmdmm 853 7 . . . work_xrosz555njd4jf3375ostnmdmm 854 1 . . . work_xrosz555njd4jf3375ostnmdmm 855 1 . . . work_xrosz555njd4jf3375ostnmdmm 856 1 . . . work_xrosz555njd4jf3375ostnmdmm 857 1 . . . work_xrosz555njd4jf3375ostnmdmm 858 1 . . . work_xrosz555njd4jf3375ostnmdmm 859 1 . . . work_xrosz555njd4jf3375ostnmdmm 860 1 . . . work_xrosz555njd4jf3375ostnmdmm 861 1 . . . work_xrosz555njd4jf3375ostnmdmm 862 1 . . . work_xrosz555njd4jf3375ostnmdmm 863 1 . . . work_xrosz555njd4jf3375ostnmdmm 864 1 . . . work_xrosz555njd4jf3375ostnmdmm 865 1 . . . work_xrosz555njd4jf3375ostnmdmm 866 1 . . . work_xrosz555njd4jf3375ostnmdmm 867 1 . . . work_xrosz555njd4jf3375ostnmdmm 868 1 . . . work_xrosz555njd4jf3375ostnmdmm 869 1 . . . work_xrosz555njd4jf3375ostnmdmm 870 1 . . . work_xrosz555njd4jf3375ostnmdmm 871 1 . . . work_xrosz555njd4jf3375ostnmdmm 872 1 . . . work_xrosz555njd4jf3375ostnmdmm 873 1 . . . work_xrosz555njd4jf3375ostnmdmm 874 1 . . . work_xrosz555njd4jf3375ostnmdmm 875 1 . . . work_xrosz555njd4jf3375ostnmdmm 876 1 . . . work_xrosz555njd4jf3375ostnmdmm 877 1 . . . work_xrosz555njd4jf3375ostnmdmm 878 1 . . . work_xrosz555njd4jf3375ostnmdmm 879 1 38 38 CD work_xrosz555njd4jf3375ostnmdmm 879 2 6.3 6.3 CD work_xrosz555njd4jf3375ostnmdmm 879 3 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 879 4 of of IN work_xrosz555njd4jf3375ostnmdmm 879 5 Skills Skills NNPS work_xrosz555njd4jf3375ostnmdmm 879 6 . . . work_xrosz555njd4jf3375ostnmdmm 880 1 . . . work_xrosz555njd4jf3375ostnmdmm 881 1 . . . work_xrosz555njd4jf3375ostnmdmm 882 1 . . . work_xrosz555njd4jf3375ostnmdmm 883 1 . . . work_xrosz555njd4jf3375ostnmdmm 884 1 . . . work_xrosz555njd4jf3375ostnmdmm 885 1 . . . work_xrosz555njd4jf3375ostnmdmm 886 1 . . . work_xrosz555njd4jf3375ostnmdmm 887 1 . . . work_xrosz555njd4jf3375ostnmdmm 888 1 . . . work_xrosz555njd4jf3375ostnmdmm 889 1 . . . work_xrosz555njd4jf3375ostnmdmm 890 1 . . . work_xrosz555njd4jf3375ostnmdmm 891 1 . . . work_xrosz555njd4jf3375ostnmdmm 892 1 . . . work_xrosz555njd4jf3375ostnmdmm 893 1 . . . work_xrosz555njd4jf3375ostnmdmm 894 1 . . . work_xrosz555njd4jf3375ostnmdmm 895 1 . . . work_xrosz555njd4jf3375ostnmdmm 896 1 . . . work_xrosz555njd4jf3375ostnmdmm 897 1 . . . work_xrosz555njd4jf3375ostnmdmm 898 1 . . . work_xrosz555njd4jf3375ostnmdmm 899 1 . . . work_xrosz555njd4jf3375ostnmdmm 900 1 . . . work_xrosz555njd4jf3375ostnmdmm 901 1 . . . work_xrosz555njd4jf3375ostnmdmm 902 1 . . . work_xrosz555njd4jf3375ostnmdmm 903 1 . . . work_xrosz555njd4jf3375ostnmdmm 904 1 . . . work_xrosz555njd4jf3375ostnmdmm 905 1 . . . work_xrosz555njd4jf3375ostnmdmm 906 1 . . . work_xrosz555njd4jf3375ostnmdmm 907 1 39 39 CD work_xrosz555njd4jf3375ostnmdmm 907 2 7 7 CD work_xrosz555njd4jf3375ostnmdmm 907 3 . . . work_xrosz555njd4jf3375ostnmdmm 908 1 ONTOLOGY ONTOLOGY NNP work_xrosz555njd4jf3375ostnmdmm 908 2 CONSTRUCTION construction NN work_xrosz555njd4jf3375ostnmdmm 908 3 AND and CC work_xrosz555njd4jf3375ostnmdmm 908 4 SIMILARITY SIMILARITY NNP work_xrosz555njd4jf3375ostnmdmm 908 5 . . . work_xrosz555njd4jf3375ostnmdmm 909 1 . . . work_xrosz555njd4jf3375ostnmdmm 910 1 . . . work_xrosz555njd4jf3375ostnmdmm 911 1 . . . work_xrosz555njd4jf3375ostnmdmm 912 1 . . . work_xrosz555njd4jf3375ostnmdmm 913 1 . . . work_xrosz555njd4jf3375ostnmdmm 914 1 . . . work_xrosz555njd4jf3375ostnmdmm 915 1 . . . work_xrosz555njd4jf3375ostnmdmm 916 1 . . . work_xrosz555njd4jf3375ostnmdmm 917 1 . . . work_xrosz555njd4jf3375ostnmdmm 918 1 . . . work_xrosz555njd4jf3375ostnmdmm 919 1 . . . work_xrosz555njd4jf3375ostnmdmm 920 1 40 40 CD work_xrosz555njd4jf3375ostnmdmm 920 2 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 920 3 Semantic Semantic NNP work_xrosz555njd4jf3375ostnmdmm 920 4 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 920 5 in in IN work_xrosz555njd4jf3375ostnmdmm 920 6 JRSs JRSs NNP work_xrosz555njd4jf3375ostnmdmm 920 7 . . . work_xrosz555njd4jf3375ostnmdmm 921 1 . . . work_xrosz555njd4jf3375ostnmdmm 922 1 . . . work_xrosz555njd4jf3375ostnmdmm 923 1 . . . work_xrosz555njd4jf3375ostnmdmm 924 1 . . . work_xrosz555njd4jf3375ostnmdmm 925 1 . . . work_xrosz555njd4jf3375ostnmdmm 926 1 . . . work_xrosz555njd4jf3375ostnmdmm 927 1 . . . work_xrosz555njd4jf3375ostnmdmm 928 1 . . . work_xrosz555njd4jf3375ostnmdmm 929 1 . . . work_xrosz555njd4jf3375ostnmdmm 930 1 . . . work_xrosz555njd4jf3375ostnmdmm 931 1 . . . work_xrosz555njd4jf3375ostnmdmm 932 1 . . . work_xrosz555njd4jf3375ostnmdmm 933 1 . . . work_xrosz555njd4jf3375ostnmdmm 934 1 . . . work_xrosz555njd4jf3375ostnmdmm 935 1 . . . work_xrosz555njd4jf3375ostnmdmm 936 1 . . . work_xrosz555njd4jf3375ostnmdmm 937 1 . . . work_xrosz555njd4jf3375ostnmdmm 938 1 . . . work_xrosz555njd4jf3375ostnmdmm 939 1 . . . work_xrosz555njd4jf3375ostnmdmm 940 1 . . . work_xrosz555njd4jf3375ostnmdmm 941 1 . . . work_xrosz555njd4jf3375ostnmdmm 942 1 . . . work_xrosz555njd4jf3375ostnmdmm 943 1 40 40 CD work_xrosz555njd4jf3375ostnmdmm 943 2 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 943 3 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 943 4 Construction construction NN work_xrosz555njd4jf3375ostnmdmm 943 5 . . . work_xrosz555njd4jf3375ostnmdmm 944 1 . . . work_xrosz555njd4jf3375ostnmdmm 945 1 . . . work_xrosz555njd4jf3375ostnmdmm 946 1 . . . work_xrosz555njd4jf3375ostnmdmm 947 1 . . . work_xrosz555njd4jf3375ostnmdmm 948 1 . . . work_xrosz555njd4jf3375ostnmdmm 949 1 . . . work_xrosz555njd4jf3375ostnmdmm 950 1 . . . work_xrosz555njd4jf3375ostnmdmm 951 1 . . . work_xrosz555njd4jf3375ostnmdmm 952 1 . . . work_xrosz555njd4jf3375ostnmdmm 953 1 . . . work_xrosz555njd4jf3375ostnmdmm 954 1 . . . work_xrosz555njd4jf3375ostnmdmm 955 1 . . . work_xrosz555njd4jf3375ostnmdmm 956 1 . . . work_xrosz555njd4jf3375ostnmdmm 957 1 . . . work_xrosz555njd4jf3375ostnmdmm 958 1 . . . work_xrosz555njd4jf3375ostnmdmm 959 1 . . . work_xrosz555njd4jf3375ostnmdmm 960 1 . . . work_xrosz555njd4jf3375ostnmdmm 961 1 . . . work_xrosz555njd4jf3375ostnmdmm 962 1 . . . work_xrosz555njd4jf3375ostnmdmm 963 1 . . . work_xrosz555njd4jf3375ostnmdmm 964 1 . . . work_xrosz555njd4jf3375ostnmdmm 965 1 . . . work_xrosz555njd4jf3375ostnmdmm 966 1 . . . work_xrosz555njd4jf3375ostnmdmm 967 1 . . . work_xrosz555njd4jf3375ostnmdmm 968 1 . . . work_xrosz555njd4jf3375ostnmdmm 969 1 41 41 CD work_xrosz555njd4jf3375ostnmdmm 969 2 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 969 3 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 969 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 969 5 Based base VBN work_xrosz555njd4jf3375ostnmdmm 969 6 Semantic Semantic NNP work_xrosz555njd4jf3375ostnmdmm 969 7 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 969 8 . . . work_xrosz555njd4jf3375ostnmdmm 970 1 . . . work_xrosz555njd4jf3375ostnmdmm 971 1 . . . work_xrosz555njd4jf3375ostnmdmm 972 1 . . . work_xrosz555njd4jf3375ostnmdmm 973 1 . . . work_xrosz555njd4jf3375ostnmdmm 974 1 . . . work_xrosz555njd4jf3375ostnmdmm 975 1 . . . work_xrosz555njd4jf3375ostnmdmm 976 1 . . . work_xrosz555njd4jf3375ostnmdmm 977 1 . . . work_xrosz555njd4jf3375ostnmdmm 978 1 . . . work_xrosz555njd4jf3375ostnmdmm 979 1 . . . work_xrosz555njd4jf3375ostnmdmm 980 1 . . . work_xrosz555njd4jf3375ostnmdmm 981 1 . . . work_xrosz555njd4jf3375ostnmdmm 982 1 . . . work_xrosz555njd4jf3375ostnmdmm 983 1 . . . work_xrosz555njd4jf3375ostnmdmm 984 1 . . . work_xrosz555njd4jf3375ostnmdmm 985 1 . . . work_xrosz555njd4jf3375ostnmdmm 986 1 . . . work_xrosz555njd4jf3375ostnmdmm 987 1 . . . work_xrosz555njd4jf3375ostnmdmm 988 1 44 44 CD work_xrosz555njd4jf3375ostnmdmm 988 2 7.3.1 7.3.1 CD work_xrosz555njd4jf3375ostnmdmm 988 3 Path Path NNP work_xrosz555njd4jf3375ostnmdmm 988 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 988 5 Based base VBN work_xrosz555njd4jf3375ostnmdmm 988 6 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 988 7 . . . work_xrosz555njd4jf3375ostnmdmm 989 1 . . . work_xrosz555njd4jf3375ostnmdmm 990 1 . . . work_xrosz555njd4jf3375ostnmdmm 991 1 . . . work_xrosz555njd4jf3375ostnmdmm 992 1 . . . work_xrosz555njd4jf3375ostnmdmm 993 1 . . . work_xrosz555njd4jf3375ostnmdmm 994 1 . . . work_xrosz555njd4jf3375ostnmdmm 995 1 . . . work_xrosz555njd4jf3375ostnmdmm 996 1 . . . work_xrosz555njd4jf3375ostnmdmm 997 1 . . . work_xrosz555njd4jf3375ostnmdmm 998 1 . . . work_xrosz555njd4jf3375ostnmdmm 999 1 . . . work_xrosz555njd4jf3375ostnmdmm 1000 1 . . . work_xrosz555njd4jf3375ostnmdmm 1001 1 . . . work_xrosz555njd4jf3375ostnmdmm 1002 1 . . . work_xrosz555njd4jf3375ostnmdmm 1003 1 . . . work_xrosz555njd4jf3375ostnmdmm 1004 1 . . . work_xrosz555njd4jf3375ostnmdmm 1005 1 . . . work_xrosz555njd4jf3375ostnmdmm 1006 1 . . . work_xrosz555njd4jf3375ostnmdmm 1007 1 . . . work_xrosz555njd4jf3375ostnmdmm 1008 1 . . . work_xrosz555njd4jf3375ostnmdmm 1009 1 46 46 CD work_xrosz555njd4jf3375ostnmdmm 1009 2 7.3.2 7.3.2 NNP work_xrosz555njd4jf3375ostnmdmm 1009 3 Feature Feature NNP work_xrosz555njd4jf3375ostnmdmm 1009 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 1009 5 Based base VBN work_xrosz555njd4jf3375ostnmdmm 1009 6 Measures measure NNS work_xrosz555njd4jf3375ostnmdmm 1009 7 . . . work_xrosz555njd4jf3375ostnmdmm 1010 1 . . . work_xrosz555njd4jf3375ostnmdmm 1011 1 . . . work_xrosz555njd4jf3375ostnmdmm 1012 1 . . . work_xrosz555njd4jf3375ostnmdmm 1013 1 . . . work_xrosz555njd4jf3375ostnmdmm 1014 1 . . . work_xrosz555njd4jf3375ostnmdmm 1015 1 . . . work_xrosz555njd4jf3375ostnmdmm 1016 1 . . . work_xrosz555njd4jf3375ostnmdmm 1017 1 . . . work_xrosz555njd4jf3375ostnmdmm 1018 1 . . . work_xrosz555njd4jf3375ostnmdmm 1019 1 . . . work_xrosz555njd4jf3375ostnmdmm 1020 1 . . . work_xrosz555njd4jf3375ostnmdmm 1021 1 . . . work_xrosz555njd4jf3375ostnmdmm 1022 1 . . . work_xrosz555njd4jf3375ostnmdmm 1023 1 . . . work_xrosz555njd4jf3375ostnmdmm 1024 1 . . . work_xrosz555njd4jf3375ostnmdmm 1025 1 . . . work_xrosz555njd4jf3375ostnmdmm 1026 1 . . . work_xrosz555njd4jf3375ostnmdmm 1027 1 . . . work_xrosz555njd4jf3375ostnmdmm 1028 1 . . . work_xrosz555njd4jf3375ostnmdmm 1029 1 . . . work_xrosz555njd4jf3375ostnmdmm 1030 1 47 47 CD work_xrosz555njd4jf3375ostnmdmm 1030 2 7.3.3 7.3.3 CD work_xrosz555njd4jf3375ostnmdmm 1030 3 Content Content NNP work_xrosz555njd4jf3375ostnmdmm 1030 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 1030 5 Based base VBN work_xrosz555njd4jf3375ostnmdmm 1030 6 Measures measure NNS work_xrosz555njd4jf3375ostnmdmm 1030 7 . . . work_xrosz555njd4jf3375ostnmdmm 1031 1 . . . work_xrosz555njd4jf3375ostnmdmm 1032 1 . . . work_xrosz555njd4jf3375ostnmdmm 1033 1 . . . work_xrosz555njd4jf3375ostnmdmm 1034 1 . . . work_xrosz555njd4jf3375ostnmdmm 1035 1 . . . work_xrosz555njd4jf3375ostnmdmm 1036 1 . . . work_xrosz555njd4jf3375ostnmdmm 1037 1 . . . work_xrosz555njd4jf3375ostnmdmm 1038 1 . . . work_xrosz555njd4jf3375ostnmdmm 1039 1 . . . work_xrosz555njd4jf3375ostnmdmm 1040 1 . . . work_xrosz555njd4jf3375ostnmdmm 1041 1 . . . work_xrosz555njd4jf3375ostnmdmm 1042 1 . . . work_xrosz555njd4jf3375ostnmdmm 1043 1 . . . work_xrosz555njd4jf3375ostnmdmm 1044 1 . . . work_xrosz555njd4jf3375ostnmdmm 1045 1 . . . work_xrosz555njd4jf3375ostnmdmm 1046 1 . . . work_xrosz555njd4jf3375ostnmdmm 1047 1 . . . work_xrosz555njd4jf3375ostnmdmm 1048 1 . . . work_xrosz555njd4jf3375ostnmdmm 1049 1 . . . work_xrosz555njd4jf3375ostnmdmm 1050 1 . . . work_xrosz555njd4jf3375ostnmdmm 1051 1 47 47 CD work_xrosz555njd4jf3375ostnmdmm 1051 2 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 1051 3 Statistical Statistical NNP work_xrosz555njd4jf3375ostnmdmm 1051 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 1051 5 Based base VBN work_xrosz555njd4jf3375ostnmdmm 1051 6 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 1051 7 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 1051 8 Measure Measure NNP work_xrosz555njd4jf3375ostnmdmm 1051 9 . . . work_xrosz555njd4jf3375ostnmdmm 1052 1 . . . work_xrosz555njd4jf3375ostnmdmm 1053 1 . . . work_xrosz555njd4jf3375ostnmdmm 1054 1 . . . work_xrosz555njd4jf3375ostnmdmm 1055 1 . . . work_xrosz555njd4jf3375ostnmdmm 1056 1 . . . work_xrosz555njd4jf3375ostnmdmm 1057 1 . . . work_xrosz555njd4jf3375ostnmdmm 1058 1 . . . work_xrosz555njd4jf3375ostnmdmm 1059 1 . . . work_xrosz555njd4jf3375ostnmdmm 1060 1 . . . work_xrosz555njd4jf3375ostnmdmm 1061 1 . . . work_xrosz555njd4jf3375ostnmdmm 1062 1 . . . work_xrosz555njd4jf3375ostnmdmm 1063 1 . . . work_xrosz555njd4jf3375ostnmdmm 1064 1 48 48 CD work_xrosz555njd4jf3375ostnmdmm 1064 2 8 8 CD work_xrosz555njd4jf3375ostnmdmm 1064 3 . . . work_xrosz555njd4jf3375ostnmdmm 1065 1 EVALUATION EVALUATION NNS work_xrosz555njd4jf3375ostnmdmm 1065 2 . . . work_xrosz555njd4jf3375ostnmdmm 1066 1 . . . work_xrosz555njd4jf3375ostnmdmm 1067 1 . . . work_xrosz555njd4jf3375ostnmdmm 1068 1 . . . work_xrosz555njd4jf3375ostnmdmm 1069 1 . . . work_xrosz555njd4jf3375ostnmdmm 1070 1 . . . work_xrosz555njd4jf3375ostnmdmm 1071 1 . . . work_xrosz555njd4jf3375ostnmdmm 1072 1 . . . work_xrosz555njd4jf3375ostnmdmm 1073 1 . . . work_xrosz555njd4jf3375ostnmdmm 1074 1 . . . work_xrosz555njd4jf3375ostnmdmm 1075 1 . . . work_xrosz555njd4jf3375ostnmdmm 1076 1 . . . work_xrosz555njd4jf3375ostnmdmm 1077 1 . . . work_xrosz555njd4jf3375ostnmdmm 1078 1 . . . work_xrosz555njd4jf3375ostnmdmm 1079 1 . . . work_xrosz555njd4jf3375ostnmdmm 1080 1 . . . work_xrosz555njd4jf3375ostnmdmm 1081 1 . . . work_xrosz555njd4jf3375ostnmdmm 1082 1 . . . work_xrosz555njd4jf3375ostnmdmm 1083 1 . . . work_xrosz555njd4jf3375ostnmdmm 1084 1 . . . work_xrosz555njd4jf3375ostnmdmm 1085 1 . . . work_xrosz555njd4jf3375ostnmdmm 1086 1 . . . work_xrosz555njd4jf3375ostnmdmm 1087 1 . . . work_xrosz555njd4jf3375ostnmdmm 1088 1 . . . work_xrosz555njd4jf3375ostnmdmm 1089 1 . . . work_xrosz555njd4jf3375ostnmdmm 1090 1 . . . work_xrosz555njd4jf3375ostnmdmm 1091 1 . . . work_xrosz555njd4jf3375ostnmdmm 1092 1 . . . work_xrosz555njd4jf3375ostnmdmm 1093 1 . . . work_xrosz555njd4jf3375ostnmdmm 1094 1 . . . work_xrosz555njd4jf3375ostnmdmm 1095 1 . . . work_xrosz555njd4jf3375ostnmdmm 1096 1 . . . work_xrosz555njd4jf3375ostnmdmm 1097 1 . . . work_xrosz555njd4jf3375ostnmdmm 1098 1 52 52 CD work_xrosz555njd4jf3375ostnmdmm 1098 2 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 1098 3 Experiments experiment NNS work_xrosz555njd4jf3375ostnmdmm 1098 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1098 5 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 1098 6 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 1098 7 . . . work_xrosz555njd4jf3375ostnmdmm 1099 1 . . . work_xrosz555njd4jf3375ostnmdmm 1100 1 . . . work_xrosz555njd4jf3375ostnmdmm 1101 1 . . . work_xrosz555njd4jf3375ostnmdmm 1102 1 . . . work_xrosz555njd4jf3375ostnmdmm 1103 1 . . . work_xrosz555njd4jf3375ostnmdmm 1104 1 . . . work_xrosz555njd4jf3375ostnmdmm 1105 1 . . . work_xrosz555njd4jf3375ostnmdmm 1106 1 . . . work_xrosz555njd4jf3375ostnmdmm 1107 1 . . . work_xrosz555njd4jf3375ostnmdmm 1108 1 . . . work_xrosz555njd4jf3375ostnmdmm 1109 1 . . . work_xrosz555njd4jf3375ostnmdmm 1110 1 . . . work_xrosz555njd4jf3375ostnmdmm 1111 1 . . . work_xrosz555njd4jf3375ostnmdmm 1112 1 . . . work_xrosz555njd4jf3375ostnmdmm 1113 1 . . . work_xrosz555njd4jf3375ostnmdmm 1114 1 . . . work_xrosz555njd4jf3375ostnmdmm 1115 1 52 52 CD work_xrosz555njd4jf3375ostnmdmm 1115 2 8.2 8.2 CD work_xrosz555njd4jf3375ostnmdmm 1115 3 Experiments experiment NNS work_xrosz555njd4jf3375ostnmdmm 1115 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1115 5 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 1115 6 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 1115 7 . . . work_xrosz555njd4jf3375ostnmdmm 1116 1 . . . work_xrosz555njd4jf3375ostnmdmm 1117 1 . . . work_xrosz555njd4jf3375ostnmdmm 1118 1 . . . work_xrosz555njd4jf3375ostnmdmm 1119 1 . . . work_xrosz555njd4jf3375ostnmdmm 1120 1 . . . work_xrosz555njd4jf3375ostnmdmm 1121 1 . . . work_xrosz555njd4jf3375ostnmdmm 1122 1 . . . work_xrosz555njd4jf3375ostnmdmm 1123 1 . . . work_xrosz555njd4jf3375ostnmdmm 1124 1 . . . work_xrosz555njd4jf3375ostnmdmm 1125 1 . . . work_xrosz555njd4jf3375ostnmdmm 1126 1 . . . work_xrosz555njd4jf3375ostnmdmm 1127 1 . . . work_xrosz555njd4jf3375ostnmdmm 1128 1 . . . work_xrosz555njd4jf3375ostnmdmm 1129 1 . . . work_xrosz555njd4jf3375ostnmdmm 1130 1 . . . work_xrosz555njd4jf3375ostnmdmm 1131 1 . . . work_xrosz555njd4jf3375ostnmdmm 1132 1 . . . work_xrosz555njd4jf3375ostnmdmm 1133 1 . . . work_xrosz555njd4jf3375ostnmdmm 1134 1 52 52 CD work_xrosz555njd4jf3375ostnmdmm 1134 2 8.3 8.3 CD work_xrosz555njd4jf3375ostnmdmm 1134 3 Evaluation evaluation NN work_xrosz555njd4jf3375ostnmdmm 1134 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1134 5 the the DT work_xrosz555njd4jf3375ostnmdmm 1134 6 System System NNP work_xrosz555njd4jf3375ostnmdmm 1134 7 . . . work_xrosz555njd4jf3375ostnmdmm 1135 1 . . . work_xrosz555njd4jf3375ostnmdmm 1136 1 . . . work_xrosz555njd4jf3375ostnmdmm 1137 1 . . . work_xrosz555njd4jf3375ostnmdmm 1138 1 . . . work_xrosz555njd4jf3375ostnmdmm 1139 1 . . . work_xrosz555njd4jf3375ostnmdmm 1140 1 . . . work_xrosz555njd4jf3375ostnmdmm 1141 1 . . . work_xrosz555njd4jf3375ostnmdmm 1142 1 . . . work_xrosz555njd4jf3375ostnmdmm 1143 1 . . . work_xrosz555njd4jf3375ostnmdmm 1144 1 . . . work_xrosz555njd4jf3375ostnmdmm 1145 1 . . . work_xrosz555njd4jf3375ostnmdmm 1146 1 . . . work_xrosz555njd4jf3375ostnmdmm 1147 1 . . . work_xrosz555njd4jf3375ostnmdmm 1148 1 . . . work_xrosz555njd4jf3375ostnmdmm 1149 1 . . . work_xrosz555njd4jf3375ostnmdmm 1150 1 . . . work_xrosz555njd4jf3375ostnmdmm 1151 1 . . . work_xrosz555njd4jf3375ostnmdmm 1152 1 . . . work_xrosz555njd4jf3375ostnmdmm 1153 1 . . . work_xrosz555njd4jf3375ostnmdmm 1154 1 . . . work_xrosz555njd4jf3375ostnmdmm 1155 1 . . . work_xrosz555njd4jf3375ostnmdmm 1156 1 . . . work_xrosz555njd4jf3375ostnmdmm 1157 1 . . . work_xrosz555njd4jf3375ostnmdmm 1158 1 . . . work_xrosz555njd4jf3375ostnmdmm 1159 1 55 55 CD work_xrosz555njd4jf3375ostnmdmm 1159 2 8.4 8.4 CD work_xrosz555njd4jf3375ostnmdmm 1159 3 Comparing compare VBG work_xrosz555njd4jf3375ostnmdmm 1159 4 with with IN work_xrosz555njd4jf3375ostnmdmm 1159 5 the the DT work_xrosz555njd4jf3375ostnmdmm 1159 6 Keyword Keyword NNP work_xrosz555njd4jf3375ostnmdmm 1159 7 Searching Searching NNP work_xrosz555njd4jf3375ostnmdmm 1159 8 . . . work_xrosz555njd4jf3375ostnmdmm 1160 1 . . . work_xrosz555njd4jf3375ostnmdmm 1161 1 . . . work_xrosz555njd4jf3375ostnmdmm 1162 1 . . . work_xrosz555njd4jf3375ostnmdmm 1163 1 . . . work_xrosz555njd4jf3375ostnmdmm 1164 1 . . . work_xrosz555njd4jf3375ostnmdmm 1165 1 . . . work_xrosz555njd4jf3375ostnmdmm 1166 1 . . . work_xrosz555njd4jf3375ostnmdmm 1167 1 . . . work_xrosz555njd4jf3375ostnmdmm 1168 1 . . . work_xrosz555njd4jf3375ostnmdmm 1169 1 . . . work_xrosz555njd4jf3375ostnmdmm 1170 1 . . . work_xrosz555njd4jf3375ostnmdmm 1171 1 . . . work_xrosz555njd4jf3375ostnmdmm 1172 1 . . . work_xrosz555njd4jf3375ostnmdmm 1173 1 . . . work_xrosz555njd4jf3375ostnmdmm 1174 1 . . . work_xrosz555njd4jf3375ostnmdmm 1175 1 57 57 CD work_xrosz555njd4jf3375ostnmdmm 1175 2 9 9 CD work_xrosz555njd4jf3375ostnmdmm 1175 3 . . . work_xrosz555njd4jf3375ostnmdmm 1176 1 CONCLUSION conclusion NN work_xrosz555njd4jf3375ostnmdmm 1176 2 AND and CC work_xrosz555njd4jf3375ostnmdmm 1176 3 FUTURE future NN work_xrosz555njd4jf3375ostnmdmm 1176 4 WORK WORK NNP work_xrosz555njd4jf3375ostnmdmm 1176 5 . . . work_xrosz555njd4jf3375ostnmdmm 1177 1 . . . work_xrosz555njd4jf3375ostnmdmm 1178 1 . . . work_xrosz555njd4jf3375ostnmdmm 1179 1 . . . work_xrosz555njd4jf3375ostnmdmm 1180 1 . . . work_xrosz555njd4jf3375ostnmdmm 1181 1 . . . work_xrosz555njd4jf3375ostnmdmm 1182 1 . . . work_xrosz555njd4jf3375ostnmdmm 1183 1 . . . work_xrosz555njd4jf3375ostnmdmm 1184 1 . . . work_xrosz555njd4jf3375ostnmdmm 1185 1 . . . work_xrosz555njd4jf3375ostnmdmm 1186 1 . . . work_xrosz555njd4jf3375ostnmdmm 1187 1 . . . work_xrosz555njd4jf3375ostnmdmm 1188 1 . . . work_xrosz555njd4jf3375ostnmdmm 1189 1 . . . work_xrosz555njd4jf3375ostnmdmm 1190 1 . . . work_xrosz555njd4jf3375ostnmdmm 1191 1 . . . work_xrosz555njd4jf3375ostnmdmm 1192 1 . . . work_xrosz555njd4jf3375ostnmdmm 1193 1 . . . work_xrosz555njd4jf3375ostnmdmm 1194 1 . . . work_xrosz555njd4jf3375ostnmdmm 1195 1 60 60 CD work_xrosz555njd4jf3375ostnmdmm 1195 2 9.1 9.1 CD work_xrosz555njd4jf3375ostnmdmm 1195 3 Conclusion conclusion NN work_xrosz555njd4jf3375ostnmdmm 1195 4 . . . work_xrosz555njd4jf3375ostnmdmm 1196 1 . . . work_xrosz555njd4jf3375ostnmdmm 1197 1 . . . work_xrosz555njd4jf3375ostnmdmm 1198 1 . . . work_xrosz555njd4jf3375ostnmdmm 1199 1 . . . work_xrosz555njd4jf3375ostnmdmm 1200 1 . . . work_xrosz555njd4jf3375ostnmdmm 1201 1 . . . work_xrosz555njd4jf3375ostnmdmm 1202 1 . . . work_xrosz555njd4jf3375ostnmdmm 1203 1 . . . work_xrosz555njd4jf3375ostnmdmm 1204 1 . . . work_xrosz555njd4jf3375ostnmdmm 1205 1 . . . work_xrosz555njd4jf3375ostnmdmm 1206 1 . . . work_xrosz555njd4jf3375ostnmdmm 1207 1 . . . work_xrosz555njd4jf3375ostnmdmm 1208 1 . . . work_xrosz555njd4jf3375ostnmdmm 1209 1 . . . work_xrosz555njd4jf3375ostnmdmm 1210 1 . . . work_xrosz555njd4jf3375ostnmdmm 1211 1 . . . work_xrosz555njd4jf3375ostnmdmm 1212 1 . . . work_xrosz555njd4jf3375ostnmdmm 1213 1 . . . work_xrosz555njd4jf3375ostnmdmm 1214 1 . . . work_xrosz555njd4jf3375ostnmdmm 1215 1 . . . work_xrosz555njd4jf3375ostnmdmm 1216 1 . . . work_xrosz555njd4jf3375ostnmdmm 1217 1 . . . work_xrosz555njd4jf3375ostnmdmm 1218 1 . . . work_xrosz555njd4jf3375ostnmdmm 1219 1 . . . work_xrosz555njd4jf3375ostnmdmm 1220 1 . . . work_xrosz555njd4jf3375ostnmdmm 1221 1 . . . work_xrosz555njd4jf3375ostnmdmm 1222 1 . . . work_xrosz555njd4jf3375ostnmdmm 1223 1 . . . work_xrosz555njd4jf3375ostnmdmm 1224 1 . . . work_xrosz555njd4jf3375ostnmdmm 1225 1 . . . work_xrosz555njd4jf3375ostnmdmm 1226 1 . . . work_xrosz555njd4jf3375ostnmdmm 1227 1 . . . work_xrosz555njd4jf3375ostnmdmm 1228 1 60 60 CD work_xrosz555njd4jf3375ostnmdmm 1228 2 9.2 9.2 CD work_xrosz555njd4jf3375ostnmdmm 1228 3 Future Future NNP work_xrosz555njd4jf3375ostnmdmm 1228 4 Work work NN work_xrosz555njd4jf3375ostnmdmm 1228 5 . . . work_xrosz555njd4jf3375ostnmdmm 1229 1 . . . work_xrosz555njd4jf3375ostnmdmm 1230 1 . . . work_xrosz555njd4jf3375ostnmdmm 1231 1 . . . work_xrosz555njd4jf3375ostnmdmm 1232 1 . . . work_xrosz555njd4jf3375ostnmdmm 1233 1 . . . work_xrosz555njd4jf3375ostnmdmm 1234 1 . . . work_xrosz555njd4jf3375ostnmdmm 1235 1 . . . work_xrosz555njd4jf3375ostnmdmm 1236 1 . . . work_xrosz555njd4jf3375ostnmdmm 1237 1 . . . work_xrosz555njd4jf3375ostnmdmm 1238 1 . . . work_xrosz555njd4jf3375ostnmdmm 1239 1 . . . work_xrosz555njd4jf3375ostnmdmm 1240 1 . . . work_xrosz555njd4jf3375ostnmdmm 1241 1 . . . work_xrosz555njd4jf3375ostnmdmm 1242 1 . . . work_xrosz555njd4jf3375ostnmdmm 1243 1 . . . work_xrosz555njd4jf3375ostnmdmm 1244 1 . . . work_xrosz555njd4jf3375ostnmdmm 1245 1 . . . work_xrosz555njd4jf3375ostnmdmm 1246 1 . . . work_xrosz555njd4jf3375ostnmdmm 1247 1 . . . work_xrosz555njd4jf3375ostnmdmm 1248 1 . . . work_xrosz555njd4jf3375ostnmdmm 1249 1 . . . work_xrosz555njd4jf3375ostnmdmm 1250 1 . . . work_xrosz555njd4jf3375ostnmdmm 1251 1 . . . work_xrosz555njd4jf3375ostnmdmm 1252 1 . . . work_xrosz555njd4jf3375ostnmdmm 1253 1 . . . work_xrosz555njd4jf3375ostnmdmm 1254 1 . . . work_xrosz555njd4jf3375ostnmdmm 1255 1 . . . work_xrosz555njd4jf3375ostnmdmm 1256 1 . . . work_xrosz555njd4jf3375ostnmdmm 1257 1 . . . work_xrosz555njd4jf3375ostnmdmm 1258 1 . . . work_xrosz555njd4jf3375ostnmdmm 1259 1 . . . work_xrosz555njd4jf3375ostnmdmm 1260 1 61 61 CD work_xrosz555njd4jf3375ostnmdmm 1260 2 REFERENCES reference NNS work_xrosz555njd4jf3375ostnmdmm 1260 3 . . . work_xrosz555njd4jf3375ostnmdmm 1261 1 . . . work_xrosz555njd4jf3375ostnmdmm 1262 1 . . . work_xrosz555njd4jf3375ostnmdmm 1263 1 . . . work_xrosz555njd4jf3375ostnmdmm 1264 1 . . . work_xrosz555njd4jf3375ostnmdmm 1265 1 . . . work_xrosz555njd4jf3375ostnmdmm 1266 1 . . . work_xrosz555njd4jf3375ostnmdmm 1267 1 . . . work_xrosz555njd4jf3375ostnmdmm 1268 1 . . . work_xrosz555njd4jf3375ostnmdmm 1269 1 . . . work_xrosz555njd4jf3375ostnmdmm 1270 1 . . . work_xrosz555njd4jf3375ostnmdmm 1271 1 . . . work_xrosz555njd4jf3375ostnmdmm 1272 1 . . . work_xrosz555njd4jf3375ostnmdmm 1273 1 . . . work_xrosz555njd4jf3375ostnmdmm 1274 1 . . . work_xrosz555njd4jf3375ostnmdmm 1275 1 . . . work_xrosz555njd4jf3375ostnmdmm 1276 1 . . . work_xrosz555njd4jf3375ostnmdmm 1277 1 . . . work_xrosz555njd4jf3375ostnmdmm 1278 1 . . . work_xrosz555njd4jf3375ostnmdmm 1279 1 . . . work_xrosz555njd4jf3375ostnmdmm 1280 1 . . . work_xrosz555njd4jf3375ostnmdmm 1281 1 . . . work_xrosz555njd4jf3375ostnmdmm 1282 1 . . . work_xrosz555njd4jf3375ostnmdmm 1283 1 . . . work_xrosz555njd4jf3375ostnmdmm 1284 1 . . . work_xrosz555njd4jf3375ostnmdmm 1285 1 . . . work_xrosz555njd4jf3375ostnmdmm 1286 1 . . . work_xrosz555njd4jf3375ostnmdmm 1287 1 . . . work_xrosz555njd4jf3375ostnmdmm 1288 1 . . . work_xrosz555njd4jf3375ostnmdmm 1289 1 . . . work_xrosz555njd4jf3375ostnmdmm 1290 1 . . . work_xrosz555njd4jf3375ostnmdmm 1291 1 . . . work_xrosz555njd4jf3375ostnmdmm 1292 1 . . . work_xrosz555njd4jf3375ostnmdmm 1293 1 . . . work_xrosz555njd4jf3375ostnmdmm 1294 1 . . . work_xrosz555njd4jf3375ostnmdmm 1295 1 62 62 CD work_xrosz555njd4jf3375ostnmdmm 1295 2 v v NN work_xrosz555njd4jf3375ostnmdmm 1295 3 LIST list NN work_xrosz555njd4jf3375ostnmdmm 1295 4 OF of IN work_xrosz555njd4jf3375ostnmdmm 1295 5 FIGURES FIGURES NNP work_xrosz555njd4jf3375ostnmdmm 1295 6 FIGURE FIGURE NNP work_xrosz555njd4jf3375ostnmdmm 1295 7 Page page NN work_xrosz555njd4jf3375ostnmdmm 1295 8 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 1295 9 Search Search NNP work_xrosz555njd4jf3375ostnmdmm 1295 10 Result Result NNP work_xrosz555njd4jf3375ostnmdmm 1295 11 of of IN work_xrosz555njd4jf3375ostnmdmm 1295 12 Indeed.com Indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 1295 13 . . . work_xrosz555njd4jf3375ostnmdmm 1296 1 . . . work_xrosz555njd4jf3375ostnmdmm 1297 1 . . . work_xrosz555njd4jf3375ostnmdmm 1298 1 . . . work_xrosz555njd4jf3375ostnmdmm 1299 1 . . . work_xrosz555njd4jf3375ostnmdmm 1300 1 . . . work_xrosz555njd4jf3375ostnmdmm 1301 1 . . . work_xrosz555njd4jf3375ostnmdmm 1302 1 . . . work_xrosz555njd4jf3375ostnmdmm 1303 1 . . . work_xrosz555njd4jf3375ostnmdmm 1304 1 . . . work_xrosz555njd4jf3375ostnmdmm 1305 1 . . . work_xrosz555njd4jf3375ostnmdmm 1306 1 . . . work_xrosz555njd4jf3375ostnmdmm 1307 1 . . . work_xrosz555njd4jf3375ostnmdmm 1308 1 . . . work_xrosz555njd4jf3375ostnmdmm 1309 1 . . . work_xrosz555njd4jf3375ostnmdmm 1310 1 . . . work_xrosz555njd4jf3375ostnmdmm 1311 1 . . . work_xrosz555njd4jf3375ostnmdmm 1312 1 . . . work_xrosz555njd4jf3375ostnmdmm 1313 1 . . . work_xrosz555njd4jf3375ostnmdmm 1314 1 . . . work_xrosz555njd4jf3375ostnmdmm 1315 1 . . . work_xrosz555njd4jf3375ostnmdmm 1316 1 . . . work_xrosz555njd4jf3375ostnmdmm 1317 1 . . . work_xrosz555njd4jf3375ostnmdmm 1318 1 2 2 CD work_xrosz555njd4jf3375ostnmdmm 1318 2 1.2 1.2 CD work_xrosz555njd4jf3375ostnmdmm 1318 3 Matching match VBG work_xrosz555njd4jf3375ostnmdmm 1318 4 the the DT work_xrosz555njd4jf3375ostnmdmm 1318 5 Jobs job NNS work_xrosz555njd4jf3375ostnmdmm 1318 6 with with IN work_xrosz555njd4jf3375ostnmdmm 1318 7 Résumé Résumé NNP work_xrosz555njd4jf3375ostnmdmm 1318 8 . . . work_xrosz555njd4jf3375ostnmdmm 1319 1 . . . work_xrosz555njd4jf3375ostnmdmm 1320 1 . . . work_xrosz555njd4jf3375ostnmdmm 1321 1 . . . work_xrosz555njd4jf3375ostnmdmm 1322 1 . . . work_xrosz555njd4jf3375ostnmdmm 1323 1 . . . work_xrosz555njd4jf3375ostnmdmm 1324 1 . . . work_xrosz555njd4jf3375ostnmdmm 1325 1 . . . work_xrosz555njd4jf3375ostnmdmm 1326 1 . . . work_xrosz555njd4jf3375ostnmdmm 1327 1 . . . work_xrosz555njd4jf3375ostnmdmm 1328 1 . . . work_xrosz555njd4jf3375ostnmdmm 1329 1 . . . work_xrosz555njd4jf3375ostnmdmm 1330 1 . . . work_xrosz555njd4jf3375ostnmdmm 1331 1 . . . work_xrosz555njd4jf3375ostnmdmm 1332 1 . . . work_xrosz555njd4jf3375ostnmdmm 1333 1 . . . work_xrosz555njd4jf3375ostnmdmm 1334 1 . . . work_xrosz555njd4jf3375ostnmdmm 1335 1 . . . work_xrosz555njd4jf3375ostnmdmm 1336 1 . . . work_xrosz555njd4jf3375ostnmdmm 1337 1 . . . work_xrosz555njd4jf3375ostnmdmm 1338 1 . . . work_xrosz555njd4jf3375ostnmdmm 1339 1 4 4 CD work_xrosz555njd4jf3375ostnmdmm 1339 2 2.1 2.1 CD work_xrosz555njd4jf3375ostnmdmm 1339 3 Latent Latent NNP work_xrosz555njd4jf3375ostnmdmm 1339 4 Aspect Aspect NNP work_xrosz555njd4jf3375ostnmdmm 1339 5 Model Model NNP work_xrosz555njd4jf3375ostnmdmm 1339 6 . . . work_xrosz555njd4jf3375ostnmdmm 1340 1 . . . work_xrosz555njd4jf3375ostnmdmm 1341 1 . . . work_xrosz555njd4jf3375ostnmdmm 1342 1 . . . work_xrosz555njd4jf3375ostnmdmm 1343 1 . . . work_xrosz555njd4jf3375ostnmdmm 1344 1 . . . work_xrosz555njd4jf3375ostnmdmm 1345 1 . . . work_xrosz555njd4jf3375ostnmdmm 1346 1 . . . work_xrosz555njd4jf3375ostnmdmm 1347 1 . . . work_xrosz555njd4jf3375ostnmdmm 1348 1 . . . work_xrosz555njd4jf3375ostnmdmm 1349 1 . . . work_xrosz555njd4jf3375ostnmdmm 1350 1 . . . work_xrosz555njd4jf3375ostnmdmm 1351 1 . . . work_xrosz555njd4jf3375ostnmdmm 1352 1 . . . work_xrosz555njd4jf3375ostnmdmm 1353 1 . . . work_xrosz555njd4jf3375ostnmdmm 1354 1 . . . work_xrosz555njd4jf3375ostnmdmm 1355 1 . . . work_xrosz555njd4jf3375ostnmdmm 1356 1 . . . work_xrosz555njd4jf3375ostnmdmm 1357 1 . . . work_xrosz555njd4jf3375ostnmdmm 1358 1 . . . work_xrosz555njd4jf3375ostnmdmm 1359 1 . . . work_xrosz555njd4jf3375ostnmdmm 1360 1 . . . work_xrosz555njd4jf3375ostnmdmm 1361 1 . . . work_xrosz555njd4jf3375ostnmdmm 1362 1 . . . work_xrosz555njd4jf3375ostnmdmm 1363 1 . . . work_xrosz555njd4jf3375ostnmdmm 1364 1 . . . work_xrosz555njd4jf3375ostnmdmm 1365 1 . . . work_xrosz555njd4jf3375ostnmdmm 1366 1 8 8 CD work_xrosz555njd4jf3375ostnmdmm 1366 2 4.1 4.1 CD work_xrosz555njd4jf3375ostnmdmm 1366 3 System System NNP work_xrosz555njd4jf3375ostnmdmm 1366 4 Architecture Architecture NNP work_xrosz555njd4jf3375ostnmdmm 1366 5 . . . work_xrosz555njd4jf3375ostnmdmm 1367 1 . . . work_xrosz555njd4jf3375ostnmdmm 1368 1 . . . work_xrosz555njd4jf3375ostnmdmm 1369 1 . . . work_xrosz555njd4jf3375ostnmdmm 1370 1 . . . work_xrosz555njd4jf3375ostnmdmm 1371 1 . . . work_xrosz555njd4jf3375ostnmdmm 1372 1 . . . work_xrosz555njd4jf3375ostnmdmm 1373 1 . . . work_xrosz555njd4jf3375ostnmdmm 1374 1 . . . work_xrosz555njd4jf3375ostnmdmm 1375 1 . . . work_xrosz555njd4jf3375ostnmdmm 1376 1 . . . work_xrosz555njd4jf3375ostnmdmm 1377 1 . . . work_xrosz555njd4jf3375ostnmdmm 1378 1 . . . work_xrosz555njd4jf3375ostnmdmm 1379 1 . . . work_xrosz555njd4jf3375ostnmdmm 1380 1 . . . work_xrosz555njd4jf3375ostnmdmm 1381 1 . . . work_xrosz555njd4jf3375ostnmdmm 1382 1 . . . work_xrosz555njd4jf3375ostnmdmm 1383 1 . . . work_xrosz555njd4jf3375ostnmdmm 1384 1 . . . work_xrosz555njd4jf3375ostnmdmm 1385 1 . . . work_xrosz555njd4jf3375ostnmdmm 1386 1 . . . work_xrosz555njd4jf3375ostnmdmm 1387 1 . . . work_xrosz555njd4jf3375ostnmdmm 1388 1 . . . work_xrosz555njd4jf3375ostnmdmm 1389 1 . . . work_xrosz555njd4jf3375ostnmdmm 1390 1 . . . work_xrosz555njd4jf3375ostnmdmm 1391 1 . . . work_xrosz555njd4jf3375ostnmdmm 1392 1 . . . work_xrosz555njd4jf3375ostnmdmm 1393 1 17 17 CD work_xrosz555njd4jf3375ostnmdmm 1393 2 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 1393 3 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 1393 4 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 1393 5 Process Process NNP work_xrosz555njd4jf3375ostnmdmm 1393 6 Pipeline Pipeline NNP work_xrosz555njd4jf3375ostnmdmm 1393 7 . . . work_xrosz555njd4jf3375ostnmdmm 1394 1 . . . work_xrosz555njd4jf3375ostnmdmm 1395 1 . . . work_xrosz555njd4jf3375ostnmdmm 1396 1 . . . work_xrosz555njd4jf3375ostnmdmm 1397 1 . . . work_xrosz555njd4jf3375ostnmdmm 1398 1 . . . work_xrosz555njd4jf3375ostnmdmm 1399 1 . . . work_xrosz555njd4jf3375ostnmdmm 1400 1 . . . work_xrosz555njd4jf3375ostnmdmm 1401 1 . . . work_xrosz555njd4jf3375ostnmdmm 1402 1 . . . work_xrosz555njd4jf3375ostnmdmm 1403 1 . . . work_xrosz555njd4jf3375ostnmdmm 1404 1 . . . work_xrosz555njd4jf3375ostnmdmm 1405 1 . . . work_xrosz555njd4jf3375ostnmdmm 1406 1 . . . work_xrosz555njd4jf3375ostnmdmm 1407 1 . . . work_xrosz555njd4jf3375ostnmdmm 1408 1 . . . work_xrosz555njd4jf3375ostnmdmm 1409 1 . . . work_xrosz555njd4jf3375ostnmdmm 1410 1 . . . work_xrosz555njd4jf3375ostnmdmm 1411 1 . . . work_xrosz555njd4jf3375ostnmdmm 1412 1 . . . work_xrosz555njd4jf3375ostnmdmm 1413 1 19 19 CD work_xrosz555njd4jf3375ostnmdmm 1413 2 4.3 4.3 CD work_xrosz555njd4jf3375ostnmdmm 1413 3 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 1413 4 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 1413 5 List List NNP work_xrosz555njd4jf3375ostnmdmm 1413 6 . . . work_xrosz555njd4jf3375ostnmdmm 1414 1 . . . work_xrosz555njd4jf3375ostnmdmm 1415 1 . . . work_xrosz555njd4jf3375ostnmdmm 1416 1 . . . work_xrosz555njd4jf3375ostnmdmm 1417 1 . . . work_xrosz555njd4jf3375ostnmdmm 1418 1 . . . work_xrosz555njd4jf3375ostnmdmm 1419 1 . . . work_xrosz555njd4jf3375ostnmdmm 1420 1 . . . work_xrosz555njd4jf3375ostnmdmm 1421 1 . . . work_xrosz555njd4jf3375ostnmdmm 1422 1 . . . work_xrosz555njd4jf3375ostnmdmm 1423 1 . . . work_xrosz555njd4jf3375ostnmdmm 1424 1 . . . work_xrosz555njd4jf3375ostnmdmm 1425 1 . . . work_xrosz555njd4jf3375ostnmdmm 1426 1 . . . work_xrosz555njd4jf3375ostnmdmm 1427 1 . . . work_xrosz555njd4jf3375ostnmdmm 1428 1 . . . work_xrosz555njd4jf3375ostnmdmm 1429 1 . . . work_xrosz555njd4jf3375ostnmdmm 1430 1 . . . work_xrosz555njd4jf3375ostnmdmm 1431 1 . . . work_xrosz555njd4jf3375ostnmdmm 1432 1 . . . work_xrosz555njd4jf3375ostnmdmm 1433 1 . . . work_xrosz555njd4jf3375ostnmdmm 1434 1 . . . work_xrosz555njd4jf3375ostnmdmm 1435 1 . . . work_xrosz555njd4jf3375ostnmdmm 1436 1 . . . work_xrosz555njd4jf3375ostnmdmm 1437 1 . . . work_xrosz555njd4jf3375ostnmdmm 1438 1 . . . work_xrosz555njd4jf3375ostnmdmm 1439 1 . . . work_xrosz555njd4jf3375ostnmdmm 1440 1 21 21 CD work_xrosz555njd4jf3375ostnmdmm 1440 2 4.4 4.4 CD work_xrosz555njd4jf3375ostnmdmm 1440 3 Upload Upload NNP work_xrosz555njd4jf3375ostnmdmm 1440 4 Resume Resume NNP work_xrosz555njd4jf3375ostnmdmm 1440 5 . . . work_xrosz555njd4jf3375ostnmdmm 1441 1 . . . work_xrosz555njd4jf3375ostnmdmm 1442 1 . . . work_xrosz555njd4jf3375ostnmdmm 1443 1 . . . work_xrosz555njd4jf3375ostnmdmm 1444 1 . . . work_xrosz555njd4jf3375ostnmdmm 1445 1 . . . work_xrosz555njd4jf3375ostnmdmm 1446 1 . . . work_xrosz555njd4jf3375ostnmdmm 1447 1 . . . work_xrosz555njd4jf3375ostnmdmm 1448 1 . . . work_xrosz555njd4jf3375ostnmdmm 1449 1 . . . work_xrosz555njd4jf3375ostnmdmm 1450 1 . . . work_xrosz555njd4jf3375ostnmdmm 1451 1 . . . work_xrosz555njd4jf3375ostnmdmm 1452 1 . . . work_xrosz555njd4jf3375ostnmdmm 1453 1 . . . work_xrosz555njd4jf3375ostnmdmm 1454 1 . . . work_xrosz555njd4jf3375ostnmdmm 1455 1 . . . work_xrosz555njd4jf3375ostnmdmm 1456 1 . . . work_xrosz555njd4jf3375ostnmdmm 1457 1 . . . work_xrosz555njd4jf3375ostnmdmm 1458 1 . . . work_xrosz555njd4jf3375ostnmdmm 1459 1 . . . work_xrosz555njd4jf3375ostnmdmm 1460 1 . . . work_xrosz555njd4jf3375ostnmdmm 1461 1 . . . work_xrosz555njd4jf3375ostnmdmm 1462 1 . . . work_xrosz555njd4jf3375ostnmdmm 1463 1 . . . work_xrosz555njd4jf3375ostnmdmm 1464 1 . . . work_xrosz555njd4jf3375ostnmdmm 1465 1 . . . work_xrosz555njd4jf3375ostnmdmm 1466 1 . . . work_xrosz555njd4jf3375ostnmdmm 1467 1 . . . work_xrosz555njd4jf3375ostnmdmm 1468 1 . . . work_xrosz555njd4jf3375ostnmdmm 1469 1 . . . work_xrosz555njd4jf3375ostnmdmm 1470 1 21 21 CD work_xrosz555njd4jf3375ostnmdmm 1470 2 4.5 4.5 CD work_xrosz555njd4jf3375ostnmdmm 1470 3 Résumé Résumé NFP work_xrosz555njd4jf3375ostnmdmm 1470 4 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 1470 5 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 1470 6 . . . work_xrosz555njd4jf3375ostnmdmm 1471 1 . . . work_xrosz555njd4jf3375ostnmdmm 1472 1 . . . work_xrosz555njd4jf3375ostnmdmm 1473 1 . . . work_xrosz555njd4jf3375ostnmdmm 1474 1 . . . work_xrosz555njd4jf3375ostnmdmm 1475 1 . . . work_xrosz555njd4jf3375ostnmdmm 1476 1 . . . work_xrosz555njd4jf3375ostnmdmm 1477 1 . . . work_xrosz555njd4jf3375ostnmdmm 1478 1 . . . work_xrosz555njd4jf3375ostnmdmm 1479 1 . . . work_xrosz555njd4jf3375ostnmdmm 1480 1 . . . work_xrosz555njd4jf3375ostnmdmm 1481 1 . . . work_xrosz555njd4jf3375ostnmdmm 1482 1 . . . work_xrosz555njd4jf3375ostnmdmm 1483 1 . . . work_xrosz555njd4jf3375ostnmdmm 1484 1 . . . work_xrosz555njd4jf3375ostnmdmm 1485 1 . . . work_xrosz555njd4jf3375ostnmdmm 1486 1 . . . work_xrosz555njd4jf3375ostnmdmm 1487 1 . . . work_xrosz555njd4jf3375ostnmdmm 1488 1 . . . work_xrosz555njd4jf3375ostnmdmm 1489 1 . . . work_xrosz555njd4jf3375ostnmdmm 1490 1 . . . work_xrosz555njd4jf3375ostnmdmm 1491 1 . . . work_xrosz555njd4jf3375ostnmdmm 1492 1 . . . work_xrosz555njd4jf3375ostnmdmm 1493 1 . . . work_xrosz555njd4jf3375ostnmdmm 1494 1 . . . work_xrosz555njd4jf3375ostnmdmm 1495 1 . . . work_xrosz555njd4jf3375ostnmdmm 1496 1 22 22 CD work_xrosz555njd4jf3375ostnmdmm 1496 2 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 1496 3 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 1496 4 or or CC work_xrosz555njd4jf3375ostnmdmm 1496 5 One one CD work_xrosz555njd4jf3375ostnmdmm 1496 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1496 7 . . . work_xrosz555njd4jf3375ostnmdmm 1497 1 . . . work_xrosz555njd4jf3375ostnmdmm 1498 1 . . . work_xrosz555njd4jf3375ostnmdmm 1499 1 . . . work_xrosz555njd4jf3375ostnmdmm 1500 1 . . . work_xrosz555njd4jf3375ostnmdmm 1501 1 . . . work_xrosz555njd4jf3375ostnmdmm 1502 1 . . . work_xrosz555njd4jf3375ostnmdmm 1503 1 . . . work_xrosz555njd4jf3375ostnmdmm 1504 1 . . . work_xrosz555njd4jf3375ostnmdmm 1505 1 . . . work_xrosz555njd4jf3375ostnmdmm 1506 1 . . . work_xrosz555njd4jf3375ostnmdmm 1507 1 . . . work_xrosz555njd4jf3375ostnmdmm 1508 1 . . . work_xrosz555njd4jf3375ostnmdmm 1509 1 . . . work_xrosz555njd4jf3375ostnmdmm 1510 1 . . . work_xrosz555njd4jf3375ostnmdmm 1511 1 . . . work_xrosz555njd4jf3375ostnmdmm 1512 1 . . . work_xrosz555njd4jf3375ostnmdmm 1513 1 . . . work_xrosz555njd4jf3375ostnmdmm 1514 1 . . . work_xrosz555njd4jf3375ostnmdmm 1515 1 . . . work_xrosz555njd4jf3375ostnmdmm 1516 1 . . . work_xrosz555njd4jf3375ostnmdmm 1517 1 . . . work_xrosz555njd4jf3375ostnmdmm 1518 1 . . . work_xrosz555njd4jf3375ostnmdmm 1519 1 . . . work_xrosz555njd4jf3375ostnmdmm 1520 1 . . . work_xrosz555njd4jf3375ostnmdmm 1521 1 . . . work_xrosz555njd4jf3375ostnmdmm 1522 1 . . . work_xrosz555njd4jf3375ostnmdmm 1523 1 . . . work_xrosz555njd4jf3375ostnmdmm 1524 1 . . . work_xrosz555njd4jf3375ostnmdmm 1525 1 29 29 CD work_xrosz555njd4jf3375ostnmdmm 1525 2 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 1525 3 Single single JJ work_xrosz555njd4jf3375ostnmdmm 1525 4 Token token JJ work_xrosz555njd4jf3375ostnmdmm 1525 5 NFA nfa NN work_xrosz555njd4jf3375ostnmdmm 1525 6 . . . work_xrosz555njd4jf3375ostnmdmm 1526 1 . . . work_xrosz555njd4jf3375ostnmdmm 1527 1 . . . work_xrosz555njd4jf3375ostnmdmm 1528 1 . . . work_xrosz555njd4jf3375ostnmdmm 1529 1 . . . work_xrosz555njd4jf3375ostnmdmm 1530 1 . . . work_xrosz555njd4jf3375ostnmdmm 1531 1 . . . work_xrosz555njd4jf3375ostnmdmm 1532 1 . . . work_xrosz555njd4jf3375ostnmdmm 1533 1 . . . work_xrosz555njd4jf3375ostnmdmm 1534 1 . . . work_xrosz555njd4jf3375ostnmdmm 1535 1 . . . work_xrosz555njd4jf3375ostnmdmm 1536 1 . . . work_xrosz555njd4jf3375ostnmdmm 1537 1 . . . work_xrosz555njd4jf3375ostnmdmm 1538 1 . . . work_xrosz555njd4jf3375ostnmdmm 1539 1 . . . work_xrosz555njd4jf3375ostnmdmm 1540 1 . . . work_xrosz555njd4jf3375ostnmdmm 1541 1 . . . work_xrosz555njd4jf3375ostnmdmm 1542 1 . . . work_xrosz555njd4jf3375ostnmdmm 1543 1 . . . work_xrosz555njd4jf3375ostnmdmm 1544 1 . . . work_xrosz555njd4jf3375ostnmdmm 1545 1 . . . work_xrosz555njd4jf3375ostnmdmm 1546 1 . . . work_xrosz555njd4jf3375ostnmdmm 1547 1 . . . work_xrosz555njd4jf3375ostnmdmm 1548 1 . . . work_xrosz555njd4jf3375ostnmdmm 1549 1 . . . work_xrosz555njd4jf3375ostnmdmm 1550 1 . . . work_xrosz555njd4jf3375ostnmdmm 1551 1 . . . work_xrosz555njd4jf3375ostnmdmm 1552 1 . . . work_xrosz555njd4jf3375ostnmdmm 1553 1 . . . work_xrosz555njd4jf3375ostnmdmm 1554 1 32 32 CD work_xrosz555njd4jf3375ostnmdmm 1554 2 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 1554 3 Concatenation Concatenation NNP work_xrosz555njd4jf3375ostnmdmm 1554 4 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1554 5 . . . work_xrosz555njd4jf3375ostnmdmm 1555 1 . . . work_xrosz555njd4jf3375ostnmdmm 1556 1 . . . work_xrosz555njd4jf3375ostnmdmm 1557 1 . . . work_xrosz555njd4jf3375ostnmdmm 1558 1 . . . work_xrosz555njd4jf3375ostnmdmm 1559 1 . . . work_xrosz555njd4jf3375ostnmdmm 1560 1 . . . work_xrosz555njd4jf3375ostnmdmm 1561 1 . . . work_xrosz555njd4jf3375ostnmdmm 1562 1 . . . work_xrosz555njd4jf3375ostnmdmm 1563 1 . . . work_xrosz555njd4jf3375ostnmdmm 1564 1 . . . work_xrosz555njd4jf3375ostnmdmm 1565 1 . . . work_xrosz555njd4jf3375ostnmdmm 1566 1 . . . work_xrosz555njd4jf3375ostnmdmm 1567 1 . . . work_xrosz555njd4jf3375ostnmdmm 1568 1 . . . work_xrosz555njd4jf3375ostnmdmm 1569 1 . . . work_xrosz555njd4jf3375ostnmdmm 1570 1 . . . work_xrosz555njd4jf3375ostnmdmm 1571 1 . . . work_xrosz555njd4jf3375ostnmdmm 1572 1 . . . work_xrosz555njd4jf3375ostnmdmm 1573 1 . . . work_xrosz555njd4jf3375ostnmdmm 1574 1 . . . work_xrosz555njd4jf3375ostnmdmm 1575 1 . . . work_xrosz555njd4jf3375ostnmdmm 1576 1 . . . work_xrosz555njd4jf3375ostnmdmm 1577 1 . . . work_xrosz555njd4jf3375ostnmdmm 1578 1 . . . work_xrosz555njd4jf3375ostnmdmm 1579 1 . . . work_xrosz555njd4jf3375ostnmdmm 1580 1 . . . work_xrosz555njd4jf3375ostnmdmm 1581 1 . . . work_xrosz555njd4jf3375ostnmdmm 1582 1 32 32 CD work_xrosz555njd4jf3375ostnmdmm 1582 2 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 1582 3 Alternation Alternation NNP work_xrosz555njd4jf3375ostnmdmm 1582 4 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1582 5 . . . work_xrosz555njd4jf3375ostnmdmm 1583 1 . . . work_xrosz555njd4jf3375ostnmdmm 1584 1 . . . work_xrosz555njd4jf3375ostnmdmm 1585 1 . . . work_xrosz555njd4jf3375ostnmdmm 1586 1 . . . work_xrosz555njd4jf3375ostnmdmm 1587 1 . . . work_xrosz555njd4jf3375ostnmdmm 1588 1 . . . work_xrosz555njd4jf3375ostnmdmm 1589 1 . . . work_xrosz555njd4jf3375ostnmdmm 1590 1 . . . work_xrosz555njd4jf3375ostnmdmm 1591 1 . . . work_xrosz555njd4jf3375ostnmdmm 1592 1 . . . work_xrosz555njd4jf3375ostnmdmm 1593 1 . . . work_xrosz555njd4jf3375ostnmdmm 1594 1 . . . work_xrosz555njd4jf3375ostnmdmm 1595 1 . . . work_xrosz555njd4jf3375ostnmdmm 1596 1 . . . work_xrosz555njd4jf3375ostnmdmm 1597 1 . . . work_xrosz555njd4jf3375ostnmdmm 1598 1 . . . work_xrosz555njd4jf3375ostnmdmm 1599 1 . . . work_xrosz555njd4jf3375ostnmdmm 1600 1 . . . work_xrosz555njd4jf3375ostnmdmm 1601 1 . . . work_xrosz555njd4jf3375ostnmdmm 1602 1 . . . work_xrosz555njd4jf3375ostnmdmm 1603 1 . . . work_xrosz555njd4jf3375ostnmdmm 1604 1 . . . work_xrosz555njd4jf3375ostnmdmm 1605 1 . . . work_xrosz555njd4jf3375ostnmdmm 1606 1 . . . work_xrosz555njd4jf3375ostnmdmm 1607 1 . . . work_xrosz555njd4jf3375ostnmdmm 1608 1 . . . work_xrosz555njd4jf3375ostnmdmm 1609 1 . . . work_xrosz555njd4jf3375ostnmdmm 1610 1 . . . work_xrosz555njd4jf3375ostnmdmm 1611 1 33 33 CD work_xrosz555njd4jf3375ostnmdmm 1611 2 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 1611 3 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 1611 4 or or CC work_xrosz555njd4jf3375ostnmdmm 1611 5 One one CD work_xrosz555njd4jf3375ostnmdmm 1611 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1611 7 . . . work_xrosz555njd4jf3375ostnmdmm 1612 1 . . . work_xrosz555njd4jf3375ostnmdmm 1613 1 . . . work_xrosz555njd4jf3375ostnmdmm 1614 1 . . . work_xrosz555njd4jf3375ostnmdmm 1615 1 . . . work_xrosz555njd4jf3375ostnmdmm 1616 1 . . . work_xrosz555njd4jf3375ostnmdmm 1617 1 . . . work_xrosz555njd4jf3375ostnmdmm 1618 1 . . . work_xrosz555njd4jf3375ostnmdmm 1619 1 . . . work_xrosz555njd4jf3375ostnmdmm 1620 1 . . . work_xrosz555njd4jf3375ostnmdmm 1621 1 . . . work_xrosz555njd4jf3375ostnmdmm 1622 1 . . . work_xrosz555njd4jf3375ostnmdmm 1623 1 . . . work_xrosz555njd4jf3375ostnmdmm 1624 1 . . . work_xrosz555njd4jf3375ostnmdmm 1625 1 . . . work_xrosz555njd4jf3375ostnmdmm 1626 1 . . . work_xrosz555njd4jf3375ostnmdmm 1627 1 . . . work_xrosz555njd4jf3375ostnmdmm 1628 1 . . . work_xrosz555njd4jf3375ostnmdmm 1629 1 . . . work_xrosz555njd4jf3375ostnmdmm 1630 1 . . . work_xrosz555njd4jf3375ostnmdmm 1631 1 . . . work_xrosz555njd4jf3375ostnmdmm 1632 1 . . . work_xrosz555njd4jf3375ostnmdmm 1633 1 . . . work_xrosz555njd4jf3375ostnmdmm 1634 1 . . . work_xrosz555njd4jf3375ostnmdmm 1635 1 . . . work_xrosz555njd4jf3375ostnmdmm 1636 1 . . . work_xrosz555njd4jf3375ostnmdmm 1637 1 . . . work_xrosz555njd4jf3375ostnmdmm 1638 1 . . . work_xrosz555njd4jf3375ostnmdmm 1639 1 . . . work_xrosz555njd4jf3375ostnmdmm 1640 1 33 33 CD work_xrosz555njd4jf3375ostnmdmm 1640 2 5.6 5.6 CD work_xrosz555njd4jf3375ostnmdmm 1640 3 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 1640 4 or or CC work_xrosz555njd4jf3375ostnmdmm 1640 5 More More JJR work_xrosz555njd4jf3375ostnmdmm 1640 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1640 7 . . . work_xrosz555njd4jf3375ostnmdmm 1641 1 . . . work_xrosz555njd4jf3375ostnmdmm 1642 1 . . . work_xrosz555njd4jf3375ostnmdmm 1643 1 . . . work_xrosz555njd4jf3375ostnmdmm 1644 1 . . . work_xrosz555njd4jf3375ostnmdmm 1645 1 . . . work_xrosz555njd4jf3375ostnmdmm 1646 1 . . . work_xrosz555njd4jf3375ostnmdmm 1647 1 . . . work_xrosz555njd4jf3375ostnmdmm 1648 1 . . . work_xrosz555njd4jf3375ostnmdmm 1649 1 . . . work_xrosz555njd4jf3375ostnmdmm 1650 1 . . . work_xrosz555njd4jf3375ostnmdmm 1651 1 . . . work_xrosz555njd4jf3375ostnmdmm 1652 1 . . . work_xrosz555njd4jf3375ostnmdmm 1653 1 . . . work_xrosz555njd4jf3375ostnmdmm 1654 1 . . . work_xrosz555njd4jf3375ostnmdmm 1655 1 . . . work_xrosz555njd4jf3375ostnmdmm 1656 1 . . . work_xrosz555njd4jf3375ostnmdmm 1657 1 . . . work_xrosz555njd4jf3375ostnmdmm 1658 1 . . . work_xrosz555njd4jf3375ostnmdmm 1659 1 . . . work_xrosz555njd4jf3375ostnmdmm 1660 1 . . . work_xrosz555njd4jf3375ostnmdmm 1661 1 . . . work_xrosz555njd4jf3375ostnmdmm 1662 1 . . . work_xrosz555njd4jf3375ostnmdmm 1663 1 . . . work_xrosz555njd4jf3375ostnmdmm 1664 1 . . . work_xrosz555njd4jf3375ostnmdmm 1665 1 . . . work_xrosz555njd4jf3375ostnmdmm 1666 1 . . . work_xrosz555njd4jf3375ostnmdmm 1667 1 . . . work_xrosz555njd4jf3375ostnmdmm 1668 1 33 33 CD work_xrosz555njd4jf3375ostnmdmm 1668 2 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 1668 3 One one CD work_xrosz555njd4jf3375ostnmdmm 1668 4 or or CC work_xrosz555njd4jf3375ostnmdmm 1668 5 More More JJR work_xrosz555njd4jf3375ostnmdmm 1668 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 1668 7 . . . work_xrosz555njd4jf3375ostnmdmm 1669 1 . . . work_xrosz555njd4jf3375ostnmdmm 1670 1 . . . work_xrosz555njd4jf3375ostnmdmm 1671 1 . . . work_xrosz555njd4jf3375ostnmdmm 1672 1 . . . work_xrosz555njd4jf3375ostnmdmm 1673 1 . . . work_xrosz555njd4jf3375ostnmdmm 1674 1 . . . work_xrosz555njd4jf3375ostnmdmm 1675 1 . . . work_xrosz555njd4jf3375ostnmdmm 1676 1 . . . work_xrosz555njd4jf3375ostnmdmm 1677 1 . . . work_xrosz555njd4jf3375ostnmdmm 1678 1 . . . work_xrosz555njd4jf3375ostnmdmm 1679 1 . . . work_xrosz555njd4jf3375ostnmdmm 1680 1 . . . work_xrosz555njd4jf3375ostnmdmm 1681 1 . . . work_xrosz555njd4jf3375ostnmdmm 1682 1 . . . work_xrosz555njd4jf3375ostnmdmm 1683 1 . . . work_xrosz555njd4jf3375ostnmdmm 1684 1 . . . work_xrosz555njd4jf3375ostnmdmm 1685 1 . . . work_xrosz555njd4jf3375ostnmdmm 1686 1 . . . work_xrosz555njd4jf3375ostnmdmm 1687 1 . . . work_xrosz555njd4jf3375ostnmdmm 1688 1 . . . work_xrosz555njd4jf3375ostnmdmm 1689 1 . . . work_xrosz555njd4jf3375ostnmdmm 1690 1 . . . work_xrosz555njd4jf3375ostnmdmm 1691 1 . . . work_xrosz555njd4jf3375ostnmdmm 1692 1 . . . work_xrosz555njd4jf3375ostnmdmm 1693 1 . . . work_xrosz555njd4jf3375ostnmdmm 1694 1 . . . work_xrosz555njd4jf3375ostnmdmm 1695 1 . . . work_xrosz555njd4jf3375ostnmdmm 1696 1 . . . work_xrosz555njd4jf3375ostnmdmm 1697 1 34 34 CD work_xrosz555njd4jf3375ostnmdmm 1697 2 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 1697 3 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 1697 4 Automata Automata NNP work_xrosz555njd4jf3375ostnmdmm 1697 5 Transducers Transducers NNPS work_xrosz555njd4jf3375ostnmdmm 1697 6 . . . work_xrosz555njd4jf3375ostnmdmm 1698 1 . . . work_xrosz555njd4jf3375ostnmdmm 1699 1 . . . work_xrosz555njd4jf3375ostnmdmm 1700 1 . . . work_xrosz555njd4jf3375ostnmdmm 1701 1 . . . work_xrosz555njd4jf3375ostnmdmm 1702 1 . . . work_xrosz555njd4jf3375ostnmdmm 1703 1 . . . work_xrosz555njd4jf3375ostnmdmm 1704 1 . . . work_xrosz555njd4jf3375ostnmdmm 1705 1 . . . work_xrosz555njd4jf3375ostnmdmm 1706 1 . . . work_xrosz555njd4jf3375ostnmdmm 1707 1 . . . work_xrosz555njd4jf3375ostnmdmm 1708 1 . . . work_xrosz555njd4jf3375ostnmdmm 1709 1 . . . work_xrosz555njd4jf3375ostnmdmm 1710 1 . . . work_xrosz555njd4jf3375ostnmdmm 1711 1 . . . work_xrosz555njd4jf3375ostnmdmm 1712 1 . . . work_xrosz555njd4jf3375ostnmdmm 1713 1 . . . work_xrosz555njd4jf3375ostnmdmm 1714 1 . . . work_xrosz555njd4jf3375ostnmdmm 1715 1 . . . work_xrosz555njd4jf3375ostnmdmm 1716 1 . . . work_xrosz555njd4jf3375ostnmdmm 1717 1 . . . work_xrosz555njd4jf3375ostnmdmm 1718 1 . . . work_xrosz555njd4jf3375ostnmdmm 1719 1 34 34 CD work_xrosz555njd4jf3375ostnmdmm 1719 2 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 1719 3 Procedure Procedure NNP work_xrosz555njd4jf3375ostnmdmm 1719 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1719 5 Finding Finding NNP work_xrosz555njd4jf3375ostnmdmm 1719 6 Technical Technical NNP work_xrosz555njd4jf3375ostnmdmm 1719 7 Terms Terms NNPS work_xrosz555njd4jf3375ostnmdmm 1719 8 . . . work_xrosz555njd4jf3375ostnmdmm 1720 1 . . . work_xrosz555njd4jf3375ostnmdmm 1721 1 . . . work_xrosz555njd4jf3375ostnmdmm 1722 1 . . . work_xrosz555njd4jf3375ostnmdmm 1723 1 . . . work_xrosz555njd4jf3375ostnmdmm 1724 1 . . . work_xrosz555njd4jf3375ostnmdmm 1725 1 . . . work_xrosz555njd4jf3375ostnmdmm 1726 1 . . . work_xrosz555njd4jf3375ostnmdmm 1727 1 . . . work_xrosz555njd4jf3375ostnmdmm 1728 1 . . . work_xrosz555njd4jf3375ostnmdmm 1729 1 . . . work_xrosz555njd4jf3375ostnmdmm 1730 1 . . . work_xrosz555njd4jf3375ostnmdmm 1731 1 . . . work_xrosz555njd4jf3375ostnmdmm 1732 1 . . . work_xrosz555njd4jf3375ostnmdmm 1733 1 . . . work_xrosz555njd4jf3375ostnmdmm 1734 1 . . . work_xrosz555njd4jf3375ostnmdmm 1735 1 . . . work_xrosz555njd4jf3375ostnmdmm 1736 1 43 43 CD work_xrosz555njd4jf3375ostnmdmm 1736 2 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 1736 3 Interface interface NN work_xrosz555njd4jf3375ostnmdmm 1736 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1736 5 Protege Protege NNP work_xrosz555njd4jf3375ostnmdmm 1736 6 . . . work_xrosz555njd4jf3375ostnmdmm 1737 1 . . . work_xrosz555njd4jf3375ostnmdmm 1738 1 . . . work_xrosz555njd4jf3375ostnmdmm 1739 1 . . . work_xrosz555njd4jf3375ostnmdmm 1740 1 . . . work_xrosz555njd4jf3375ostnmdmm 1741 1 . . . work_xrosz555njd4jf3375ostnmdmm 1742 1 . . . work_xrosz555njd4jf3375ostnmdmm 1743 1 . . . work_xrosz555njd4jf3375ostnmdmm 1744 1 . . . work_xrosz555njd4jf3375ostnmdmm 1745 1 . . . work_xrosz555njd4jf3375ostnmdmm 1746 1 . . . work_xrosz555njd4jf3375ostnmdmm 1747 1 . . . work_xrosz555njd4jf3375ostnmdmm 1748 1 . . . work_xrosz555njd4jf3375ostnmdmm 1749 1 . . . work_xrosz555njd4jf3375ostnmdmm 1750 1 . . . work_xrosz555njd4jf3375ostnmdmm 1751 1 . . . work_xrosz555njd4jf3375ostnmdmm 1752 1 . . . work_xrosz555njd4jf3375ostnmdmm 1753 1 . . . work_xrosz555njd4jf3375ostnmdmm 1754 1 . . . work_xrosz555njd4jf3375ostnmdmm 1755 1 . . . work_xrosz555njd4jf3375ostnmdmm 1756 1 . . . work_xrosz555njd4jf3375ostnmdmm 1757 1 . . . work_xrosz555njd4jf3375ostnmdmm 1758 1 . . . work_xrosz555njd4jf3375ostnmdmm 1759 1 . . . work_xrosz555njd4jf3375ostnmdmm 1760 1 . . . work_xrosz555njd4jf3375ostnmdmm 1761 1 . . . work_xrosz555njd4jf3375ostnmdmm 1762 1 . . . work_xrosz555njd4jf3375ostnmdmm 1763 1 . . . work_xrosz555njd4jf3375ostnmdmm 1764 1 44 44 CD work_xrosz555njd4jf3375ostnmdmm 1764 2 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 1764 3 Part Part NNP work_xrosz555njd4jf3375ostnmdmm 1764 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1764 5 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 1764 6 . . . work_xrosz555njd4jf3375ostnmdmm 1765 1 . . . work_xrosz555njd4jf3375ostnmdmm 1766 1 . . . work_xrosz555njd4jf3375ostnmdmm 1767 1 . . . work_xrosz555njd4jf3375ostnmdmm 1768 1 . . . work_xrosz555njd4jf3375ostnmdmm 1769 1 . . . work_xrosz555njd4jf3375ostnmdmm 1770 1 . . . work_xrosz555njd4jf3375ostnmdmm 1771 1 . . . work_xrosz555njd4jf3375ostnmdmm 1772 1 . . . work_xrosz555njd4jf3375ostnmdmm 1773 1 . . . work_xrosz555njd4jf3375ostnmdmm 1774 1 . . . work_xrosz555njd4jf3375ostnmdmm 1775 1 . . . work_xrosz555njd4jf3375ostnmdmm 1776 1 . . . work_xrosz555njd4jf3375ostnmdmm 1777 1 . . . work_xrosz555njd4jf3375ostnmdmm 1778 1 . . . work_xrosz555njd4jf3375ostnmdmm 1779 1 . . . work_xrosz555njd4jf3375ostnmdmm 1780 1 . . . work_xrosz555njd4jf3375ostnmdmm 1781 1 . . . work_xrosz555njd4jf3375ostnmdmm 1782 1 . . . work_xrosz555njd4jf3375ostnmdmm 1783 1 . . . work_xrosz555njd4jf3375ostnmdmm 1784 1 . . . work_xrosz555njd4jf3375ostnmdmm 1785 1 . . . work_xrosz555njd4jf3375ostnmdmm 1786 1 . . . work_xrosz555njd4jf3375ostnmdmm 1787 1 . . . work_xrosz555njd4jf3375ostnmdmm 1788 1 . . . work_xrosz555njd4jf3375ostnmdmm 1789 1 . . . work_xrosz555njd4jf3375ostnmdmm 1790 1 . . . work_xrosz555njd4jf3375ostnmdmm 1791 1 . . . work_xrosz555njd4jf3375ostnmdmm 1792 1 . . . work_xrosz555njd4jf3375ostnmdmm 1793 1 45 45 CD work_xrosz555njd4jf3375ostnmdmm 1793 2 vi vi NNP work_xrosz555njd4jf3375ostnmdmm 1793 3 LIST LIST NNP work_xrosz555njd4jf3375ostnmdmm 1793 4 OF of IN work_xrosz555njd4jf3375ostnmdmm 1793 5 TABLES tables NN work_xrosz555njd4jf3375ostnmdmm 1793 6 TABLE table NN work_xrosz555njd4jf3375ostnmdmm 1793 7 Page page NN work_xrosz555njd4jf3375ostnmdmm 1793 8 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 1793 9 Résumé résumé NN work_xrosz555njd4jf3375ostnmdmm 1793 10 Example example NN work_xrosz555njd4jf3375ostnmdmm 1793 11 . . . work_xrosz555njd4jf3375ostnmdmm 1794 1 . . . work_xrosz555njd4jf3375ostnmdmm 1795 1 . . . work_xrosz555njd4jf3375ostnmdmm 1796 1 . . . work_xrosz555njd4jf3375ostnmdmm 1797 1 . . . work_xrosz555njd4jf3375ostnmdmm 1798 1 . . . work_xrosz555njd4jf3375ostnmdmm 1799 1 . . . work_xrosz555njd4jf3375ostnmdmm 1800 1 . . . work_xrosz555njd4jf3375ostnmdmm 1801 1 . . . work_xrosz555njd4jf3375ostnmdmm 1802 1 . . . work_xrosz555njd4jf3375ostnmdmm 1803 1 . . . work_xrosz555njd4jf3375ostnmdmm 1804 1 . . . work_xrosz555njd4jf3375ostnmdmm 1805 1 . . . work_xrosz555njd4jf3375ostnmdmm 1806 1 . . . work_xrosz555njd4jf3375ostnmdmm 1807 1 . . . work_xrosz555njd4jf3375ostnmdmm 1808 1 . . . work_xrosz555njd4jf3375ostnmdmm 1809 1 . . . work_xrosz555njd4jf3375ostnmdmm 1810 1 . . . work_xrosz555njd4jf3375ostnmdmm 1811 1 . . . work_xrosz555njd4jf3375ostnmdmm 1812 1 . . . work_xrosz555njd4jf3375ostnmdmm 1813 1 . . . work_xrosz555njd4jf3375ostnmdmm 1814 1 . . . work_xrosz555njd4jf3375ostnmdmm 1815 1 . . . work_xrosz555njd4jf3375ostnmdmm 1816 1 . . . work_xrosz555njd4jf3375ostnmdmm 1817 1 . . . work_xrosz555njd4jf3375ostnmdmm 1818 1 . . . work_xrosz555njd4jf3375ostnmdmm 1819 1 . . . work_xrosz555njd4jf3375ostnmdmm 1820 1 . . . work_xrosz555njd4jf3375ostnmdmm 1821 1 . . . work_xrosz555njd4jf3375ostnmdmm 1822 1 3 3 CD work_xrosz555njd4jf3375ostnmdmm 1822 2 3.1 3.1 CD work_xrosz555njd4jf3375ostnmdmm 1822 3 Portions portion NNS work_xrosz555njd4jf3375ostnmdmm 1822 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1822 5 Resume Resume NNP work_xrosz555njd4jf3375ostnmdmm 1822 6 and and CC work_xrosz555njd4jf3375ostnmdmm 1822 7 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 1822 8 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 1822 9 . . . work_xrosz555njd4jf3375ostnmdmm 1823 1 . . . work_xrosz555njd4jf3375ostnmdmm 1824 1 . . . work_xrosz555njd4jf3375ostnmdmm 1825 1 . . . work_xrosz555njd4jf3375ostnmdmm 1826 1 . . . work_xrosz555njd4jf3375ostnmdmm 1827 1 . . . work_xrosz555njd4jf3375ostnmdmm 1828 1 . . . work_xrosz555njd4jf3375ostnmdmm 1829 1 . . . work_xrosz555njd4jf3375ostnmdmm 1830 1 . . . work_xrosz555njd4jf3375ostnmdmm 1831 1 . . . work_xrosz555njd4jf3375ostnmdmm 1832 1 . . . work_xrosz555njd4jf3375ostnmdmm 1833 1 . . . work_xrosz555njd4jf3375ostnmdmm 1834 1 . . . work_xrosz555njd4jf3375ostnmdmm 1835 1 . . . work_xrosz555njd4jf3375ostnmdmm 1836 1 . . . work_xrosz555njd4jf3375ostnmdmm 1837 1 . . . work_xrosz555njd4jf3375ostnmdmm 1838 1 15 15 CD work_xrosz555njd4jf3375ostnmdmm 1838 2 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 1838 3 Example example NN work_xrosz555njd4jf3375ostnmdmm 1838 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1838 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 1838 6 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 1838 7 . . . work_xrosz555njd4jf3375ostnmdmm 1839 1 . . . work_xrosz555njd4jf3375ostnmdmm 1840 1 . . . work_xrosz555njd4jf3375ostnmdmm 1841 1 . . . work_xrosz555njd4jf3375ostnmdmm 1842 1 . . . work_xrosz555njd4jf3375ostnmdmm 1843 1 . . . work_xrosz555njd4jf3375ostnmdmm 1844 1 . . . work_xrosz555njd4jf3375ostnmdmm 1845 1 . . . work_xrosz555njd4jf3375ostnmdmm 1846 1 . . . work_xrosz555njd4jf3375ostnmdmm 1847 1 . . . work_xrosz555njd4jf3375ostnmdmm 1848 1 . . . work_xrosz555njd4jf3375ostnmdmm 1849 1 . . . work_xrosz555njd4jf3375ostnmdmm 1850 1 . . . work_xrosz555njd4jf3375ostnmdmm 1851 1 . . . work_xrosz555njd4jf3375ostnmdmm 1852 1 . . . work_xrosz555njd4jf3375ostnmdmm 1853 1 . . . work_xrosz555njd4jf3375ostnmdmm 1854 1 . . . work_xrosz555njd4jf3375ostnmdmm 1855 1 . . . work_xrosz555njd4jf3375ostnmdmm 1856 1 . . . work_xrosz555njd4jf3375ostnmdmm 1857 1 . . . work_xrosz555njd4jf3375ostnmdmm 1858 1 . . . work_xrosz555njd4jf3375ostnmdmm 1859 1 . . . work_xrosz555njd4jf3375ostnmdmm 1860 1 . . . work_xrosz555njd4jf3375ostnmdmm 1861 1 24 24 CD work_xrosz555njd4jf3375ostnmdmm 1861 2 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 1861 3 All all DT work_xrosz555njd4jf3375ostnmdmm 1861 4 Words word NNS work_xrosz555njd4jf3375ostnmdmm 1861 5 Mean Mean NNP work_xrosz555njd4jf3375ostnmdmm 1861 6 Bachelors bachelor NNS work_xrosz555njd4jf3375ostnmdmm 1861 7 . . . work_xrosz555njd4jf3375ostnmdmm 1862 1 . . . work_xrosz555njd4jf3375ostnmdmm 1863 1 . . . work_xrosz555njd4jf3375ostnmdmm 1864 1 . . . work_xrosz555njd4jf3375ostnmdmm 1865 1 . . . work_xrosz555njd4jf3375ostnmdmm 1866 1 . . . work_xrosz555njd4jf3375ostnmdmm 1867 1 . . . work_xrosz555njd4jf3375ostnmdmm 1868 1 . . . work_xrosz555njd4jf3375ostnmdmm 1869 1 . . . work_xrosz555njd4jf3375ostnmdmm 1870 1 . . . work_xrosz555njd4jf3375ostnmdmm 1871 1 . . . work_xrosz555njd4jf3375ostnmdmm 1872 1 . . . work_xrosz555njd4jf3375ostnmdmm 1873 1 . . . work_xrosz555njd4jf3375ostnmdmm 1874 1 . . . work_xrosz555njd4jf3375ostnmdmm 1875 1 . . . work_xrosz555njd4jf3375ostnmdmm 1876 1 . . . work_xrosz555njd4jf3375ostnmdmm 1877 1 . . . work_xrosz555njd4jf3375ostnmdmm 1878 1 . . . work_xrosz555njd4jf3375ostnmdmm 1879 1 . . . work_xrosz555njd4jf3375ostnmdmm 1880 1 . . . work_xrosz555njd4jf3375ostnmdmm 1881 1 . . . work_xrosz555njd4jf3375ostnmdmm 1882 1 . . . work_xrosz555njd4jf3375ostnmdmm 1883 1 . . . work_xrosz555njd4jf3375ostnmdmm 1884 1 . . . work_xrosz555njd4jf3375ostnmdmm 1885 1 25 25 CD work_xrosz555njd4jf3375ostnmdmm 1885 2 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 1885 3 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 1885 4 Labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 1885 5 . . . work_xrosz555njd4jf3375ostnmdmm 1886 1 . . . work_xrosz555njd4jf3375ostnmdmm 1887 1 . . . work_xrosz555njd4jf3375ostnmdmm 1888 1 . . . work_xrosz555njd4jf3375ostnmdmm 1889 1 . . . work_xrosz555njd4jf3375ostnmdmm 1890 1 . . . work_xrosz555njd4jf3375ostnmdmm 1891 1 . . . work_xrosz555njd4jf3375ostnmdmm 1892 1 . . . work_xrosz555njd4jf3375ostnmdmm 1893 1 . . . work_xrosz555njd4jf3375ostnmdmm 1894 1 . . . work_xrosz555njd4jf3375ostnmdmm 1895 1 . . . work_xrosz555njd4jf3375ostnmdmm 1896 1 . . . work_xrosz555njd4jf3375ostnmdmm 1897 1 . . . work_xrosz555njd4jf3375ostnmdmm 1898 1 . . . work_xrosz555njd4jf3375ostnmdmm 1899 1 . . . work_xrosz555njd4jf3375ostnmdmm 1900 1 . . . work_xrosz555njd4jf3375ostnmdmm 1901 1 . . . work_xrosz555njd4jf3375ostnmdmm 1902 1 . . . work_xrosz555njd4jf3375ostnmdmm 1903 1 . . . work_xrosz555njd4jf3375ostnmdmm 1904 1 . . . work_xrosz555njd4jf3375ostnmdmm 1905 1 . . . work_xrosz555njd4jf3375ostnmdmm 1906 1 . . . work_xrosz555njd4jf3375ostnmdmm 1907 1 . . . work_xrosz555njd4jf3375ostnmdmm 1908 1 . . . work_xrosz555njd4jf3375ostnmdmm 1909 1 . . . work_xrosz555njd4jf3375ostnmdmm 1910 1 . . . work_xrosz555njd4jf3375ostnmdmm 1911 1 . . . work_xrosz555njd4jf3375ostnmdmm 1912 1 . . . work_xrosz555njd4jf3375ostnmdmm 1913 1 26 26 CD work_xrosz555njd4jf3375ostnmdmm 1913 2 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 1913 3 More More JJR work_xrosz555njd4jf3375ostnmdmm 1913 4 Labels Labels NNPS work_xrosz555njd4jf3375ostnmdmm 1913 5 . . . work_xrosz555njd4jf3375ostnmdmm 1914 1 . . . work_xrosz555njd4jf3375ostnmdmm 1915 1 . . . work_xrosz555njd4jf3375ostnmdmm 1916 1 . . . work_xrosz555njd4jf3375ostnmdmm 1917 1 . . . work_xrosz555njd4jf3375ostnmdmm 1918 1 . . . work_xrosz555njd4jf3375ostnmdmm 1919 1 . . . work_xrosz555njd4jf3375ostnmdmm 1920 1 . . . work_xrosz555njd4jf3375ostnmdmm 1921 1 . . . work_xrosz555njd4jf3375ostnmdmm 1922 1 . . . work_xrosz555njd4jf3375ostnmdmm 1923 1 . . . work_xrosz555njd4jf3375ostnmdmm 1924 1 . . . work_xrosz555njd4jf3375ostnmdmm 1925 1 . . . work_xrosz555njd4jf3375ostnmdmm 1926 1 . . . work_xrosz555njd4jf3375ostnmdmm 1927 1 . . . work_xrosz555njd4jf3375ostnmdmm 1928 1 . . . work_xrosz555njd4jf3375ostnmdmm 1929 1 . . . work_xrosz555njd4jf3375ostnmdmm 1930 1 . . . work_xrosz555njd4jf3375ostnmdmm 1931 1 . . . work_xrosz555njd4jf3375ostnmdmm 1932 1 . . . work_xrosz555njd4jf3375ostnmdmm 1933 1 . . . work_xrosz555njd4jf3375ostnmdmm 1934 1 . . . work_xrosz555njd4jf3375ostnmdmm 1935 1 . . . work_xrosz555njd4jf3375ostnmdmm 1936 1 . . . work_xrosz555njd4jf3375ostnmdmm 1937 1 . . . work_xrosz555njd4jf3375ostnmdmm 1938 1 . . . work_xrosz555njd4jf3375ostnmdmm 1939 1 . . . work_xrosz555njd4jf3375ostnmdmm 1940 1 . . . work_xrosz555njd4jf3375ostnmdmm 1941 1 . . . work_xrosz555njd4jf3375ostnmdmm 1942 1 . . . work_xrosz555njd4jf3375ostnmdmm 1943 1 . . . work_xrosz555njd4jf3375ostnmdmm 1944 1 . . . work_xrosz555njd4jf3375ostnmdmm 1945 1 26 26 CD work_xrosz555njd4jf3375ostnmdmm 1945 2 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 1945 3 Labeled label VBN work_xrosz555njd4jf3375ostnmdmm 1945 4 Sentence Sentence NNP work_xrosz555njd4jf3375ostnmdmm 1945 5 . . . work_xrosz555njd4jf3375ostnmdmm 1946 1 . . . work_xrosz555njd4jf3375ostnmdmm 1947 1 . . . work_xrosz555njd4jf3375ostnmdmm 1948 1 . . . work_xrosz555njd4jf3375ostnmdmm 1949 1 . . . work_xrosz555njd4jf3375ostnmdmm 1950 1 . . . work_xrosz555njd4jf3375ostnmdmm 1951 1 . . . work_xrosz555njd4jf3375ostnmdmm 1952 1 . . . work_xrosz555njd4jf3375ostnmdmm 1953 1 . . . work_xrosz555njd4jf3375ostnmdmm 1954 1 . . . work_xrosz555njd4jf3375ostnmdmm 1955 1 . . . work_xrosz555njd4jf3375ostnmdmm 1956 1 . . . work_xrosz555njd4jf3375ostnmdmm 1957 1 . . . work_xrosz555njd4jf3375ostnmdmm 1958 1 . . . work_xrosz555njd4jf3375ostnmdmm 1959 1 . . . work_xrosz555njd4jf3375ostnmdmm 1960 1 . . . work_xrosz555njd4jf3375ostnmdmm 1961 1 . . . work_xrosz555njd4jf3375ostnmdmm 1962 1 . . . work_xrosz555njd4jf3375ostnmdmm 1963 1 . . . work_xrosz555njd4jf3375ostnmdmm 1964 1 . . . work_xrosz555njd4jf3375ostnmdmm 1965 1 . . . work_xrosz555njd4jf3375ostnmdmm 1966 1 . . . work_xrosz555njd4jf3375ostnmdmm 1967 1 . . . work_xrosz555njd4jf3375ostnmdmm 1968 1 . . . work_xrosz555njd4jf3375ostnmdmm 1969 1 . . . work_xrosz555njd4jf3375ostnmdmm 1970 1 . . . work_xrosz555njd4jf3375ostnmdmm 1971 1 . . . work_xrosz555njd4jf3375ostnmdmm 1972 1 . . . work_xrosz555njd4jf3375ostnmdmm 1973 1 . . . work_xrosz555njd4jf3375ostnmdmm 1974 1 27 27 CD work_xrosz555njd4jf3375ostnmdmm 1974 2 5.6 5.6 CD work_xrosz555njd4jf3375ostnmdmm 1974 3 Patterns Patterns NNPS work_xrosz555njd4jf3375ostnmdmm 1974 4 to to IN work_xrosz555njd4jf3375ostnmdmm 1974 5 Match Match NNP work_xrosz555njd4jf3375ostnmdmm 1974 6 Degree Degree NNP work_xrosz555njd4jf3375ostnmdmm 1974 7 Sentences Sentences NNPS work_xrosz555njd4jf3375ostnmdmm 1974 8 . . . work_xrosz555njd4jf3375ostnmdmm 1975 1 . . . work_xrosz555njd4jf3375ostnmdmm 1976 1 . . . work_xrosz555njd4jf3375ostnmdmm 1977 1 . . . work_xrosz555njd4jf3375ostnmdmm 1978 1 . . . work_xrosz555njd4jf3375ostnmdmm 1979 1 . . . work_xrosz555njd4jf3375ostnmdmm 1980 1 . . . work_xrosz555njd4jf3375ostnmdmm 1981 1 . . . work_xrosz555njd4jf3375ostnmdmm 1982 1 . . . work_xrosz555njd4jf3375ostnmdmm 1983 1 . . . work_xrosz555njd4jf3375ostnmdmm 1984 1 . . . work_xrosz555njd4jf3375ostnmdmm 1985 1 . . . work_xrosz555njd4jf3375ostnmdmm 1986 1 . . . work_xrosz555njd4jf3375ostnmdmm 1987 1 . . . work_xrosz555njd4jf3375ostnmdmm 1988 1 . . . work_xrosz555njd4jf3375ostnmdmm 1989 1 . . . work_xrosz555njd4jf3375ostnmdmm 1990 1 . . . work_xrosz555njd4jf3375ostnmdmm 1991 1 . . . work_xrosz555njd4jf3375ostnmdmm 1992 1 . . . work_xrosz555njd4jf3375ostnmdmm 1993 1 27 27 CD work_xrosz555njd4jf3375ostnmdmm 1993 2 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 1993 3 Matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 1993 4 of of IN work_xrosz555njd4jf3375ostnmdmm 1993 5 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 1993 6 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 1993 7 . . . work_xrosz555njd4jf3375ostnmdmm 1994 1 . . . work_xrosz555njd4jf3375ostnmdmm 1995 1 . . . work_xrosz555njd4jf3375ostnmdmm 1996 1 . . . work_xrosz555njd4jf3375ostnmdmm 1997 1 . . . work_xrosz555njd4jf3375ostnmdmm 1998 1 . . . work_xrosz555njd4jf3375ostnmdmm 1999 1 . . . work_xrosz555njd4jf3375ostnmdmm 2000 1 . . . work_xrosz555njd4jf3375ostnmdmm 2001 1 . . . work_xrosz555njd4jf3375ostnmdmm 2002 1 . . . work_xrosz555njd4jf3375ostnmdmm 2003 1 . . . work_xrosz555njd4jf3375ostnmdmm 2004 1 . . . work_xrosz555njd4jf3375ostnmdmm 2005 1 . . . work_xrosz555njd4jf3375ostnmdmm 2006 1 . . . work_xrosz555njd4jf3375ostnmdmm 2007 1 . . . work_xrosz555njd4jf3375ostnmdmm 2008 1 . . . work_xrosz555njd4jf3375ostnmdmm 2009 1 . . . work_xrosz555njd4jf3375ostnmdmm 2010 1 . . . work_xrosz555njd4jf3375ostnmdmm 2011 1 . . . work_xrosz555njd4jf3375ostnmdmm 2012 1 . . . work_xrosz555njd4jf3375ostnmdmm 2013 1 . . . work_xrosz555njd4jf3375ostnmdmm 2014 1 . . . work_xrosz555njd4jf3375ostnmdmm 2015 1 . . . work_xrosz555njd4jf3375ostnmdmm 2016 1 . . . work_xrosz555njd4jf3375ostnmdmm 2017 1 . . . work_xrosz555njd4jf3375ostnmdmm 2018 1 29 29 CD work_xrosz555njd4jf3375ostnmdmm 2018 2 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 2018 3 Examples Examples NNPS work_xrosz555njd4jf3375ostnmdmm 2018 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2018 5 Matcher Matcher NNP work_xrosz555njd4jf3375ostnmdmm 2018 6 . . . work_xrosz555njd4jf3375ostnmdmm 2019 1 . . . work_xrosz555njd4jf3375ostnmdmm 2020 1 . . . work_xrosz555njd4jf3375ostnmdmm 2021 1 . . . work_xrosz555njd4jf3375ostnmdmm 2022 1 . . . work_xrosz555njd4jf3375ostnmdmm 2023 1 . . . work_xrosz555njd4jf3375ostnmdmm 2024 1 . . . work_xrosz555njd4jf3375ostnmdmm 2025 1 . . . work_xrosz555njd4jf3375ostnmdmm 2026 1 . . . work_xrosz555njd4jf3375ostnmdmm 2027 1 . . . work_xrosz555njd4jf3375ostnmdmm 2028 1 . . . work_xrosz555njd4jf3375ostnmdmm 2029 1 . . . work_xrosz555njd4jf3375ostnmdmm 2030 1 . . . work_xrosz555njd4jf3375ostnmdmm 2031 1 . . . work_xrosz555njd4jf3375ostnmdmm 2032 1 . . . work_xrosz555njd4jf3375ostnmdmm 2033 1 . . . work_xrosz555njd4jf3375ostnmdmm 2034 1 . . . work_xrosz555njd4jf3375ostnmdmm 2035 1 . . . work_xrosz555njd4jf3375ostnmdmm 2036 1 . . . work_xrosz555njd4jf3375ostnmdmm 2037 1 . . . work_xrosz555njd4jf3375ostnmdmm 2038 1 . . . work_xrosz555njd4jf3375ostnmdmm 2039 1 . . . work_xrosz555njd4jf3375ostnmdmm 2040 1 . . . work_xrosz555njd4jf3375ostnmdmm 2041 1 . . . work_xrosz555njd4jf3375ostnmdmm 2042 1 . . . work_xrosz555njd4jf3375ostnmdmm 2043 1 . . . work_xrosz555njd4jf3375ostnmdmm 2044 1 30 30 CD work_xrosz555njd4jf3375ostnmdmm 2044 2 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2044 3 Example Example NNP work_xrosz555njd4jf3375ostnmdmm 2044 4 Sentences Sentences NNPS work_xrosz555njd4jf3375ostnmdmm 2044 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2044 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2044 7 Descriptions Descriptions NNP work_xrosz555njd4jf3375ostnmdmm 2044 8 . . . work_xrosz555njd4jf3375ostnmdmm 2045 1 . . . work_xrosz555njd4jf3375ostnmdmm 2046 1 . . . work_xrosz555njd4jf3375ostnmdmm 2047 1 . . . work_xrosz555njd4jf3375ostnmdmm 2048 1 . . . work_xrosz555njd4jf3375ostnmdmm 2049 1 . . . work_xrosz555njd4jf3375ostnmdmm 2050 1 . . . work_xrosz555njd4jf3375ostnmdmm 2051 1 . . . work_xrosz555njd4jf3375ostnmdmm 2052 1 . . . work_xrosz555njd4jf3375ostnmdmm 2053 1 . . . work_xrosz555njd4jf3375ostnmdmm 2054 1 . . . work_xrosz555njd4jf3375ostnmdmm 2055 1 . . . work_xrosz555njd4jf3375ostnmdmm 2056 1 . . . work_xrosz555njd4jf3375ostnmdmm 2057 1 . . . work_xrosz555njd4jf3375ostnmdmm 2058 1 . . . work_xrosz555njd4jf3375ostnmdmm 2059 1 . . . work_xrosz555njd4jf3375ostnmdmm 2060 1 . . . work_xrosz555njd4jf3375ostnmdmm 2061 1 42 42 CD work_xrosz555njd4jf3375ostnmdmm 2061 2 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2061 3 Patterns Patterns NNPS work_xrosz555njd4jf3375ostnmdmm 2061 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2061 5 Extract extract VB work_xrosz555njd4jf3375ostnmdmm 2061 6 Terms term NNS work_xrosz555njd4jf3375ostnmdmm 2061 7 . . . work_xrosz555njd4jf3375ostnmdmm 2062 1 . . . work_xrosz555njd4jf3375ostnmdmm 2063 1 . . . work_xrosz555njd4jf3375ostnmdmm 2064 1 . . . work_xrosz555njd4jf3375ostnmdmm 2065 1 . . . work_xrosz555njd4jf3375ostnmdmm 2066 1 . . . work_xrosz555njd4jf3375ostnmdmm 2067 1 . . . work_xrosz555njd4jf3375ostnmdmm 2068 1 . . . work_xrosz555njd4jf3375ostnmdmm 2069 1 . . . work_xrosz555njd4jf3375ostnmdmm 2070 1 . . . work_xrosz555njd4jf3375ostnmdmm 2071 1 . . . work_xrosz555njd4jf3375ostnmdmm 2072 1 . . . work_xrosz555njd4jf3375ostnmdmm 2073 1 . . . work_xrosz555njd4jf3375ostnmdmm 2074 1 . . . work_xrosz555njd4jf3375ostnmdmm 2075 1 . . . work_xrosz555njd4jf3375ostnmdmm 2076 1 . . . work_xrosz555njd4jf3375ostnmdmm 2077 1 . . . work_xrosz555njd4jf3375ostnmdmm 2078 1 . . . work_xrosz555njd4jf3375ostnmdmm 2079 1 . . . work_xrosz555njd4jf3375ostnmdmm 2080 1 . . . work_xrosz555njd4jf3375ostnmdmm 2081 1 . . . work_xrosz555njd4jf3375ostnmdmm 2082 1 . . . work_xrosz555njd4jf3375ostnmdmm 2083 1 . . . work_xrosz555njd4jf3375ostnmdmm 2084 1 . . . work_xrosz555njd4jf3375ostnmdmm 2085 1 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2085 2 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2085 3 An an DT work_xrosz555njd4jf3375ostnmdmm 2085 4 Example Example NNP work_xrosz555njd4jf3375ostnmdmm 2085 5 Sentence Sentence NNP work_xrosz555njd4jf3375ostnmdmm 2085 6 Matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2085 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2085 8 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2085 9 . . . work_xrosz555njd4jf3375ostnmdmm 2086 1 . . . work_xrosz555njd4jf3375ostnmdmm 2087 1 . . . work_xrosz555njd4jf3375ostnmdmm 2088 1 . . . work_xrosz555njd4jf3375ostnmdmm 2089 1 . . . work_xrosz555njd4jf3375ostnmdmm 2090 1 . . . work_xrosz555njd4jf3375ostnmdmm 2091 1 . . . work_xrosz555njd4jf3375ostnmdmm 2092 1 . . . work_xrosz555njd4jf3375ostnmdmm 2093 1 . . . work_xrosz555njd4jf3375ostnmdmm 2094 1 . . . work_xrosz555njd4jf3375ostnmdmm 2095 1 . . . work_xrosz555njd4jf3375ostnmdmm 2096 1 . . . work_xrosz555njd4jf3375ostnmdmm 2097 1 . . . work_xrosz555njd4jf3375ostnmdmm 2098 1 . . . work_xrosz555njd4jf3375ostnmdmm 2099 1 . . . work_xrosz555njd4jf3375ostnmdmm 2100 1 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2100 2 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 2100 3 Some some DT work_xrosz555njd4jf3375ostnmdmm 2100 4 Sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2100 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2100 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2100 7 Descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2100 8 . . . work_xrosz555njd4jf3375ostnmdmm 2101 1 . . . work_xrosz555njd4jf3375ostnmdmm 2102 1 . . . work_xrosz555njd4jf3375ostnmdmm 2103 1 . . . work_xrosz555njd4jf3375ostnmdmm 2104 1 . . . work_xrosz555njd4jf3375ostnmdmm 2105 1 . . . work_xrosz555njd4jf3375ostnmdmm 2106 1 . . . work_xrosz555njd4jf3375ostnmdmm 2107 1 . . . work_xrosz555njd4jf3375ostnmdmm 2108 1 . . . work_xrosz555njd4jf3375ostnmdmm 2109 1 . . . work_xrosz555njd4jf3375ostnmdmm 2110 1 . . . work_xrosz555njd4jf3375ostnmdmm 2111 1 . . . work_xrosz555njd4jf3375ostnmdmm 2112 1 . . . work_xrosz555njd4jf3375ostnmdmm 2113 1 . . . work_xrosz555njd4jf3375ostnmdmm 2114 1 . . . work_xrosz555njd4jf3375ostnmdmm 2115 1 . . . work_xrosz555njd4jf3375ostnmdmm 2116 1 . . . work_xrosz555njd4jf3375ostnmdmm 2117 1 . . . work_xrosz555njd4jf3375ostnmdmm 2118 1 . . . work_xrosz555njd4jf3375ostnmdmm 2119 1 49 49 CD work_xrosz555njd4jf3375ostnmdmm 2119 2 7.5 7.5 CD work_xrosz555njd4jf3375ostnmdmm 2119 3 Similarities Similarities NNPS work_xrosz555njd4jf3375ostnmdmm 2119 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2119 5 Skills Skills NNPS work_xrosz555njd4jf3375ostnmdmm 2119 6 List List NNP work_xrosz555njd4jf3375ostnmdmm 2119 7 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2119 8 . . . work_xrosz555njd4jf3375ostnmdmm 2120 1 . . . work_xrosz555njd4jf3375ostnmdmm 2121 1 . . . work_xrosz555njd4jf3375ostnmdmm 2122 1 . . . work_xrosz555njd4jf3375ostnmdmm 2123 1 . . . work_xrosz555njd4jf3375ostnmdmm 2124 1 . . . work_xrosz555njd4jf3375ostnmdmm 2125 1 . . . work_xrosz555njd4jf3375ostnmdmm 2126 1 . . . work_xrosz555njd4jf3375ostnmdmm 2127 1 . . . work_xrosz555njd4jf3375ostnmdmm 2128 1 . . . work_xrosz555njd4jf3375ostnmdmm 2129 1 . . . work_xrosz555njd4jf3375ostnmdmm 2130 1 . . . work_xrosz555njd4jf3375ostnmdmm 2131 1 . . . work_xrosz555njd4jf3375ostnmdmm 2132 1 . . . work_xrosz555njd4jf3375ostnmdmm 2133 1 . . . work_xrosz555njd4jf3375ostnmdmm 2134 1 . . . work_xrosz555njd4jf3375ostnmdmm 2135 1 . . . work_xrosz555njd4jf3375ostnmdmm 2136 1 . . . work_xrosz555njd4jf3375ostnmdmm 2137 1 . . . work_xrosz555njd4jf3375ostnmdmm 2138 1 . . . work_xrosz555njd4jf3375ostnmdmm 2139 1 . . . work_xrosz555njd4jf3375ostnmdmm 2140 1 . . . work_xrosz555njd4jf3375ostnmdmm 2141 1 . . . work_xrosz555njd4jf3375ostnmdmm 2142 1 . . . work_xrosz555njd4jf3375ostnmdmm 2143 1 51 51 CD work_xrosz555njd4jf3375ostnmdmm 2143 2 7.6 7.6 CD work_xrosz555njd4jf3375ostnmdmm 2143 3 Similarities Similarities NNPS work_xrosz555njd4jf3375ostnmdmm 2143 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2143 5 Skills Skills NNP work_xrosz555njd4jf3375ostnmdmm 2143 6 List List NNP work_xrosz555njd4jf3375ostnmdmm 2143 7 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2143 8 . . . work_xrosz555njd4jf3375ostnmdmm 2144 1 . . . work_xrosz555njd4jf3375ostnmdmm 2145 1 . . . work_xrosz555njd4jf3375ostnmdmm 2146 1 . . . work_xrosz555njd4jf3375ostnmdmm 2147 1 . . . work_xrosz555njd4jf3375ostnmdmm 2148 1 . . . work_xrosz555njd4jf3375ostnmdmm 2149 1 . . . work_xrosz555njd4jf3375ostnmdmm 2150 1 . . . work_xrosz555njd4jf3375ostnmdmm 2151 1 . . . work_xrosz555njd4jf3375ostnmdmm 2152 1 . . . work_xrosz555njd4jf3375ostnmdmm 2153 1 . . . work_xrosz555njd4jf3375ostnmdmm 2154 1 . . . work_xrosz555njd4jf3375ostnmdmm 2155 1 . . . work_xrosz555njd4jf3375ostnmdmm 2156 1 . . . work_xrosz555njd4jf3375ostnmdmm 2157 1 . . . work_xrosz555njd4jf3375ostnmdmm 2158 1 . . . work_xrosz555njd4jf3375ostnmdmm 2159 1 . . . work_xrosz555njd4jf3375ostnmdmm 2160 1 . . . work_xrosz555njd4jf3375ostnmdmm 2161 1 . . . work_xrosz555njd4jf3375ostnmdmm 2162 1 . . . work_xrosz555njd4jf3375ostnmdmm 2163 1 . . . work_xrosz555njd4jf3375ostnmdmm 2164 1 . . . work_xrosz555njd4jf3375ostnmdmm 2165 1 . . . work_xrosz555njd4jf3375ostnmdmm 2166 1 . . . work_xrosz555njd4jf3375ostnmdmm 2167 1 51 51 CD work_xrosz555njd4jf3375ostnmdmm 2167 2 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 2167 3 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2167 4 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2167 5 . . . work_xrosz555njd4jf3375ostnmdmm 2168 1 . . . work_xrosz555njd4jf3375ostnmdmm 2169 1 . . . work_xrosz555njd4jf3375ostnmdmm 2170 1 . . . work_xrosz555njd4jf3375ostnmdmm 2171 1 . . . work_xrosz555njd4jf3375ostnmdmm 2172 1 . . . work_xrosz555njd4jf3375ostnmdmm 2173 1 . . . work_xrosz555njd4jf3375ostnmdmm 2174 1 . . . work_xrosz555njd4jf3375ostnmdmm 2175 1 . . . work_xrosz555njd4jf3375ostnmdmm 2176 1 . . . work_xrosz555njd4jf3375ostnmdmm 2177 1 . . . work_xrosz555njd4jf3375ostnmdmm 2178 1 . . . work_xrosz555njd4jf3375ostnmdmm 2179 1 . . . work_xrosz555njd4jf3375ostnmdmm 2180 1 . . . work_xrosz555njd4jf3375ostnmdmm 2181 1 . . . work_xrosz555njd4jf3375ostnmdmm 2182 1 . . . work_xrosz555njd4jf3375ostnmdmm 2183 1 . . . work_xrosz555njd4jf3375ostnmdmm 2184 1 . . . work_xrosz555njd4jf3375ostnmdmm 2185 1 . . . work_xrosz555njd4jf3375ostnmdmm 2186 1 . . . work_xrosz555njd4jf3375ostnmdmm 2187 1 . . . work_xrosz555njd4jf3375ostnmdmm 2188 1 . . . work_xrosz555njd4jf3375ostnmdmm 2189 1 . . . work_xrosz555njd4jf3375ostnmdmm 2190 1 . . . work_xrosz555njd4jf3375ostnmdmm 2191 1 . . . work_xrosz555njd4jf3375ostnmdmm 2192 1 . . . work_xrosz555njd4jf3375ostnmdmm 2193 1 53 53 CD work_xrosz555njd4jf3375ostnmdmm 2193 2 8.2 8.2 CD work_xrosz555njd4jf3375ostnmdmm 2193 3 Similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2193 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2193 5 Skill Skill NNP work_xrosz555njd4jf3375ostnmdmm 2193 6 List List NNP work_xrosz555njd4jf3375ostnmdmm 2193 7 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2193 8 . . . work_xrosz555njd4jf3375ostnmdmm 2194 1 . . . work_xrosz555njd4jf3375ostnmdmm 2195 1 . . . work_xrosz555njd4jf3375ostnmdmm 2196 1 . . . work_xrosz555njd4jf3375ostnmdmm 2197 1 . . . work_xrosz555njd4jf3375ostnmdmm 2198 1 . . . work_xrosz555njd4jf3375ostnmdmm 2199 1 . . . work_xrosz555njd4jf3375ostnmdmm 2200 1 . . . work_xrosz555njd4jf3375ostnmdmm 2201 1 . . . work_xrosz555njd4jf3375ostnmdmm 2202 1 . . . work_xrosz555njd4jf3375ostnmdmm 2203 1 . . . work_xrosz555njd4jf3375ostnmdmm 2204 1 . . . work_xrosz555njd4jf3375ostnmdmm 2205 1 . . . work_xrosz555njd4jf3375ostnmdmm 2206 1 . . . work_xrosz555njd4jf3375ostnmdmm 2207 1 . . . work_xrosz555njd4jf3375ostnmdmm 2208 1 . . . work_xrosz555njd4jf3375ostnmdmm 2209 1 . . . work_xrosz555njd4jf3375ostnmdmm 2210 1 . . . work_xrosz555njd4jf3375ostnmdmm 2211 1 . . . work_xrosz555njd4jf3375ostnmdmm 2212 1 . . . work_xrosz555njd4jf3375ostnmdmm 2213 1 . . . work_xrosz555njd4jf3375ostnmdmm 2214 1 . . . work_xrosz555njd4jf3375ostnmdmm 2215 1 . . . work_xrosz555njd4jf3375ostnmdmm 2216 1 . . . work_xrosz555njd4jf3375ostnmdmm 2217 1 . . . work_xrosz555njd4jf3375ostnmdmm 2218 1 53 53 CD work_xrosz555njd4jf3375ostnmdmm 2218 2 8.3 8.3 CD work_xrosz555njd4jf3375ostnmdmm 2218 3 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2218 4 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2218 5 Evaluation Evaluation NNP work_xrosz555njd4jf3375ostnmdmm 2218 6 . . . work_xrosz555njd4jf3375ostnmdmm 2219 1 . . . work_xrosz555njd4jf3375ostnmdmm 2220 1 . . . work_xrosz555njd4jf3375ostnmdmm 2221 1 . . . work_xrosz555njd4jf3375ostnmdmm 2222 1 . . . work_xrosz555njd4jf3375ostnmdmm 2223 1 . . . work_xrosz555njd4jf3375ostnmdmm 2224 1 . . . work_xrosz555njd4jf3375ostnmdmm 2225 1 . . . work_xrosz555njd4jf3375ostnmdmm 2226 1 . . . work_xrosz555njd4jf3375ostnmdmm 2227 1 . . . work_xrosz555njd4jf3375ostnmdmm 2228 1 . . . work_xrosz555njd4jf3375ostnmdmm 2229 1 . . . work_xrosz555njd4jf3375ostnmdmm 2230 1 . . . work_xrosz555njd4jf3375ostnmdmm 2231 1 . . . work_xrosz555njd4jf3375ostnmdmm 2232 1 . . . work_xrosz555njd4jf3375ostnmdmm 2233 1 . . . work_xrosz555njd4jf3375ostnmdmm 2234 1 . . . work_xrosz555njd4jf3375ostnmdmm 2235 1 . . . work_xrosz555njd4jf3375ostnmdmm 2236 1 . . . work_xrosz555njd4jf3375ostnmdmm 2237 1 . . . work_xrosz555njd4jf3375ostnmdmm 2238 1 54 54 CD work_xrosz555njd4jf3375ostnmdmm 2238 2 8.4 8.4 CD work_xrosz555njd4jf3375ostnmdmm 2238 3 HTML HTML NNP work_xrosz555njd4jf3375ostnmdmm 2238 4 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2238 5 Evaluation Evaluation NNP work_xrosz555njd4jf3375ostnmdmm 2238 6 . . . work_xrosz555njd4jf3375ostnmdmm 2239 1 . . . work_xrosz555njd4jf3375ostnmdmm 2240 1 . . . work_xrosz555njd4jf3375ostnmdmm 2241 1 . . . work_xrosz555njd4jf3375ostnmdmm 2242 1 . . . work_xrosz555njd4jf3375ostnmdmm 2243 1 . . . work_xrosz555njd4jf3375ostnmdmm 2244 1 . . . work_xrosz555njd4jf3375ostnmdmm 2245 1 . . . work_xrosz555njd4jf3375ostnmdmm 2246 1 . . . work_xrosz555njd4jf3375ostnmdmm 2247 1 . . . work_xrosz555njd4jf3375ostnmdmm 2248 1 . . . work_xrosz555njd4jf3375ostnmdmm 2249 1 . . . work_xrosz555njd4jf3375ostnmdmm 2250 1 . . . work_xrosz555njd4jf3375ostnmdmm 2251 1 . . . work_xrosz555njd4jf3375ostnmdmm 2252 1 . . . work_xrosz555njd4jf3375ostnmdmm 2253 1 . . . work_xrosz555njd4jf3375ostnmdmm 2254 1 . . . work_xrosz555njd4jf3375ostnmdmm 2255 1 . . . work_xrosz555njd4jf3375ostnmdmm 2256 1 . . . work_xrosz555njd4jf3375ostnmdmm 2257 1 . . . work_xrosz555njd4jf3375ostnmdmm 2258 1 . . . work_xrosz555njd4jf3375ostnmdmm 2259 1 . . . work_xrosz555njd4jf3375ostnmdmm 2260 1 54 54 CD work_xrosz555njd4jf3375ostnmdmm 2260 2 vii vii NN work_xrosz555njd4jf3375ostnmdmm 2260 3 8.5 8.5 CD work_xrosz555njd4jf3375ostnmdmm 2260 4 Precision Precision NNP work_xrosz555njd4jf3375ostnmdmm 2260 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2260 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2260 7 Ranking Ranking NNP work_xrosz555njd4jf3375ostnmdmm 2260 8 . . . work_xrosz555njd4jf3375ostnmdmm 2261 1 . . . work_xrosz555njd4jf3375ostnmdmm 2262 1 . . . work_xrosz555njd4jf3375ostnmdmm 2263 1 . . . work_xrosz555njd4jf3375ostnmdmm 2264 1 . . . work_xrosz555njd4jf3375ostnmdmm 2265 1 . . . work_xrosz555njd4jf3375ostnmdmm 2266 1 . . . work_xrosz555njd4jf3375ostnmdmm 2267 1 . . . work_xrosz555njd4jf3375ostnmdmm 2268 1 . . . work_xrosz555njd4jf3375ostnmdmm 2269 1 . . . work_xrosz555njd4jf3375ostnmdmm 2270 1 . . . work_xrosz555njd4jf3375ostnmdmm 2271 1 . . . work_xrosz555njd4jf3375ostnmdmm 2272 1 . . . work_xrosz555njd4jf3375ostnmdmm 2273 1 . . . work_xrosz555njd4jf3375ostnmdmm 2274 1 . . . work_xrosz555njd4jf3375ostnmdmm 2275 1 . . . work_xrosz555njd4jf3375ostnmdmm 2276 1 . . . work_xrosz555njd4jf3375ostnmdmm 2277 1 . . . work_xrosz555njd4jf3375ostnmdmm 2278 1 . . . work_xrosz555njd4jf3375ostnmdmm 2279 1 . . . work_xrosz555njd4jf3375ostnmdmm 2280 1 . . . work_xrosz555njd4jf3375ostnmdmm 2281 1 . . . work_xrosz555njd4jf3375ostnmdmm 2282 1 . . . work_xrosz555njd4jf3375ostnmdmm 2283 1 . . . work_xrosz555njd4jf3375ostnmdmm 2284 1 57 57 CD work_xrosz555njd4jf3375ostnmdmm 2284 2 8.6 8.6 CD work_xrosz555njd4jf3375ostnmdmm 2284 3 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2284 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2284 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2284 6 Ranking Ranking NNP work_xrosz555njd4jf3375ostnmdmm 2284 7 . . . work_xrosz555njd4jf3375ostnmdmm 2285 1 . . . work_xrosz555njd4jf3375ostnmdmm 2286 1 . . . work_xrosz555njd4jf3375ostnmdmm 2287 1 . . . work_xrosz555njd4jf3375ostnmdmm 2288 1 . . . work_xrosz555njd4jf3375ostnmdmm 2289 1 . . . work_xrosz555njd4jf3375ostnmdmm 2290 1 . . . work_xrosz555njd4jf3375ostnmdmm 2291 1 . . . work_xrosz555njd4jf3375ostnmdmm 2292 1 . . . work_xrosz555njd4jf3375ostnmdmm 2293 1 . . . work_xrosz555njd4jf3375ostnmdmm 2294 1 . . . work_xrosz555njd4jf3375ostnmdmm 2295 1 . . . work_xrosz555njd4jf3375ostnmdmm 2296 1 . . . work_xrosz555njd4jf3375ostnmdmm 2297 1 . . . work_xrosz555njd4jf3375ostnmdmm 2298 1 . . . work_xrosz555njd4jf3375ostnmdmm 2299 1 . . . work_xrosz555njd4jf3375ostnmdmm 2300 1 . . . work_xrosz555njd4jf3375ostnmdmm 2301 1 . . . work_xrosz555njd4jf3375ostnmdmm 2302 1 . . . work_xrosz555njd4jf3375ostnmdmm 2303 1 . . . work_xrosz555njd4jf3375ostnmdmm 2304 1 . . . work_xrosz555njd4jf3375ostnmdmm 2305 1 . . . work_xrosz555njd4jf3375ostnmdmm 2306 1 . . . work_xrosz555njd4jf3375ostnmdmm 2307 1 . . . work_xrosz555njd4jf3375ostnmdmm 2308 1 . . . work_xrosz555njd4jf3375ostnmdmm 2309 1 . . . work_xrosz555njd4jf3375ostnmdmm 2310 1 57 57 CD work_xrosz555njd4jf3375ostnmdmm 2310 2 8.7 8.7 CD work_xrosz555njd4jf3375ostnmdmm 2310 3 Comparison Comparison NNP work_xrosz555njd4jf3375ostnmdmm 2310 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2310 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2310 6 Two two CD work_xrosz555njd4jf3375ostnmdmm 2310 7 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2310 8 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2310 9 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2310 10 Developer Developer NNP work_xrosz555njd4jf3375ostnmdmm 2310 11 . . . work_xrosz555njd4jf3375ostnmdmm 2311 1 . . . work_xrosz555njd4jf3375ostnmdmm 2312 1 . . . work_xrosz555njd4jf3375ostnmdmm 2313 1 . . . work_xrosz555njd4jf3375ostnmdmm 2314 1 . . . work_xrosz555njd4jf3375ostnmdmm 2315 1 . . . work_xrosz555njd4jf3375ostnmdmm 2316 1 . . . work_xrosz555njd4jf3375ostnmdmm 2317 1 . . . work_xrosz555njd4jf3375ostnmdmm 2318 1 . . . work_xrosz555njd4jf3375ostnmdmm 2319 1 58 58 CD work_xrosz555njd4jf3375ostnmdmm 2319 2 8.8 8.8 CD work_xrosz555njd4jf3375ostnmdmm 2319 3 Comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2319 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2319 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2319 6 Two two CD work_xrosz555njd4jf3375ostnmdmm 2319 7 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2319 8 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2319 9 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2319 10 Developer Developer NNP work_xrosz555njd4jf3375ostnmdmm 2319 11 . . . work_xrosz555njd4jf3375ostnmdmm 2320 1 . . . work_xrosz555njd4jf3375ostnmdmm 2321 1 . . . work_xrosz555njd4jf3375ostnmdmm 2322 1 . . . work_xrosz555njd4jf3375ostnmdmm 2323 1 . . . work_xrosz555njd4jf3375ostnmdmm 2324 1 . . . work_xrosz555njd4jf3375ostnmdmm 2325 1 . . . work_xrosz555njd4jf3375ostnmdmm 2326 1 58 58 CD work_xrosz555njd4jf3375ostnmdmm 2326 2 8.9 8.9 CD work_xrosz555njd4jf3375ostnmdmm 2326 3 Comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2326 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2326 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2326 6 Two two CD work_xrosz555njd4jf3375ostnmdmm 2326 7 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2326 8 - - : work_xrosz555njd4jf3375ostnmdmm 2326 9 Average Average NNP work_xrosz555njd4jf3375ostnmdmm 2326 10 . . . work_xrosz555njd4jf3375ostnmdmm 2327 1 . . . work_xrosz555njd4jf3375ostnmdmm 2328 1 . . . work_xrosz555njd4jf3375ostnmdmm 2329 1 . . . work_xrosz555njd4jf3375ostnmdmm 2330 1 . . . work_xrosz555njd4jf3375ostnmdmm 2331 1 . . . work_xrosz555njd4jf3375ostnmdmm 2332 1 . . . work_xrosz555njd4jf3375ostnmdmm 2333 1 . . . work_xrosz555njd4jf3375ostnmdmm 2334 1 . . . work_xrosz555njd4jf3375ostnmdmm 2335 1 . . . work_xrosz555njd4jf3375ostnmdmm 2336 1 . . . work_xrosz555njd4jf3375ostnmdmm 2337 1 . . . work_xrosz555njd4jf3375ostnmdmm 2338 1 . . . work_xrosz555njd4jf3375ostnmdmm 2339 1 59 59 CD work_xrosz555njd4jf3375ostnmdmm 2339 2 viii viii JJ work_xrosz555njd4jf3375ostnmdmm 2339 3 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2339 4 . . . work_xrosz555njd4jf3375ostnmdmm 2340 1 INTRODUCTION introduction NN work_xrosz555njd4jf3375ostnmdmm 2340 2 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 2340 3 Motivation Motivation NNP work_xrosz555njd4jf3375ostnmdmm 2340 4 Currently currently RB work_xrosz555njd4jf3375ostnmdmm 2340 5 one one CD work_xrosz555njd4jf3375ostnmdmm 2340 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2340 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2340 8 main main JJ work_xrosz555njd4jf3375ostnmdmm 2340 9 channels channel NNS work_xrosz555njd4jf3375ostnmdmm 2340 10 for for IN work_xrosz555njd4jf3375ostnmdmm 2340 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2340 12 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2340 13 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2340 14 online online JJ work_xrosz555njd4jf3375ostnmdmm 2340 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2340 16 finding finding NN work_xrosz555njd4jf3375ostnmdmm 2340 17 web web NN work_xrosz555njd4jf3375ostnmdmm 2340 18 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2340 19 , , , work_xrosz555njd4jf3375ostnmdmm 2340 20 like like IN work_xrosz555njd4jf3375ostnmdmm 2340 21 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2340 22 or or CC work_xrosz555njd4jf3375ostnmdmm 2340 23 Monster monster NN work_xrosz555njd4jf3375ostnmdmm 2340 24 etc etc FW work_xrosz555njd4jf3375ostnmdmm 2340 25 , , , work_xrosz555njd4jf3375ostnmdmm 2340 26 that that WDT work_xrosz555njd4jf3375ostnmdmm 2340 27 make make VBP work_xrosz555njd4jf3375ostnmdmm 2340 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2340 29 job job NN work_xrosz555njd4jf3375ostnmdmm 2340 30 finding finding NN work_xrosz555njd4jf3375ostnmdmm 2340 31 process process NN work_xrosz555njd4jf3375ostnmdmm 2340 32 easier easy JJR work_xrosz555njd4jf3375ostnmdmm 2340 33 and and CC work_xrosz555njd4jf3375ostnmdmm 2340 34 decrease decrease VB work_xrosz555njd4jf3375ostnmdmm 2340 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2340 36 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2340 37 time time NN work_xrosz555njd4jf3375ostnmdmm 2340 38 . . . work_xrosz555njd4jf3375ostnmdmm 2341 1 But but CC work_xrosz555njd4jf3375ostnmdmm 2341 2 most most JJS work_xrosz555njd4jf3375ostnmdmm 2341 3 such such JJ work_xrosz555njd4jf3375ostnmdmm 2341 4 web web NN work_xrosz555njd4jf3375ostnmdmm 2341 5 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2341 6 only only RB work_xrosz555njd4jf3375ostnmdmm 2341 7 allow allow VBP work_xrosz555njd4jf3375ostnmdmm 2341 8 users user NNS work_xrosz555njd4jf3375ostnmdmm 2341 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2341 10 use use VB work_xrosz555njd4jf3375ostnmdmm 2341 11 keywords keyword NNS work_xrosz555njd4jf3375ostnmdmm 2341 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2341 13 search search VB work_xrosz555njd4jf3375ostnmdmm 2341 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2341 15 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2341 16 , , , work_xrosz555njd4jf3375ostnmdmm 2341 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2341 18 makes make VBZ work_xrosz555njd4jf3375ostnmdmm 2341 19 job job NN work_xrosz555njd4jf3375ostnmdmm 2341 20 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2341 21 tedious tedious JJ work_xrosz555njd4jf3375ostnmdmm 2341 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2341 23 blind blind JJ work_xrosz555njd4jf3375ostnmdmm 2341 24 task task NN work_xrosz555njd4jf3375ostnmdmm 2341 25 . . . work_xrosz555njd4jf3375ostnmdmm 2342 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2342 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2342 3 , , , work_xrosz555njd4jf3375ostnmdmm 2342 4 I -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2342 5 used use VBD work_xrosz555njd4jf3375ostnmdmm 2342 6 keyword keyword NN work_xrosz555njd4jf3375ostnmdmm 2342 7 “ " `` work_xrosz555njd4jf3375ostnmdmm 2342 8 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2342 9 ” " '' work_xrosz555njd4jf3375ostnmdmm 2342 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2342 11 search search VB work_xrosz555njd4jf3375ostnmdmm 2342 12 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2342 13 with with IN work_xrosz555njd4jf3375ostnmdmm 2342 14 location location NN work_xrosz555njd4jf3375ostnmdmm 2342 15 restriction restriction NN work_xrosz555njd4jf3375ostnmdmm 2342 16 Mountain Mountain NNP work_xrosz555njd4jf3375ostnmdmm 2342 17 View View NNP work_xrosz555njd4jf3375ostnmdmm 2342 18 , , , work_xrosz555njd4jf3375ostnmdmm 2342 19 CA CA NNP work_xrosz555njd4jf3375ostnmdmm 2342 20 on on IN work_xrosz555njd4jf3375ostnmdmm 2342 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2342 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2342 23 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2342 24 site site NN work_xrosz555njd4jf3375ostnmdmm 2342 25 indeed.com indeed.com ADD work_xrosz555njd4jf3375ostnmdmm 2342 26 , , , work_xrosz555njd4jf3375ostnmdmm 2342 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2342 28 web web NN work_xrosz555njd4jf3375ostnmdmm 2342 29 site site NN work_xrosz555njd4jf3375ostnmdmm 2342 30 returned return VBD work_xrosz555njd4jf3375ostnmdmm 2342 31 about about IN work_xrosz555njd4jf3375ostnmdmm 2342 32 7,000 7,000 CD work_xrosz555njd4jf3375ostnmdmm 2342 33 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2342 34 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2342 35 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2342 36 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 2342 37 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2342 38 . . . work_xrosz555njd4jf3375ostnmdmm 2343 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2343 2 number number NN work_xrosz555njd4jf3375ostnmdmm 2343 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2343 4 results result NNS work_xrosz555njd4jf3375ostnmdmm 2343 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2343 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2343 7 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2343 8 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2343 9 huge huge JJ work_xrosz555njd4jf3375ostnmdmm 2343 10 but but CC work_xrosz555njd4jf3375ostnmdmm 2343 11 not not RB work_xrosz555njd4jf3375ostnmdmm 2343 12 well well RB work_xrosz555njd4jf3375ostnmdmm 2343 13 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2343 14 , , , work_xrosz555njd4jf3375ostnmdmm 2343 15 so so RB work_xrosz555njd4jf3375ostnmdmm 2343 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2343 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2343 18 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2343 19 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2343 20 to to TO work_xrosz555njd4jf3375ostnmdmm 2343 21 review review VB work_xrosz555njd4jf3375ostnmdmm 2343 22 every every DT work_xrosz555njd4jf3375ostnmdmm 2343 23 job job NN work_xrosz555njd4jf3375ostnmdmm 2343 24 description description NN work_xrosz555njd4jf3375ostnmdmm 2343 25 . . . work_xrosz555njd4jf3375ostnmdmm 2344 1 Since since IN work_xrosz555njd4jf3375ostnmdmm 2344 2 no no DT work_xrosz555njd4jf3375ostnmdmm 2344 3 one one NN work_xrosz555njd4jf3375ostnmdmm 2344 4 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2344 5 enough enough JJ work_xrosz555njd4jf3375ostnmdmm 2344 6 time time NN work_xrosz555njd4jf3375ostnmdmm 2344 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2344 8 read read VB work_xrosz555njd4jf3375ostnmdmm 2344 9 all all PDT work_xrosz555njd4jf3375ostnmdmm 2344 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2344 11 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2344 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2344 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2344 14 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2344 15 result result NN work_xrosz555njd4jf3375ostnmdmm 2344 16 , , , work_xrosz555njd4jf3375ostnmdmm 2344 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2344 18 actual actual JJ work_xrosz555njd4jf3375ostnmdmm 2344 19 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2344 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2344 21 job job NN work_xrosz555njd4jf3375ostnmdmm 2344 22 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2344 23 service service NN work_xrosz555njd4jf3375ostnmdmm 2344 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2344 25 low low JJ work_xrosz555njd4jf3375ostnmdmm 2344 26 . . . work_xrosz555njd4jf3375ostnmdmm 2345 1 This this DT work_xrosz555njd4jf3375ostnmdmm 2345 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2345 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2345 4 classic classic JJ work_xrosz555njd4jf3375ostnmdmm 2345 5 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2345 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2345 7 information information NN work_xrosz555njd4jf3375ostnmdmm 2345 8 overflow overflow IN work_xrosz555njd4jf3375ostnmdmm 2345 9 . . . work_xrosz555njd4jf3375ostnmdmm 2346 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2346 2 reason reason NN work_xrosz555njd4jf3375ostnmdmm 2346 3 for for IN work_xrosz555njd4jf3375ostnmdmm 2346 4 such such PDT work_xrosz555njd4jf3375ostnmdmm 2346 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2346 6 result result NN work_xrosz555njd4jf3375ostnmdmm 2346 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2346 8 because because IN work_xrosz555njd4jf3375ostnmdmm 2346 9 current current JJ work_xrosz555njd4jf3375ostnmdmm 2346 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2346 11 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2346 12 web web NN work_xrosz555njd4jf3375ostnmdmm 2346 13 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2346 14 use use VBP work_xrosz555njd4jf3375ostnmdmm 2346 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2346 16 same same JJ work_xrosz555njd4jf3375ostnmdmm 2346 17 information information NN work_xrosz555njd4jf3375ostnmdmm 2346 18 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2346 19 technology technology NN work_xrosz555njd4jf3375ostnmdmm 2346 20 like like IN work_xrosz555njd4jf3375ostnmdmm 2346 21 “ " `` work_xrosz555njd4jf3375ostnmdmm 2346 22 Inverted invert VBN work_xrosz555njd4jf3375ostnmdmm 2346 23 index index NN work_xrosz555njd4jf3375ostnmdmm 2346 24 ” " '' work_xrosz555njd4jf3375ostnmdmm 2346 25 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2346 26 53 53 CD work_xrosz555njd4jf3375ostnmdmm 2346 27 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2346 28 as as IN work_xrosz555njd4jf3375ostnmdmm 2346 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2346 30 common common JJ work_xrosz555njd4jf3375ostnmdmm 2346 31 search search NN work_xrosz555njd4jf3375ostnmdmm 2346 32 engines engine NNS work_xrosz555njd4jf3375ostnmdmm 2346 33 , , , work_xrosz555njd4jf3375ostnmdmm 2346 34 which which WDT work_xrosz555njd4jf3375ostnmdmm 2346 35 just just RB work_xrosz555njd4jf3375ostnmdmm 2346 36 use use VBP work_xrosz555njd4jf3375ostnmdmm 2346 37 keywords keyword NNS work_xrosz555njd4jf3375ostnmdmm 2346 38 to to TO work_xrosz555njd4jf3375ostnmdmm 2346 39 map map VB work_xrosz555njd4jf3375ostnmdmm 2346 40 all all PDT work_xrosz555njd4jf3375ostnmdmm 2346 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2346 42 stored stored JJ work_xrosz555njd4jf3375ostnmdmm 2346 43 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2346 44 . . . work_xrosz555njd4jf3375ostnmdmm 2347 1 Modern modern JJ work_xrosz555njd4jf3375ostnmdmm 2347 2 search search NN work_xrosz555njd4jf3375ostnmdmm 2347 3 engines engine NNS work_xrosz555njd4jf3375ostnmdmm 2347 4 all all DT work_xrosz555njd4jf3375ostnmdmm 2347 5 have have VBP work_xrosz555njd4jf3375ostnmdmm 2347 6 some some DT work_xrosz555njd4jf3375ostnmdmm 2347 7 ranking rank VBG work_xrosz555njd4jf3375ostnmdmm 2347 8 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2347 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2347 10 sort sort VB work_xrosz555njd4jf3375ostnmdmm 2347 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2347 12 search search NN work_xrosz555njd4jf3375ostnmdmm 2347 13 result result NN work_xrosz555njd4jf3375ostnmdmm 2347 14 , , , work_xrosz555njd4jf3375ostnmdmm 2347 15 like like IN work_xrosz555njd4jf3375ostnmdmm 2347 16 page page NN work_xrosz555njd4jf3375ostnmdmm 2347 17 rank rank NN work_xrosz555njd4jf3375ostnmdmm 2347 18 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2347 19 33 33 CD work_xrosz555njd4jf3375ostnmdmm 2347 20 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2347 21 , , , work_xrosz555njd4jf3375ostnmdmm 2347 22 so so IN work_xrosz555njd4jf3375ostnmdmm 2347 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2347 24 top top JJ work_xrosz555njd4jf3375ostnmdmm 2347 25 results result NNS work_xrosz555njd4jf3375ostnmdmm 2347 26 always always RB work_xrosz555njd4jf3375ostnmdmm 2347 27 be be VB work_xrosz555njd4jf3375ostnmdmm 2347 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2347 29 most most RBS work_xrosz555njd4jf3375ostnmdmm 2347 30 related related JJ work_xrosz555njd4jf3375ostnmdmm 2347 31 ones one NNS work_xrosz555njd4jf3375ostnmdmm 2347 32 . . . work_xrosz555njd4jf3375ostnmdmm 2348 1 But but CC work_xrosz555njd4jf3375ostnmdmm 2348 2 such such JJ work_xrosz555njd4jf3375ostnmdmm 2348 3 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2348 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2348 5 unavailable unavailable JJ work_xrosz555njd4jf3375ostnmdmm 2348 6 to to IN work_xrosz555njd4jf3375ostnmdmm 2348 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2348 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2348 9 search search NN work_xrosz555njd4jf3375ostnmdmm 2348 10 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2348 11 , , , work_xrosz555njd4jf3375ostnmdmm 2348 12 because because IN work_xrosz555njd4jf3375ostnmdmm 2348 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2348 14 criteria criterion NNS work_xrosz555njd4jf3375ostnmdmm 2348 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2348 16 how how WRB work_xrosz555njd4jf3375ostnmdmm 2348 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2348 18 rank rank VB work_xrosz555njd4jf3375ostnmdmm 2348 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2348 20 job job NN work_xrosz555njd4jf3375ostnmdmm 2348 21 searching searching NN work_xrosz555njd4jf3375ostnmdmm 2348 22 result result NN work_xrosz555njd4jf3375ostnmdmm 2348 23 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2348 24 very very RB work_xrosz555njd4jf3375ostnmdmm 2348 25 personalized personalize VBN work_xrosz555njd4jf3375ostnmdmm 2348 26 . . . work_xrosz555njd4jf3375ostnmdmm 2349 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2349 2 great great JJ work_xrosz555njd4jf3375ostnmdmm 2349 3 job job NN work_xrosz555njd4jf3375ostnmdmm 2349 4 opening open VBG work_xrosz555njd4jf3375ostnmdmm 2349 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2349 6 one one CD work_xrosz555njd4jf3375ostnmdmm 2349 7 job job NN work_xrosz555njd4jf3375ostnmdmm 2349 8 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2349 9 maybe maybe RB work_xrosz555njd4jf3375ostnmdmm 2349 10 looks look VBZ work_xrosz555njd4jf3375ostnmdmm 2349 11 not not RB work_xrosz555njd4jf3375ostnmdmm 2349 12 good good JJ work_xrosz555njd4jf3375ostnmdmm 2349 13 to to IN work_xrosz555njd4jf3375ostnmdmm 2349 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2349 15 other other JJ work_xrosz555njd4jf3375ostnmdmm 2349 16 , , , work_xrosz555njd4jf3375ostnmdmm 2349 17 because because IN work_xrosz555njd4jf3375ostnmdmm 2349 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2349 19 goodness goodness NN work_xrosz555njd4jf3375ostnmdmm 2349 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2349 21 a a DT work_xrosz555njd4jf3375ostnmdmm 2349 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2349 23 to to IN work_xrosz555njd4jf3375ostnmdmm 2349 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2349 25 specular specular JJ work_xrosz555njd4jf3375ostnmdmm 2349 26 job job NN work_xrosz555njd4jf3375ostnmdmm 2349 27 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2349 28 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2349 29 heavily heavily RB work_xrosz555njd4jf3375ostnmdmm 2349 30 depend depend VB work_xrosz555njd4jf3375ostnmdmm 2349 31 on on IN work_xrosz555njd4jf3375ostnmdmm 2349 32 his -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2349 33 personal personal JJ work_xrosz555njd4jf3375ostnmdmm 2349 34 background background NN work_xrosz555njd4jf3375ostnmdmm 2349 35 , , , work_xrosz555njd4jf3375ostnmdmm 2349 36 like like IN work_xrosz555njd4jf3375ostnmdmm 2349 37 his -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2349 38 education education NN work_xrosz555njd4jf3375ostnmdmm 2349 39 or or CC work_xrosz555njd4jf3375ostnmdmm 2349 40 professional professional JJ work_xrosz555njd4jf3375ostnmdmm 2349 41 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2349 42 etc etc FW work_xrosz555njd4jf3375ostnmdmm 2349 43 . . . work_xrosz555njd4jf3375ostnmdmm 2350 1 Since since IN work_xrosz555njd4jf3375ostnmdmm 2350 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2350 3 people people NNS work_xrosz555njd4jf3375ostnmdmm 2350 4 ’s ’ VBZ work_xrosz555njd4jf3375ostnmdmm 2350 5 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2350 6 contain contain VB work_xrosz555njd4jf3375ostnmdmm 2350 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2350 8 most most RBS work_xrosz555njd4jf3375ostnmdmm 2350 9 important important JJ work_xrosz555njd4jf3375ostnmdmm 2350 10 background background NN work_xrosz555njd4jf3375ostnmdmm 2350 11 information information NN work_xrosz555njd4jf3375ostnmdmm 2350 12 , , , work_xrosz555njd4jf3375ostnmdmm 2350 13 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2350 14 believe believe VBP work_xrosz555njd4jf3375ostnmdmm 2350 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2350 16 content content NN work_xrosz555njd4jf3375ostnmdmm 2350 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2350 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2350 19 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2350 20 could could MD work_xrosz555njd4jf3375ostnmdmm 2350 21 be be VB work_xrosz555njd4jf3375ostnmdmm 2350 22 used use VBN work_xrosz555njd4jf3375ostnmdmm 2350 23 to to TO work_xrosz555njd4jf3375ostnmdmm 2350 24 rank rank VB work_xrosz555njd4jf3375ostnmdmm 2350 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2350 26 job job NN work_xrosz555njd4jf3375ostnmdmm 2350 27 openings opening NNS work_xrosz555njd4jf3375ostnmdmm 2350 28 . . . work_xrosz555njd4jf3375ostnmdmm 2351 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2351 2 give give VBP work_xrosz555njd4jf3375ostnmdmm 2351 3 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2351 4 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2351 5 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 2351 6 : : : work_xrosz555njd4jf3375ostnmdmm 2351 7 Search Search NNP work_xrosz555njd4jf3375ostnmdmm 2351 8 Result Result NNP work_xrosz555njd4jf3375ostnmdmm 2351 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2351 10 Indeed.com Indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 2351 11 an an DT work_xrosz555njd4jf3375ostnmdmm 2351 12 example example NN work_xrosz555njd4jf3375ostnmdmm 2351 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2351 14 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2351 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2351 16 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2351 17 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 2351 18 . . . work_xrosz555njd4jf3375ostnmdmm 2352 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2352 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2352 3 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 2352 4 , , , work_xrosz555njd4jf3375ostnmdmm 2352 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2352 6 created create VBD work_xrosz555njd4jf3375ostnmdmm 2352 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2352 8 web web NN work_xrosz555njd4jf3375ostnmdmm 2352 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2352 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2352 11 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2352 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2352 13 résumés résumés NN work_xrosz555njd4jf3375ostnmdmm 2352 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2352 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2352 16 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2352 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2352 18 find find VB work_xrosz555njd4jf3375ostnmdmm 2352 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2352 20 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2352 21 that that WDT work_xrosz555njd4jf3375ostnmdmm 2352 22 match match VBP work_xrosz555njd4jf3375ostnmdmm 2352 23 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2352 24 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2352 25 best well RBS work_xrosz555njd4jf3375ostnmdmm 2352 26 . . . work_xrosz555njd4jf3375ostnmdmm 2353 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2353 2 main main JJ work_xrosz555njd4jf3375ostnmdmm 2353 3 idea idea NN work_xrosz555njd4jf3375ostnmdmm 2353 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2353 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2353 6 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2353 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2353 8 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2353 9 between between IN work_xrosz555njd4jf3375ostnmdmm 2353 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2353 11 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2353 12 model model NN work_xrosz555njd4jf3375ostnmdmm 2353 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2353 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2353 15 models model NNS work_xrosz555njd4jf3375ostnmdmm 2353 16 , , , work_xrosz555njd4jf3375ostnmdmm 2353 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2353 18 should should MD work_xrosz555njd4jf3375ostnmdmm 2353 19 be be VB work_xrosz555njd4jf3375ostnmdmm 2353 20 generated generate VBN work_xrosz555njd4jf3375ostnmdmm 2353 21 from from IN work_xrosz555njd4jf3375ostnmdmm 2353 22 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2353 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2353 24 job job NN work_xrosz555njd4jf3375ostnmdmm 2353 25 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2353 26 . . . work_xrosz555njd4jf3375ostnmdmm 2354 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2354 2 want want VBP work_xrosz555njd4jf3375ostnmdmm 2354 3 to to TO work_xrosz555njd4jf3375ostnmdmm 2354 4 transfer transfer VB work_xrosz555njd4jf3375ostnmdmm 2354 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2354 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2354 7 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2354 8 task task NN work_xrosz555njd4jf3375ostnmdmm 2354 9 from from IN work_xrosz555njd4jf3375ostnmdmm 2354 10 key key JJ work_xrosz555njd4jf3375ostnmdmm 2354 11 word word NN work_xrosz555njd4jf3375ostnmdmm 2354 12 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2354 13 to to IN work_xrosz555njd4jf3375ostnmdmm 2354 14 candidate candidate VB work_xrosz555njd4jf3375ostnmdmm 2354 15 model model NN work_xrosz555njd4jf3375ostnmdmm 2354 16 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2354 17 . . . work_xrosz555njd4jf3375ostnmdmm 2355 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2355 2 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2355 3 result result NN work_xrosz555njd4jf3375ostnmdmm 2355 4 should should MD work_xrosz555njd4jf3375ostnmdmm 2355 5 be be VB work_xrosz555njd4jf3375ostnmdmm 2355 6 sorted sort VBN work_xrosz555njd4jf3375ostnmdmm 2355 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2355 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2355 9 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2355 10 score score NN work_xrosz555njd4jf3375ostnmdmm 2355 11 , , , work_xrosz555njd4jf3375ostnmdmm 2355 12 higher high JJR work_xrosz555njd4jf3375ostnmdmm 2355 13 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2355 14 score score NN work_xrosz555njd4jf3375ostnmdmm 2355 15 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2355 16 a a DT work_xrosz555njd4jf3375ostnmdmm 2355 17 better well JJR work_xrosz555njd4jf3375ostnmdmm 2355 18 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2355 19 . . . work_xrosz555njd4jf3375ostnmdmm 2356 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2356 2 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2356 3 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2356 4 does do VBZ work_xrosz555njd4jf3375ostnmdmm 2356 5 not not RB work_xrosz555njd4jf3375ostnmdmm 2356 6 only only RB work_xrosz555njd4jf3375ostnmdmm 2356 7 help help VB work_xrosz555njd4jf3375ostnmdmm 2356 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2356 9 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2356 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2356 11 find find VB work_xrosz555njd4jf3375ostnmdmm 2356 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2356 13 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2356 14 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2356 15 , , , work_xrosz555njd4jf3375ostnmdmm 2356 16 but but CC work_xrosz555njd4jf3375ostnmdmm 2356 17 also also RB work_xrosz555njd4jf3375ostnmdmm 2356 18 offers offer VBZ work_xrosz555njd4jf3375ostnmdmm 2356 19 priority priority NN work_xrosz555njd4jf3375ostnmdmm 2356 20 to to IN work_xrosz555njd4jf3375ostnmdmm 2356 21 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2356 22 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2356 23 18 18 CD work_xrosz555njd4jf3375ostnmdmm 2356 24 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2356 25 . . . work_xrosz555njd4jf3375ostnmdmm 2357 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2357 2 job job NN work_xrosz555njd4jf3375ostnmdmm 2357 3 with with IN work_xrosz555njd4jf3375ostnmdmm 2357 4 higher high JJR work_xrosz555njd4jf3375ostnmdmm 2357 5 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2357 6 score score NN work_xrosz555njd4jf3375ostnmdmm 2357 7 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2357 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2357 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2357 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2357 11 more more RBR work_xrosz555njd4jf3375ostnmdmm 2357 12 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2357 13 to to IN work_xrosz555njd4jf3375ostnmdmm 2357 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2357 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2357 16 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2357 17 , , , work_xrosz555njd4jf3375ostnmdmm 2357 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2357 19 if if IN work_xrosz555njd4jf3375ostnmdmm 2357 20 he -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2357 21 applies apply VBZ work_xrosz555njd4jf3375ostnmdmm 2357 22 to to IN work_xrosz555njd4jf3375ostnmdmm 2357 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2357 24 job job NN work_xrosz555njd4jf3375ostnmdmm 2357 25 , , , work_xrosz555njd4jf3375ostnmdmm 2357 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2357 27 chance chance NN work_xrosz555njd4jf3375ostnmdmm 2357 28 of of IN work_xrosz555njd4jf3375ostnmdmm 2357 29 getting get VBG work_xrosz555njd4jf3375ostnmdmm 2357 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2357 31 interview interview NN work_xrosz555njd4jf3375ostnmdmm 2357 32 will will MD work_xrosz555njd4jf3375ostnmdmm 2357 33 be be VB work_xrosz555njd4jf3375ostnmdmm 2357 34 higher high JJR work_xrosz555njd4jf3375ostnmdmm 2357 35 as as RB work_xrosz555njd4jf3375ostnmdmm 2357 36 well well RB work_xrosz555njd4jf3375ostnmdmm 2357 37 . . . work_xrosz555njd4jf3375ostnmdmm 2358 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2358 2 1.2 1.2 CD work_xrosz555njd4jf3375ostnmdmm 2358 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2358 4 how how WRB work_xrosz555njd4jf3375ostnmdmm 2358 5 this this DT work_xrosz555njd4jf3375ostnmdmm 2358 6 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2358 7 works work VBZ work_xrosz555njd4jf3375ostnmdmm 2358 8 . . . work_xrosz555njd4jf3375ostnmdmm 2359 1 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2359 2 Table table NN work_xrosz555njd4jf3375ostnmdmm 2359 3 1.1 1.1 CD work_xrosz555njd4jf3375ostnmdmm 2359 4 : : : work_xrosz555njd4jf3375ostnmdmm 2359 5 Résumé Résumé NNP work_xrosz555njd4jf3375ostnmdmm 2359 6 Example Example NNP work_xrosz555njd4jf3375ostnmdmm 2359 7 Ryan Ryan NNP work_xrosz555njd4jf3375ostnmdmm 2359 8 Richman Richman NNP work_xrosz555njd4jf3375ostnmdmm 2359 9 WORK WORK NNP work_xrosz555njd4jf3375ostnmdmm 2359 10 EXPERIENCE EXPERIENCE NNS work_xrosz555njd4jf3375ostnmdmm 2359 11 Web Web VBD work_xrosz555njd4jf3375ostnmdmm 2359 12 Developer Developer NNP work_xrosz555njd4jf3375ostnmdmm 2359 13 Fabuso Fabuso NNP work_xrosz555njd4jf3375ostnmdmm 2359 14 / / SYM work_xrosz555njd4jf3375ostnmdmm 2359 15 Advanced Advanced NNP work_xrosz555njd4jf3375ostnmdmm 2359 16 Brain Brain NNP work_xrosz555njd4jf3375ostnmdmm 2359 17 Technologies Technologies NNPS work_xrosz555njd4jf3375ostnmdmm 2359 18 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2359 19 Ogden Ogden NNP work_xrosz555njd4jf3375ostnmdmm 2359 20 , , , work_xrosz555njd4jf3375ostnmdmm 2359 21 UT UT NNP work_xrosz555njd4jf3375ostnmdmm 2359 22 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2359 23 February February NNP work_xrosz555njd4jf3375ostnmdmm 2359 24 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2359 25 to to IN work_xrosz555njd4jf3375ostnmdmm 2359 26 Present present JJ work_xrosz555njd4jf3375ostnmdmm 2359 27 Created created JJ work_xrosz555njd4jf3375ostnmdmm 2359 28 dynamic dynamic JJ work_xrosz555njd4jf3375ostnmdmm 2359 29 custom custom NN work_xrosz555njd4jf3375ostnmdmm 2359 30 web web NN work_xrosz555njd4jf3375ostnmdmm 2359 31 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2359 32 for for IN work_xrosz555njd4jf3375ostnmdmm 2359 33 e e NNP work_xrosz555njd4jf3375ostnmdmm 2359 34 - - NN work_xrosz555njd4jf3375ostnmdmm 2359 35 commerce commerce NNP work_xrosz555njd4jf3375ostnmdmm 2359 36 and and CC work_xrosz555njd4jf3375ostnmdmm 2359 37 B2B B2B NNP work_xrosz555njd4jf3375ostnmdmm 2359 38 clients client NNS work_xrosz555njd4jf3375ostnmdmm 2359 39 . . . work_xrosz555njd4jf3375ostnmdmm 2360 1 Designed design VBN work_xrosz555njd4jf3375ostnmdmm 2360 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2360 3 edited edit VBD work_xrosz555njd4jf3375ostnmdmm 2360 4 audio audio JJ work_xrosz555njd4jf3375ostnmdmm 2360 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2360 6 visual visual JJ work_xrosz555njd4jf3375ostnmdmm 2360 7 content content NN work_xrosz555njd4jf3375ostnmdmm 2360 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2360 9 many many JJ work_xrosz555njd4jf3375ostnmdmm 2360 10 different different JJ work_xrosz555njd4jf3375ostnmdmm 2360 11 online online JJ work_xrosz555njd4jf3375ostnmdmm 2360 12 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2360 13 . . . work_xrosz555njd4jf3375ostnmdmm 2361 1 Spearheaded spearhead VBN work_xrosz555njd4jf3375ostnmdmm 2361 2 migration migration NN work_xrosz555njd4jf3375ostnmdmm 2361 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2361 4 largest large JJS work_xrosz555njd4jf3375ostnmdmm 2361 5 client client NN work_xrosz555njd4jf3375ostnmdmm 2361 6 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2361 7 website website NN work_xrosz555njd4jf3375ostnmdmm 2361 8 from from IN work_xrosz555njd4jf3375ostnmdmm 2361 9 Joomla Joomla NNP work_xrosz555njd4jf3375ostnmdmm 2361 10 platform platform NN work_xrosz555njd4jf3375ostnmdmm 2361 11 into into IN work_xrosz555njd4jf3375ostnmdmm 2361 12 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2361 13 code code NN work_xrosz555njd4jf3375ostnmdmm 2361 14 base base NN work_xrosz555njd4jf3375ostnmdmm 2361 15 . . . work_xrosz555njd4jf3375ostnmdmm 2362 1 Built build VBN work_xrosz555njd4jf3375ostnmdmm 2362 2 dynamic dynamic JJ work_xrosz555njd4jf3375ostnmdmm 2362 3 event event NN work_xrosz555njd4jf3375ostnmdmm 2362 4 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2362 5 , , , work_xrosz555njd4jf3375ostnmdmm 2362 6 document document NN work_xrosz555njd4jf3375ostnmdmm 2362 7 viewers viewer NNS work_xrosz555njd4jf3375ostnmdmm 2362 8 , , , work_xrosz555njd4jf3375ostnmdmm 2362 9 training train VBG work_xrosz555njd4jf3375ostnmdmm 2362 10 course course NN work_xrosz555njd4jf3375ostnmdmm 2362 11 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2362 12 , , , work_xrosz555njd4jf3375ostnmdmm 2362 13 shopping shopping NN work_xrosz555njd4jf3375ostnmdmm 2362 14 carts cart NNS work_xrosz555njd4jf3375ostnmdmm 2362 15 , , , work_xrosz555njd4jf3375ostnmdmm 2362 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2362 17 more more JJR work_xrosz555njd4jf3375ostnmdmm 2362 18 . . . work_xrosz555njd4jf3375ostnmdmm 2363 1 Utilized utilize VBN work_xrosz555njd4jf3375ostnmdmm 2363 2 advanced advanced JJ work_xrosz555njd4jf3375ostnmdmm 2363 3 e e NN work_xrosz555njd4jf3375ostnmdmm 2363 4 - - NN work_xrosz555njd4jf3375ostnmdmm 2363 5 mail mail NN work_xrosz555njd4jf3375ostnmdmm 2363 6 standards standard NNS work_xrosz555njd4jf3375ostnmdmm 2363 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2363 8 best good JJS work_xrosz555njd4jf3375ostnmdmm 2363 9 practices practice NNS work_xrosz555njd4jf3375ostnmdmm 2363 10 , , , work_xrosz555njd4jf3375ostnmdmm 2363 11 SQL SQL NNP work_xrosz555njd4jf3375ostnmdmm 2363 12 database database NN work_xrosz555njd4jf3375ostnmdmm 2363 13 queries query NNS work_xrosz555njd4jf3375ostnmdmm 2363 14 , , , work_xrosz555njd4jf3375ostnmdmm 2363 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2363 16 Google Google NNP work_xrosz555njd4jf3375ostnmdmm 2363 17 Analytics Analytics NNP work_xrosz555njd4jf3375ostnmdmm 2363 18 . . . work_xrosz555njd4jf3375ostnmdmm 2364 1 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2364 2 Representative Representative NNP work_xrosz555njd4jf3375ostnmdmm 2364 3 Advanced Advanced NNP work_xrosz555njd4jf3375ostnmdmm 2364 4 Brain Brain NNP work_xrosz555njd4jf3375ostnmdmm 2364 5 Technologies Technologies NNP work_xrosz555njd4jf3375ostnmdmm 2364 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2364 7 Ogden Ogden NNP work_xrosz555njd4jf3375ostnmdmm 2364 8 , , , work_xrosz555njd4jf3375ostnmdmm 2364 9 UT UT NNP work_xrosz555njd4jf3375ostnmdmm 2364 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2364 11 April April NNP work_xrosz555njd4jf3375ostnmdmm 2364 12 2011 2011 CD work_xrosz555njd4jf3375ostnmdmm 2364 13 to to IN work_xrosz555njd4jf3375ostnmdmm 2364 14 February February NNP work_xrosz555njd4jf3375ostnmdmm 2364 15 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2364 16 Provided provide VBD work_xrosz555njd4jf3375ostnmdmm 2364 17 internal internal JJ work_xrosz555njd4jf3375ostnmdmm 2364 18 software software NN work_xrosz555njd4jf3375ostnmdmm 2364 19 / / SYM work_xrosz555njd4jf3375ostnmdmm 2364 20 hardware hardware NN work_xrosz555njd4jf3375ostnmdmm 2364 21 support support NN work_xrosz555njd4jf3375ostnmdmm 2364 22 for for IN work_xrosz555njd4jf3375ostnmdmm 2364 23 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2364 24 employees employee NNS work_xrosz555njd4jf3375ostnmdmm 2364 25 both both CC work_xrosz555njd4jf3375ostnmdmm 2364 26 in in IN work_xrosz555njd4jf3375ostnmdmm 2364 27 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2364 28 house house NN work_xrosz555njd4jf3375ostnmdmm 2364 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2364 30 remote remote JJ work_xrosz555njd4jf3375ostnmdmm 2364 31 . . . work_xrosz555njd4jf3375ostnmdmm 2365 1 Designed design VBN work_xrosz555njd4jf3375ostnmdmm 2365 2 using use VBG work_xrosz555njd4jf3375ostnmdmm 2365 3 wireframes wireframe NNS work_xrosz555njd4jf3375ostnmdmm 2365 4 , , , work_xrosz555njd4jf3375ostnmdmm 2365 5 tested test VBN work_xrosz555njd4jf3375ostnmdmm 2365 6 , , , work_xrosz555njd4jf3375ostnmdmm 2365 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2365 8 debugged debug VBD work_xrosz555njd4jf3375ostnmdmm 2365 9 web web NN work_xrosz555njd4jf3375ostnmdmm 2365 10 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2365 11 . . . work_xrosz555njd4jf3375ostnmdmm 2366 1 Constructed construct VBN work_xrosz555njd4jf3375ostnmdmm 2366 2 dynamic dynamic JJ work_xrosz555njd4jf3375ostnmdmm 2366 3 projects project NNS work_xrosz555njd4jf3375ostnmdmm 2366 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2366 5 graphic graphic JJ work_xrosz555njd4jf3375ostnmdmm 2366 6 designs design NNS work_xrosz555njd4jf3375ostnmdmm 2366 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2366 8 coordination coordination NN work_xrosz555njd4jf3375ostnmdmm 2366 9 with with IN work_xrosz555njd4jf3375ostnmdmm 2366 10 senior senior JJ work_xrosz555njd4jf3375ostnmdmm 2366 11 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2366 12 . . . work_xrosz555njd4jf3375ostnmdmm 2367 1 Created created JJ work_xrosz555njd4jf3375ostnmdmm 2367 2 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2367 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2367 4 optimized optimize VBN work_xrosz555njd4jf3375ostnmdmm 2367 5 emails email NNS work_xrosz555njd4jf3375ostnmdmm 2367 6 for for IN work_xrosz555njd4jf3375ostnmdmm 2367 7 hundreds hundred NNS work_xrosz555njd4jf3375ostnmdmm 2367 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2367 9 campaigns campaign NNS work_xrosz555njd4jf3375ostnmdmm 2367 10 . . . work_xrosz555njd4jf3375ostnmdmm 2368 1 Maintained maintained JJ work_xrosz555njd4jf3375ostnmdmm 2368 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2368 3 upgraded upgraded JJ work_xrosz555njd4jf3375ostnmdmm 2368 4 hardware hardware NN work_xrosz555njd4jf3375ostnmdmm 2368 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2368 6 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2368 7 + + SYM work_xrosz555njd4jf3375ostnmdmm 2368 8 workstations workstation NNS work_xrosz555njd4jf3375ostnmdmm 2368 9 company company NN work_xrosz555njd4jf3375ostnmdmm 2368 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2368 11 wide wide RB work_xrosz555njd4jf3375ostnmdmm 2368 12 . . . work_xrosz555njd4jf3375ostnmdmm 2369 1 Founder Founder NNP work_xrosz555njd4jf3375ostnmdmm 2369 2 / / SYM work_xrosz555njd4jf3375ostnmdmm 2369 3 Head Head NNP work_xrosz555njd4jf3375ostnmdmm 2369 4 Technician Technician NNP work_xrosz555njd4jf3375ostnmdmm 2369 5 Teton Teton NNP work_xrosz555njd4jf3375ostnmdmm 2369 6 Media Media NNP work_xrosz555njd4jf3375ostnmdmm 2369 7 Services Services NNP work_xrosz555njd4jf3375ostnmdmm 2369 8 , , , work_xrosz555njd4jf3375ostnmdmm 2369 9 LLC LLC NNP work_xrosz555njd4jf3375ostnmdmm 2369 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2369 11 Ogden Ogden NNP work_xrosz555njd4jf3375ostnmdmm 2369 12 , , , work_xrosz555njd4jf3375ostnmdmm 2369 13 UT UT NNP work_xrosz555njd4jf3375ostnmdmm 2369 14 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2369 15 October October NNP work_xrosz555njd4jf3375ostnmdmm 2369 16 2008 2008 CD work_xrosz555njd4jf3375ostnmdmm 2369 17 to to IN work_xrosz555njd4jf3375ostnmdmm 2369 18 January January NNP work_xrosz555njd4jf3375ostnmdmm 2369 19 2011 2011 CD work_xrosz555njd4jf3375ostnmdmm 2369 20 Created create VBN work_xrosz555njd4jf3375ostnmdmm 2369 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2369 22 developed develop VBD work_xrosz555njd4jf3375ostnmdmm 2369 23 websites website NNS work_xrosz555njd4jf3375ostnmdmm 2369 24 for for IN work_xrosz555njd4jf3375ostnmdmm 2369 25 personal personal JJ work_xrosz555njd4jf3375ostnmdmm 2369 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2369 27 small small JJ work_xrosz555njd4jf3375ostnmdmm 2369 28 business business NN work_xrosz555njd4jf3375ostnmdmm 2369 29 customers customer NNS work_xrosz555njd4jf3375ostnmdmm 2369 30 Sold sell VBD work_xrosz555njd4jf3375ostnmdmm 2369 31 high high JJ work_xrosz555njd4jf3375ostnmdmm 2369 32 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2369 33 speed speed NN work_xrosz555njd4jf3375ostnmdmm 2369 34 cable cable NN work_xrosz555njd4jf3375ostnmdmm 2369 35 and and CC work_xrosz555njd4jf3375ostnmdmm 2369 36 satellite satellite NN work_xrosz555njd4jf3375ostnmdmm 2369 37 internet internet NN work_xrosz555njd4jf3375ostnmdmm 2369 38 access access NN work_xrosz555njd4jf3375ostnmdmm 2369 39 on on IN work_xrosz555njd4jf3375ostnmdmm 2369 40 the the DT work_xrosz555njd4jf3375ostnmdmm 2369 41 phone phone NN work_xrosz555njd4jf3375ostnmdmm 2369 42 , , , work_xrosz555njd4jf3375ostnmdmm 2369 43 online online RB work_xrosz555njd4jf3375ostnmdmm 2369 44 and and CC work_xrosz555njd4jf3375ostnmdmm 2369 45 in in IN work_xrosz555njd4jf3375ostnmdmm 2369 46 person person NN work_xrosz555njd4jf3375ostnmdmm 2369 47 . . . work_xrosz555njd4jf3375ostnmdmm 2370 1 Installed instal VBN work_xrosz555njd4jf3375ostnmdmm 2370 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2370 3 serviced service VBN work_xrosz555njd4jf3375ostnmdmm 2370 4 high high JJ work_xrosz555njd4jf3375ostnmdmm 2370 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2370 6 speed speed NN work_xrosz555njd4jf3375ostnmdmm 2370 7 internet internet NN work_xrosz555njd4jf3375ostnmdmm 2370 8 access access NN work_xrosz555njd4jf3375ostnmdmm 2370 9 hardware hardware NN work_xrosz555njd4jf3375ostnmdmm 2370 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2370 11 residential residential JJ work_xrosz555njd4jf3375ostnmdmm 2370 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2370 13 commercial commercial JJ work_xrosz555njd4jf3375ostnmdmm 2370 14 properties property NNS work_xrosz555njd4jf3375ostnmdmm 2370 15 . . . work_xrosz555njd4jf3375ostnmdmm 2371 1 Designed design VBN work_xrosz555njd4jf3375ostnmdmm 2371 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2371 3 implemented implement VBD work_xrosz555njd4jf3375ostnmdmm 2371 4 networking networking NN work_xrosz555njd4jf3375ostnmdmm 2371 5 solutions solution NNS work_xrosz555njd4jf3375ostnmdmm 2371 6 for for IN work_xrosz555njd4jf3375ostnmdmm 2371 7 homes home NNS work_xrosz555njd4jf3375ostnmdmm 2371 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2371 9 businesses business NNS work_xrosz555njd4jf3375ostnmdmm 2371 10 . . . work_xrosz555njd4jf3375ostnmdmm 2372 1 EDUCATION EDUCATION NNP work_xrosz555njd4jf3375ostnmdmm 2372 2 Computer Computer NNP work_xrosz555njd4jf3375ostnmdmm 2372 3 Science Science NNP work_xrosz555njd4jf3375ostnmdmm 2372 4 Weber Weber NNP work_xrosz555njd4jf3375ostnmdmm 2372 5 State State NNP work_xrosz555njd4jf3375ostnmdmm 2372 6 University University NNP work_xrosz555njd4jf3375ostnmdmm 2372 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2372 8 Ogden Ogden NNP work_xrosz555njd4jf3375ostnmdmm 2372 9 , , , work_xrosz555njd4jf3375ostnmdmm 2372 10 UT UT NNP work_xrosz555njd4jf3375ostnmdmm 2372 11 2010 2010 CD work_xrosz555njd4jf3375ostnmdmm 2372 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2372 13 2013 2013 CD work_xrosz555njd4jf3375ostnmdmm 2372 14 ADDITIONAL additional JJ work_xrosz555njd4jf3375ostnmdmm 2372 15 INFORMATION INFORMATION VBN work_xrosz555njd4jf3375ostnmdmm 2372 16 Technical Technical NNP work_xrosz555njd4jf3375ostnmdmm 2372 17 Skills Skills NNPS work_xrosz555njd4jf3375ostnmdmm 2372 18 Adept Adept NNP work_xrosz555njd4jf3375ostnmdmm 2372 19 in in IN work_xrosz555njd4jf3375ostnmdmm 2372 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2372 21 use use NN work_xrosz555njd4jf3375ostnmdmm 2372 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2372 23 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2372 24 , , , work_xrosz555njd4jf3375ostnmdmm 2372 25 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2372 26 , , , work_xrosz555njd4jf3375ostnmdmm 2372 27 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2372 28 , , , work_xrosz555njd4jf3375ostnmdmm 2372 29 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2372 30 , , , work_xrosz555njd4jf3375ostnmdmm 2372 31 SQL SQL NNP work_xrosz555njd4jf3375ostnmdmm 2372 32 , , , work_xrosz555njd4jf3375ostnmdmm 2372 33 PHP PHP NNP work_xrosz555njd4jf3375ostnmdmm 2372 34 , , , work_xrosz555njd4jf3375ostnmdmm 2372 35 JSON JSON NNP work_xrosz555njd4jf3375ostnmdmm 2372 36 , , , work_xrosz555njd4jf3375ostnmdmm 2372 37 Windows Windows NNP work_xrosz555njd4jf3375ostnmdmm 2372 38 , , , work_xrosz555njd4jf3375ostnmdmm 2372 39 Win- Win- NNP work_xrosz555njd4jf3375ostnmdmm 2372 40 dows dow VBZ work_xrosz555njd4jf3375ostnmdmm 2372 41 Server Server NNP work_xrosz555njd4jf3375ostnmdmm 2372 42 , , , work_xrosz555njd4jf3375ostnmdmm 2372 43 Mac Mac NNP work_xrosz555njd4jf3375ostnmdmm 2372 44 , , , work_xrosz555njd4jf3375ostnmdmm 2372 45 and and CC work_xrosz555njd4jf3375ostnmdmm 2372 46 Photoshop Photoshop NNP work_xrosz555njd4jf3375ostnmdmm 2372 47 . . . work_xrosz555njd4jf3375ostnmdmm 2373 1 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2373 2 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2373 3 1.2 1.2 CD work_xrosz555njd4jf3375ostnmdmm 2373 4 : : : work_xrosz555njd4jf3375ostnmdmm 2373 5 Matching match VBG work_xrosz555njd4jf3375ostnmdmm 2373 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2373 7 Jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2373 8 with with IN work_xrosz555njd4jf3375ostnmdmm 2373 9 Résumé Résumé NNP work_xrosz555njd4jf3375ostnmdmm 2373 10 1.2 1.2 CD work_xrosz555njd4jf3375ostnmdmm 2373 11 Contribution Contribution NNP work_xrosz555njd4jf3375ostnmdmm 2373 12 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2373 13 make make VBP work_xrosz555njd4jf3375ostnmdmm 2373 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2373 15 following follow VBG work_xrosz555njd4jf3375ostnmdmm 2373 16 contributions contribution NNS work_xrosz555njd4jf3375ostnmdmm 2373 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2373 18 this this DT work_xrosz555njd4jf3375ostnmdmm 2373 19 work work NN work_xrosz555njd4jf3375ostnmdmm 2373 20 : : : work_xrosz555njd4jf3375ostnmdmm 2373 21 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2373 22 . . . work_xrosz555njd4jf3375ostnmdmm 2374 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2374 2 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2374 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2374 4 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2374 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2374 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2374 7 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2374 8 system system NN work_xrosz555njd4jf3375ostnmdmm 2374 9 . . . work_xrosz555njd4jf3375ostnmdmm 2375 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2375 2 . . . work_xrosz555njd4jf3375ostnmdmm 2376 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2376 2 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2376 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2376 4 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2376 5 state state NN work_xrosz555njd4jf3375ostnmdmm 2376 6 transducer transducer NN work_xrosz555njd4jf3375ostnmdmm 2376 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2376 8 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2376 9 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2376 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2376 11 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2376 12 informa- informa- JJ work_xrosz555njd4jf3375ostnmdmm 2376 13 tion tion NN work_xrosz555njd4jf3375ostnmdmm 2376 14 from from IN work_xrosz555njd4jf3375ostnmdmm 2376 15 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2376 16 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2376 17 source source NN work_xrosz555njd4jf3375ostnmdmm 2376 18 , , , work_xrosz555njd4jf3375ostnmdmm 2376 19 which which WDT work_xrosz555njd4jf3375ostnmdmm 2376 20 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2376 21 a a DT work_xrosz555njd4jf3375ostnmdmm 2376 22 lightweight lightweight JJ work_xrosz555njd4jf3375ostnmdmm 2376 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2376 24 flexible flexible JJ work_xrosz555njd4jf3375ostnmdmm 2376 25 library library NN work_xrosz555njd4jf3375ostnmdmm 2376 26 , , , work_xrosz555njd4jf3375ostnmdmm 2376 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2376 28 can can MD work_xrosz555njd4jf3375ostnmdmm 2376 29 be be VB work_xrosz555njd4jf3375ostnmdmm 2376 30 extended extend VBN work_xrosz555njd4jf3375ostnmdmm 2376 31 in in IN work_xrosz555njd4jf3375ostnmdmm 2376 32 very very RB work_xrosz555njd4jf3375ostnmdmm 2376 33 easy easy JJ work_xrosz555njd4jf3375ostnmdmm 2376 34 ways way NNS work_xrosz555njd4jf3375ostnmdmm 2376 35 . . . work_xrosz555njd4jf3375ostnmdmm 2377 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2377 2 . . . work_xrosz555njd4jf3375ostnmdmm 2378 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2378 2 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2378 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2378 4 semi semi JJ work_xrosz555njd4jf3375ostnmdmm 2378 5 - - JJ work_xrosz555njd4jf3375ostnmdmm 2378 6 automatic automatic JJ work_xrosz555njd4jf3375ostnmdmm 2378 7 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2378 8 , , , work_xrosz555njd4jf3375ostnmdmm 2378 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2378 10 can can MD work_xrosz555njd4jf3375ostnmdmm 2378 11 collect collect VB work_xrosz555njd4jf3375ostnmdmm 2378 12 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2378 13 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2378 14 from from IN work_xrosz555njd4jf3375ostnmdmm 2378 15 hr hr NNP work_xrosz555njd4jf3375ostnmdmm 2378 16 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2378 17 sources source NNS work_xrosz555njd4jf3375ostnmdmm 2378 18 , , , work_xrosz555njd4jf3375ostnmdmm 2378 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2378 20 by by IN work_xrosz555njd4jf3375ostnmdmm 2378 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2378 22 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2378 23 created create VBD work_xrosz555njd4jf3375ostnmdmm 2378 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2378 25 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2378 26 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2378 27 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2378 28 for for IN work_xrosz555njd4jf3375ostnmdmm 2378 29 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2378 30 . . . work_xrosz555njd4jf3375ostnmdmm 2379 1 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2379 2 . . . work_xrosz555njd4jf3375ostnmdmm 2380 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2380 2 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2380 3 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2380 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2380 5 based base VBN work_xrosz555njd4jf3375ostnmdmm 2380 6 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2380 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2380 8 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2380 9 , , , work_xrosz555njd4jf3375ostnmdmm 2380 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2380 11 can can MD work_xrosz555njd4jf3375ostnmdmm 2380 12 measure measure VB work_xrosz555njd4jf3375ostnmdmm 2380 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2380 14 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2380 15 between between IN work_xrosz555njd4jf3375ostnmdmm 2380 16 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2380 17 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2380 18 . . . work_xrosz555njd4jf3375ostnmdmm 2381 1 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2381 2 1.3 1.3 CD work_xrosz555njd4jf3375ostnmdmm 2381 3 Organization Organization NNP work_xrosz555njd4jf3375ostnmdmm 2381 4 The the DT work_xrosz555njd4jf3375ostnmdmm 2381 5 subsequent subsequent JJ work_xrosz555njd4jf3375ostnmdmm 2381 6 chapters chapter NNS work_xrosz555njd4jf3375ostnmdmm 2381 7 are be VBP work_xrosz555njd4jf3375ostnmdmm 2381 8 organized organize VBN work_xrosz555njd4jf3375ostnmdmm 2381 9 as as IN work_xrosz555njd4jf3375ostnmdmm 2381 10 follows follow VBZ work_xrosz555njd4jf3375ostnmdmm 2381 11 : : : work_xrosz555njd4jf3375ostnmdmm 2381 12 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2381 13 first first RB work_xrosz555njd4jf3375ostnmdmm 2381 14 describe describe VBP work_xrosz555njd4jf3375ostnmdmm 2381 15 what what WP work_xrosz555njd4jf3375ostnmdmm 2381 16 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2381 17 been be VBN work_xrosz555njd4jf3375ostnmdmm 2381 18 done do VBN work_xrosz555njd4jf3375ostnmdmm 2381 19 in in IN work_xrosz555njd4jf3375ostnmdmm 2381 20 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2381 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2381 22 prior prior JJ work_xrosz555njd4jf3375ostnmdmm 2381 23 work work NN work_xrosz555njd4jf3375ostnmdmm 2381 24 . . . work_xrosz555njd4jf3375ostnmdmm 2382 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2382 2 introduce introduce VBP work_xrosz555njd4jf3375ostnmdmm 2382 3 some some DT work_xrosz555njd4jf3375ostnmdmm 2382 4 basic basic JJ work_xrosz555njd4jf3375ostnmdmm 2382 5 conception conception NN work_xrosz555njd4jf3375ostnmdmm 2382 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2382 7 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2382 8 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2382 9 , , , work_xrosz555njd4jf3375ostnmdmm 2382 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2382 11 how how WRB work_xrosz555njd4jf3375ostnmdmm 2382 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2382 13 apply apply VB work_xrosz555njd4jf3375ostnmdmm 2382 14 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2382 15 technologies technology NNS work_xrosz555njd4jf3375ostnmdmm 2382 16 into into IN work_xrosz555njd4jf3375ostnmdmm 2382 17 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2382 18 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2382 19 Sys- Sys- NNP work_xrosz555njd4jf3375ostnmdmm 2382 20 tems tem NNS work_xrosz555njd4jf3375ostnmdmm 2382 21 . . . work_xrosz555njd4jf3375ostnmdmm 2383 1 Some some DT work_xrosz555njd4jf3375ostnmdmm 2383 2 previous previous JJ work_xrosz555njd4jf3375ostnmdmm 2383 3 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2383 4 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2383 5 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 2383 6 will will MD work_xrosz555njd4jf3375ostnmdmm 2383 7 be be VB work_xrosz555njd4jf3375ostnmdmm 2383 8 introduced introduce VBN work_xrosz555njd4jf3375ostnmdmm 2383 9 , , , work_xrosz555njd4jf3375ostnmdmm 2383 10 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2383 11 advantages advantage NNS work_xrosz555njd4jf3375ostnmdmm 2383 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2383 13 limits limit NNS work_xrosz555njd4jf3375ostnmdmm 2383 14 will will MD work_xrosz555njd4jf3375ostnmdmm 2383 15 be be VB work_xrosz555njd4jf3375ostnmdmm 2383 16 discussed discuss VBN work_xrosz555njd4jf3375ostnmdmm 2383 17 as as RB work_xrosz555njd4jf3375ostnmdmm 2383 18 well well RB work_xrosz555njd4jf3375ostnmdmm 2383 19 . . . work_xrosz555njd4jf3375ostnmdmm 2384 1 Two two CD work_xrosz555njd4jf3375ostnmdmm 2384 2 import import NN work_xrosz555njd4jf3375ostnmdmm 2384 3 problems problem NNS work_xrosz555njd4jf3375ostnmdmm 2384 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2384 5 content content NN work_xrosz555njd4jf3375ostnmdmm 2384 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2384 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2384 8 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2384 9 Rec- Rec- NNP work_xrosz555njd4jf3375ostnmdmm 2384 10 ommender ommender VBP work_xrosz555njd4jf3375ostnmdmm 2384 11 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 2384 12 , , , work_xrosz555njd4jf3375ostnmdmm 2384 13 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2384 14 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2384 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2384 16 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2384 17 Calculation Calculation NNP work_xrosz555njd4jf3375ostnmdmm 2384 18 , , , work_xrosz555njd4jf3375ostnmdmm 2384 19 will will MD work_xrosz555njd4jf3375ostnmdmm 2384 20 be be VB work_xrosz555njd4jf3375ostnmdmm 2384 21 fully fully RB work_xrosz555njd4jf3375ostnmdmm 2384 22 explained explain VBN work_xrosz555njd4jf3375ostnmdmm 2384 23 . . . work_xrosz555njd4jf3375ostnmdmm 2385 1 Then then RB work_xrosz555njd4jf3375ostnmdmm 2385 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2385 3 introduce introduce VBP work_xrosz555njd4jf3375ostnmdmm 2385 4 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2385 5 work work NN work_xrosz555njd4jf3375ostnmdmm 2385 6 , , , work_xrosz555njd4jf3375ostnmdmm 2385 7 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2385 8 , , , work_xrosz555njd4jf3375ostnmdmm 2385 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2385 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2385 11 Personalized personalized JJ work_xrosz555njd4jf3375ostnmdmm 2385 12 Résumé-Job Résumé-Job VBZ work_xrosz555njd4jf3375ostnmdmm 2385 13 Match- Match- NNP work_xrosz555njd4jf3375ostnmdmm 2385 14 ing ing NNP work_xrosz555njd4jf3375ostnmdmm 2385 15 System System NNP work_xrosz555njd4jf3375ostnmdmm 2385 16 . . . work_xrosz555njd4jf3375ostnmdmm 2386 1 First first RB work_xrosz555njd4jf3375ostnmdmm 2386 2 , , , work_xrosz555njd4jf3375ostnmdmm 2386 3 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2386 4 give give VBP work_xrosz555njd4jf3375ostnmdmm 2386 5 an an DT work_xrosz555njd4jf3375ostnmdmm 2386 6 overview overview NN work_xrosz555njd4jf3375ostnmdmm 2386 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2386 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2386 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2386 10 , , , work_xrosz555njd4jf3375ostnmdmm 2386 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2386 12 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2386 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2386 14 architecture architecture NN work_xrosz555njd4jf3375ostnmdmm 2386 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2386 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2386 17 interfaces interface NNS work_xrosz555njd4jf3375ostnmdmm 2386 18 . . . work_xrosz555njd4jf3375ostnmdmm 2387 1 Then then RB work_xrosz555njd4jf3375ostnmdmm 2387 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2387 3 explained explain VBD work_xrosz555njd4jf3375ostnmdmm 2387 4 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2387 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2387 6 how how WRB work_xrosz555njd4jf3375ostnmdmm 2387 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2387 8 resolve resolve VBP work_xrosz555njd4jf3375ostnmdmm 2387 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2387 10 problems problem NNS work_xrosz555njd4jf3375ostnmdmm 2387 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2387 12 in- in- JJ work_xrosz555njd4jf3375ostnmdmm 2387 13 formation formation NN work_xrosz555njd4jf3375ostnmdmm 2387 14 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2387 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2387 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2387 17 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2387 18 calculation calculation NN work_xrosz555njd4jf3375ostnmdmm 2387 19 . . . work_xrosz555njd4jf3375ostnmdmm 2388 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2388 2 propose propose VBP work_xrosz555njd4jf3375ostnmdmm 2388 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2388 4 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2388 5 state state NN work_xrosz555njd4jf3375ostnmdmm 2388 6 transducer transducer NN work_xrosz555njd4jf3375ostnmdmm 2388 7 library library NN work_xrosz555njd4jf3375ostnmdmm 2388 8 which which WDT work_xrosz555njd4jf3375ostnmdmm 2388 9 can can MD work_xrosz555njd4jf3375ostnmdmm 2388 10 match match VB work_xrosz555njd4jf3375ostnmdmm 2388 11 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2388 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2388 13 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2388 14 , , , work_xrosz555njd4jf3375ostnmdmm 2388 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2388 16 extracts extract VBZ work_xrosz555njd4jf3375ostnmdmm 2388 17 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2388 18 infor- infor- JJ work_xrosz555njd4jf3375ostnmdmm 2388 19 mation mation NN work_xrosz555njd4jf3375ostnmdmm 2388 20 . . . work_xrosz555njd4jf3375ostnmdmm 2389 1 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2389 2 plays play VBZ work_xrosz555njd4jf3375ostnmdmm 2389 3 an an DT work_xrosz555njd4jf3375ostnmdmm 2389 4 important important JJ work_xrosz555njd4jf3375ostnmdmm 2389 5 role role NN work_xrosz555njd4jf3375ostnmdmm 2389 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2389 7 this this DT work_xrosz555njd4jf3375ostnmdmm 2389 8 system system NN work_xrosz555njd4jf3375ostnmdmm 2389 9 . . . work_xrosz555njd4jf3375ostnmdmm 2390 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2390 2 will will MD work_xrosz555njd4jf3375ostnmdmm 2390 3 present present VB work_xrosz555njd4jf3375ostnmdmm 2390 4 how how WRB work_xrosz555njd4jf3375ostnmdmm 2390 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2390 6 construct construct VB work_xrosz555njd4jf3375ostnmdmm 2390 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2390 8 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2390 9 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2390 10 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2390 11 for for IN work_xrosz555njd4jf3375ostnmdmm 2390 12 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2390 13 . . . work_xrosz555njd4jf3375ostnmdmm 2391 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2391 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2391 3 give give VBP work_xrosz555njd4jf3375ostnmdmm 2391 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2391 5 brief brief JJ work_xrosz555njd4jf3375ostnmdmm 2391 6 review review NN work_xrosz555njd4jf3375ostnmdmm 2391 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2391 8 different different JJ work_xrosz555njd4jf3375ostnmdmm 2391 9 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2391 10 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2391 11 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2391 12 , , , work_xrosz555njd4jf3375ostnmdmm 2391 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2391 14 explain explain VB work_xrosz555njd4jf3375ostnmdmm 2391 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2391 16 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2391 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2391 18 based base VBN work_xrosz555njd4jf3375ostnmdmm 2391 19 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2391 20 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2391 21 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2391 22 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2391 23 used use VBD work_xrosz555njd4jf3375ostnmdmm 2391 24 in in IN work_xrosz555njd4jf3375ostnmdmm 2391 25 this this DT work_xrosz555njd4jf3375ostnmdmm 2391 26 system system NN work_xrosz555njd4jf3375ostnmdmm 2391 27 . . . work_xrosz555njd4jf3375ostnmdmm 2392 1 Finally finally RB work_xrosz555njd4jf3375ostnmdmm 2392 2 , , , work_xrosz555njd4jf3375ostnmdmm 2392 3 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2392 4 evaluate evaluate VBP work_xrosz555njd4jf3375ostnmdmm 2392 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2392 6 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2392 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2392 8 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2392 9 information information NN work_xrosz555njd4jf3375ostnmdmm 2392 10 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2392 11 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2392 12 . . . work_xrosz555njd4jf3375ostnmdmm 2393 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2393 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2393 3 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2393 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2393 5 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2393 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2393 7 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2393 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2393 9 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2393 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2393 11 based base VBN work_xrosz555njd4jf3375ostnmdmm 2393 12 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2393 13 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2393 14 mea- mea- NNS work_xrosz555njd4jf3375ostnmdmm 2393 15 sure sure JJ work_xrosz555njd4jf3375ostnmdmm 2393 16 . . . work_xrosz555njd4jf3375ostnmdmm 2394 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2394 2 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2394 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2394 4 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2394 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2394 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2394 7 system system NN work_xrosz555njd4jf3375ostnmdmm 2394 8 , , , work_xrosz555njd4jf3375ostnmdmm 2394 9 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2394 10 compared compare VBD work_xrosz555njd4jf3375ostnmdmm 2394 11 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2394 12 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2394 13 to to IN work_xrosz555njd4jf3375ostnmdmm 2394 14 some some DT work_xrosz555njd4jf3375ostnmdmm 2394 15 classical classical JJ work_xrosz555njd4jf3375ostnmdmm 2394 16 information information NN work_xrosz555njd4jf3375ostnmdmm 2394 17 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2394 18 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2394 19 by by IN work_xrosz555njd4jf3375ostnmdmm 2394 20 precision@k precision@k NNP work_xrosz555njd4jf3375ostnmdmm 2394 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2394 22 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2394 23 . . . work_xrosz555njd4jf3375ostnmdmm 2395 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2395 2 created create VBD work_xrosz555njd4jf3375ostnmdmm 2395 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2395 4 data data NN work_xrosz555njd4jf3375ostnmdmm 2395 5 set set NN work_xrosz555njd4jf3375ostnmdmm 2395 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2395 7 job job NN work_xrosz555njd4jf3375ostnmdmm 2395 8 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2395 9 as as IN work_xrosz555njd4jf3375ostnmdmm 2395 10 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2395 11 , , , work_xrosz555njd4jf3375ostnmdmm 2395 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2395 13 use use VB work_xrosz555njd4jf3375ostnmdmm 2395 14 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2395 15 as as IN work_xrosz555njd4jf3375ostnmdmm 2395 16 query query NN work_xrosz555njd4jf3375ostnmdmm 2395 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2395 18 retrieval retrieval VB work_xrosz555njd4jf3375ostnmdmm 2395 19 doc- doc- NN work_xrosz555njd4jf3375ostnmdmm 2395 20 uments ument NNS work_xrosz555njd4jf3375ostnmdmm 2395 21 . . . work_xrosz555njd4jf3375ostnmdmm 2396 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2396 2 result result NN work_xrosz555njd4jf3375ostnmdmm 2396 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2396 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2396 5 ranking ranking JJ work_xrosz555njd4jf3375ostnmdmm 2396 6 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2396 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2396 8 better well JJR work_xrosz555njd4jf3375ostnmdmm 2396 9 than than IN work_xrosz555njd4jf3375ostnmdmm 2396 10 other other JJ work_xrosz555njd4jf3375ostnmdmm 2396 11 information information NN work_xrosz555njd4jf3375ostnmdmm 2396 12 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2396 13 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2396 14 . . . work_xrosz555njd4jf3375ostnmdmm 2397 1 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2397 2 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2397 3 . . . work_xrosz555njd4jf3375ostnmdmm 2398 1 BACKGROUND background VB work_xrosz555njd4jf3375ostnmdmm 2398 2 Some some DT work_xrosz555njd4jf3375ostnmdmm 2398 3 scholars scholar NNS work_xrosz555njd4jf3375ostnmdmm 2398 4 found find VBD work_xrosz555njd4jf3375ostnmdmm 2398 5 that that IN work_xrosz555njd4jf3375ostnmdmm 2398 6 current current JJ work_xrosz555njd4jf3375ostnmdmm 2398 7 boolean boolean JJ work_xrosz555njd4jf3375ostnmdmm 2398 8 search search NN work_xrosz555njd4jf3375ostnmdmm 2398 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2398 10 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2398 11 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2398 12 can- can- VBP work_xrosz555njd4jf3375ostnmdmm 2398 13 not not RB work_xrosz555njd4jf3375ostnmdmm 2398 14 satisfy satisfy VB work_xrosz555njd4jf3375ostnmdmm 2398 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2398 16 complexity complexity NN work_xrosz555njd4jf3375ostnmdmm 2398 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2398 18 candidate candidate NN work_xrosz555njd4jf3375ostnmdmm 2398 19 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2398 20 job job NN work_xrosz555njd4jf3375ostnmdmm 2398 21 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2398 22 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2398 23 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2398 24 29 29 CD work_xrosz555njd4jf3375ostnmdmm 2398 25 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2398 26 . . . work_xrosz555njd4jf3375ostnmdmm 2399 1 They -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2399 2 hope hope VBP work_xrosz555njd4jf3375ostnmdmm 2399 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2399 4 system system NN work_xrosz555njd4jf3375ostnmdmm 2399 5 can can MD work_xrosz555njd4jf3375ostnmdmm 2399 6 understand understand VB work_xrosz555njd4jf3375ostnmdmm 2399 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2399 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2399 9 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2399 10 , , , work_xrosz555njd4jf3375ostnmdmm 2399 11 determine determine VB work_xrosz555njd4jf3375ostnmdmm 2399 12 which which WDT work_xrosz555njd4jf3375ostnmdmm 2399 13 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 2399 14 are be VBP work_xrosz555njd4jf3375ostnmdmm 2399 15 mandatory mandatory JJ work_xrosz555njd4jf3375ostnmdmm 2399 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2399 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2399 18 are be VBP work_xrosz555njd4jf3375ostnmdmm 2399 19 optional optional JJ work_xrosz555njd4jf3375ostnmdmm 2399 20 , , , work_xrosz555njd4jf3375ostnmdmm 2399 21 but but CC work_xrosz555njd4jf3375ostnmdmm 2399 22 preferable preferable JJ work_xrosz555njd4jf3375ostnmdmm 2399 23 . . . work_xrosz555njd4jf3375ostnmdmm 2400 1 So so RB work_xrosz555njd4jf3375ostnmdmm 2400 2 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2400 3 moved move VBD work_xrosz555njd4jf3375ostnmdmm 2400 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2400 5 use use VB work_xrosz555njd4jf3375ostnmdmm 2400 6 recom- recom- NN work_xrosz555njd4jf3375ostnmdmm 2400 7 mender mender NN work_xrosz555njd4jf3375ostnmdmm 2400 8 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2400 9 technique technique NN work_xrosz555njd4jf3375ostnmdmm 2400 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2400 11 address address VB work_xrosz555njd4jf3375ostnmdmm 2400 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2400 13 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2400 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2400 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2400 16 overflow overflow IN work_xrosz555njd4jf3375ostnmdmm 2400 17 . . . work_xrosz555njd4jf3375ostnmdmm 2401 1 Recom- recom- NN work_xrosz555njd4jf3375ostnmdmm 2401 2 mender mender NN work_xrosz555njd4jf3375ostnmdmm 2401 3 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2401 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2401 5 broadly broadly RB work_xrosz555njd4jf3375ostnmdmm 2401 6 accepted accept VBN work_xrosz555njd4jf3375ostnmdmm 2401 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2401 8 various various JJ work_xrosz555njd4jf3375ostnmdmm 2401 9 areas area NNS work_xrosz555njd4jf3375ostnmdmm 2401 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2401 11 suggest suggest VB work_xrosz555njd4jf3375ostnmdmm 2401 12 products product NNS work_xrosz555njd4jf3375ostnmdmm 2401 13 , , , work_xrosz555njd4jf3375ostnmdmm 2401 14 services service NNS work_xrosz555njd4jf3375ostnmdmm 2401 15 , , , work_xrosz555njd4jf3375ostnmdmm 2401 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2401 17 information information NN work_xrosz555njd4jf3375ostnmdmm 2401 18 items item NNS work_xrosz555njd4jf3375ostnmdmm 2401 19 to to IN work_xrosz555njd4jf3375ostnmdmm 2401 20 latent latent NN work_xrosz555njd4jf3375ostnmdmm 2401 21 customers customer NNS work_xrosz555njd4jf3375ostnmdmm 2401 22 . . . work_xrosz555njd4jf3375ostnmdmm 2402 1 2.1 2.1 CD work_xrosz555njd4jf3375ostnmdmm 2402 2 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2402 3 System System NNP work_xrosz555njd4jf3375ostnmdmm 2402 4 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2402 5 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2402 6 , , , work_xrosz555njd4jf3375ostnmdmm 2402 7 which which WDT work_xrosz555njd4jf3375ostnmdmm 2402 8 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2402 9 been be VBN work_xrosz555njd4jf3375ostnmdmm 2402 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2402 11 focus focus NN work_xrosz555njd4jf3375ostnmdmm 2402 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2402 13 some some DT work_xrosz555njd4jf3375ostnmdmm 2402 14 commercial commercial JJ work_xrosz555njd4jf3375ostnmdmm 2402 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2402 16 finding finding NN work_xrosz555njd4jf3375ostnmdmm 2402 17 web web NN work_xrosz555njd4jf3375ostnmdmm 2402 18 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2402 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2402 20 research research NN work_xrosz555njd4jf3375ostnmdmm 2402 21 papers paper NNS work_xrosz555njd4jf3375ostnmdmm 2402 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2402 23 not not RB work_xrosz555njd4jf3375ostnmdmm 2402 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2402 25 new new JJ work_xrosz555njd4jf3375ostnmdmm 2402 26 topic topic NN work_xrosz555njd4jf3375ostnmdmm 2402 27 in in IN work_xrosz555njd4jf3375ostnmdmm 2402 28 information information NN work_xrosz555njd4jf3375ostnmdmm 2402 29 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2402 30 . . . work_xrosz555njd4jf3375ostnmdmm 2403 1 Usually usually RB work_xrosz555njd4jf3375ostnmdmm 2403 2 scholars scholar NNS work_xrosz555njd4jf3375ostnmdmm 2403 3 called call VBD work_xrosz555njd4jf3375ostnmdmm 2403 4 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2403 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2403 6 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2403 7 Systems Systems NNP work_xrosz555njd4jf3375ostnmdmm 2403 8 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2403 9 JRS JRS NNP work_xrosz555njd4jf3375ostnmdmm 2403 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2403 11 , , , work_xrosz555njd4jf3375ostnmdmm 2403 12 because because IN work_xrosz555njd4jf3375ostnmdmm 2403 13 most most JJS work_xrosz555njd4jf3375ostnmdmm 2403 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2403 15 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2403 16 used use VBD work_xrosz555njd4jf3375ostnmdmm 2403 17 technolo- technolo- NN work_xrosz555njd4jf3375ostnmdmm 2403 18 gies gy NNS work_xrosz555njd4jf3375ostnmdmm 2403 19 from from IN work_xrosz555njd4jf3375ostnmdmm 2403 20 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2403 21 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2403 22 . . . work_xrosz555njd4jf3375ostnmdmm 2404 1 Wei Wei NNP work_xrosz555njd4jf3375ostnmdmm 2404 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2404 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2404 4 . . . work_xrosz555njd4jf3375ostnmdmm 2405 1 classified classify VBN work_xrosz555njd4jf3375ostnmdmm 2405 2 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2405 3 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 2405 4 into into IN work_xrosz555njd4jf3375ostnmdmm 2405 5 four four CD work_xrosz555njd4jf3375ostnmdmm 2405 6 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2405 7 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2405 8 48 48 CD work_xrosz555njd4jf3375ostnmdmm 2405 9 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2405 10 : : : work_xrosz555njd4jf3375ostnmdmm 2405 11 Collaborative Collaborative NNP work_xrosz555njd4jf3375ostnmdmm 2405 12 Filtering Filtering NNP work_xrosz555njd4jf3375ostnmdmm 2405 13 , , , work_xrosz555njd4jf3375ostnmdmm 2405 14 Content content NN work_xrosz555njd4jf3375ostnmdmm 2405 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2405 16 based base VBN work_xrosz555njd4jf3375ostnmdmm 2405 17 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2405 18 , , , work_xrosz555njd4jf3375ostnmdmm 2405 19 Knowledge- Knowledge- NNP work_xrosz555njd4jf3375ostnmdmm 2405 20 based base VBN work_xrosz555njd4jf3375ostnmdmm 2405 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2405 22 Hybrid Hybrid NNP work_xrosz555njd4jf3375ostnmdmm 2405 23 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2405 24 . . . work_xrosz555njd4jf3375ostnmdmm 2406 1 Some some DT work_xrosz555njd4jf3375ostnmdmm 2406 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2406 3 these these DT work_xrosz555njd4jf3375ostnmdmm 2406 4 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2406 5 had have VBD work_xrosz555njd4jf3375ostnmdmm 2406 6 been be VBN work_xrosz555njd4jf3375ostnmdmm 2406 7 applied apply VBN work_xrosz555njd4jf3375ostnmdmm 2406 8 into into IN work_xrosz555njd4jf3375ostnmdmm 2406 9 JRS JRS NNP work_xrosz555njd4jf3375ostnmdmm 2406 10 ; ; : work_xrosz555njd4jf3375ostnmdmm 2406 11 Zheng Zheng NNP work_xrosz555njd4jf3375ostnmdmm 2406 12 et et FW work_xrosz555njd4jf3375ostnmdmm 2406 13 al al NNP work_xrosz555njd4jf3375ostnmdmm 2406 14 . . . work_xrosz555njd4jf3375ostnmdmm 2407 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2407 2 44 44 CD work_xrosz555njd4jf3375ostnmdmm 2407 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2407 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2407 5 AlOtaibi AlOtaibi NNP work_xrosz555njd4jf3375ostnmdmm 2407 6 et et NNP work_xrosz555njd4jf3375ostnmdmm 2407 7 al al NNP work_xrosz555njd4jf3375ostnmdmm 2407 8 . . . work_xrosz555njd4jf3375ostnmdmm 2408 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2408 2 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2408 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2408 4 summarized summarize VBD work_xrosz555njd4jf3375ostnmdmm 2408 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2408 6 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2408 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2408 8 existing exist VBG work_xrosz555njd4jf3375ostnmdmm 2408 9 on- on- NNP work_xrosz555njd4jf3375ostnmdmm 2408 10 line line NN work_xrosz555njd4jf3375ostnmdmm 2408 11 recruiting recruiting NN work_xrosz555njd4jf3375ostnmdmm 2408 12 platforms platform NNS work_xrosz555njd4jf3375ostnmdmm 2408 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2408 14 listed list VBD work_xrosz555njd4jf3375ostnmdmm 2408 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2408 16 advantages advantage NNS work_xrosz555njd4jf3375ostnmdmm 2408 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2408 18 disadvantages disadvantage NNS work_xrosz555njd4jf3375ostnmdmm 2408 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2408 20 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2408 21 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2408 22 in in IN work_xrosz555njd4jf3375ostnmdmm 2408 23 different different JJ work_xrosz555njd4jf3375ostnmdmm 2408 24 JRSs jrs NNS work_xrosz555njd4jf3375ostnmdmm 2408 25 . . . work_xrosz555njd4jf3375ostnmdmm 2409 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2409 2 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2409 3 include include VBP work_xrosz555njd4jf3375ostnmdmm 2409 4 : : : work_xrosz555njd4jf3375ostnmdmm 2409 5 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2409 6 . . . work_xrosz555njd4jf3375ostnmdmm 2410 1 Content content NN work_xrosz555njd4jf3375ostnmdmm 2410 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2410 3 based base VBN work_xrosz555njd4jf3375ostnmdmm 2410 4 Recommendation Recommendation NNP work_xrosz555njd4jf3375ostnmdmm 2410 5 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2410 6 CBR CBR NNP work_xrosz555njd4jf3375ostnmdmm 2410 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2410 8 . . . work_xrosz555njd4jf3375ostnmdmm 2411 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2411 2 principle principle NN work_xrosz555njd4jf3375ostnmdmm 2411 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2411 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2411 5 content content NN work_xrosz555njd4jf3375ostnmdmm 2411 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2411 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2411 8 rec- rec- NNP work_xrosz555njd4jf3375ostnmdmm 2411 9 ommendation ommendation NN work_xrosz555njd4jf3375ostnmdmm 2411 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2411 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2411 12 suggest suggest VB work_xrosz555njd4jf3375ostnmdmm 2411 13 items item NNS work_xrosz555njd4jf3375ostnmdmm 2411 14 that that WDT work_xrosz555njd4jf3375ostnmdmm 2411 15 have have VBP work_xrosz555njd4jf3375ostnmdmm 2411 16 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2411 17 content content NN work_xrosz555njd4jf3375ostnmdmm 2411 18 information information NN work_xrosz555njd4jf3375ostnmdmm 2411 19 to to IN work_xrosz555njd4jf3375ostnmdmm 2411 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2411 21 corresponding correspond VBG work_xrosz555njd4jf3375ostnmdmm 2411 22 users user NNS work_xrosz555njd4jf3375ostnmdmm 2411 23 , , , work_xrosz555njd4jf3375ostnmdmm 2411 24 like like IN work_xrosz555njd4jf3375ostnmdmm 2411 25 Prospect Prospect NNP work_xrosz555njd4jf3375ostnmdmm 2411 26 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2411 27 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2411 28 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2411 29 . . . work_xrosz555njd4jf3375ostnmdmm 2412 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2412 2 . . . work_xrosz555njd4jf3375ostnmdmm 2413 1 Collaborative Collaborative NNP work_xrosz555njd4jf3375ostnmdmm 2413 2 Filtering Filtering NNP work_xrosz555njd4jf3375ostnmdmm 2413 3 Recommendation Recommendation NNP work_xrosz555njd4jf3375ostnmdmm 2413 4 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2413 5 CFR CFR NNP work_xrosz555njd4jf3375ostnmdmm 2413 6 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2413 7 . . . work_xrosz555njd4jf3375ostnmdmm 2414 1 Collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2414 2 filtering filter VBG work_xrosz555njd4jf3375ostnmdmm 2414 3 recom- recom- NN work_xrosz555njd4jf3375ostnmdmm 2414 4 mendation mendation NN work_xrosz555njd4jf3375ostnmdmm 2414 5 finds find VBZ work_xrosz555njd4jf3375ostnmdmm 2414 6 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2414 7 users user NNS work_xrosz555njd4jf3375ostnmdmm 2414 8 who who WP work_xrosz555njd4jf3375ostnmdmm 2414 9 have have VBP work_xrosz555njd4jf3375ostnmdmm 2414 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2414 11 same same JJ work_xrosz555njd4jf3375ostnmdmm 2414 12 taste taste NN work_xrosz555njd4jf3375ostnmdmm 2414 13 with with IN work_xrosz555njd4jf3375ostnmdmm 2414 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2414 15 target target NN work_xrosz555njd4jf3375ostnmdmm 2414 16 user user NN work_xrosz555njd4jf3375ostnmdmm 2414 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2414 18 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2414 19 recommends recommend VBZ work_xrosz555njd4jf3375ostnmdmm 2414 20 items item NNS work_xrosz555njd4jf3375ostnmdmm 2414 21 based base VBN work_xrosz555njd4jf3375ostnmdmm 2414 22 on on IN work_xrosz555njd4jf3375ostnmdmm 2414 23 what what WP work_xrosz555njd4jf3375ostnmdmm 2414 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2414 25 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2414 26 users user NNS work_xrosz555njd4jf3375ostnmdmm 2414 27 , , , work_xrosz555njd4jf3375ostnmdmm 2414 28 like like IN work_xrosz555njd4jf3375ostnmdmm 2414 29 CASPER CASPER NNP work_xrosz555njd4jf3375ostnmdmm 2414 30 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2414 31 35 35 CD work_xrosz555njd4jf3375ostnmdmm 2414 32 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2414 33 . . . work_xrosz555njd4jf3375ostnmdmm 2415 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2415 2 . . . work_xrosz555njd4jf3375ostnmdmm 2416 1 Knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2416 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2416 3 based base VBN work_xrosz555njd4jf3375ostnmdmm 2416 4 Recommendation Recommendation NNP work_xrosz555njd4jf3375ostnmdmm 2416 5 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2416 6 KBR KBR NNP work_xrosz555njd4jf3375ostnmdmm 2416 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2416 8 . . . work_xrosz555njd4jf3375ostnmdmm 2417 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2417 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2417 3 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2417 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2417 5 based base VBN work_xrosz555njd4jf3375ostnmdmm 2417 6 recommen- recommen- JJ work_xrosz555njd4jf3375ostnmdmm 2417 7 dation dation NN work_xrosz555njd4jf3375ostnmdmm 2417 8 , , , work_xrosz555njd4jf3375ostnmdmm 2417 9 rules rule NNS work_xrosz555njd4jf3375ostnmdmm 2417 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2417 11 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2417 12 obtained obtain VBN work_xrosz555njd4jf3375ostnmdmm 2417 13 from from IN work_xrosz555njd4jf3375ostnmdmm 2417 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2417 15 functional functional JJ work_xrosz555njd4jf3375ostnmdmm 2417 16 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2417 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2417 18 how how WRB work_xrosz555njd4jf3375ostnmdmm 2417 19 a a DT work_xrosz555njd4jf3375ostnmdmm 2417 20 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2417 21 item item NN work_xrosz555njd4jf3375ostnmdmm 2417 22 meets meet VBZ work_xrosz555njd4jf3375ostnmdmm 2417 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2417 24 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2417 25 of of IN work_xrosz555njd4jf3375ostnmdmm 2417 26 a a DT work_xrosz555njd4jf3375ostnmdmm 2417 27 particular particular JJ work_xrosz555njd4jf3375ostnmdmm 2417 28 user user NN work_xrosz555njd4jf3375ostnmdmm 2417 29 , , , work_xrosz555njd4jf3375ostnmdmm 2417 30 are be VBP work_xrosz555njd4jf3375ostnmdmm 2417 31 used use VBN work_xrosz555njd4jf3375ostnmdmm 2417 32 for for IN work_xrosz555njd4jf3375ostnmdmm 2417 33 recom- recom- NN work_xrosz555njd4jf3375ostnmdmm 2417 34 mending mend VBG work_xrosz555njd4jf3375ostnmdmm 2417 35 items item NNS work_xrosz555njd4jf3375ostnmdmm 2417 36 , , , work_xrosz555njd4jf3375ostnmdmm 2417 37 like like IN work_xrosz555njd4jf3375ostnmdmm 2417 38 Proactive Proactive NNP work_xrosz555njd4jf3375ostnmdmm 2417 39 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2417 40 24 24 CD work_xrosz555njd4jf3375ostnmdmm 2417 41 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2417 42 . . . work_xrosz555njd4jf3375ostnmdmm 2418 1 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2418 2 . . . work_xrosz555njd4jf3375ostnmdmm 2419 1 Hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2419 2 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2419 3 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2419 4 combine combine VBP work_xrosz555njd4jf3375ostnmdmm 2419 5 two two CD work_xrosz555njd4jf3375ostnmdmm 2419 6 or or CC work_xrosz555njd4jf3375ostnmdmm 2419 7 more more JJR work_xrosz555njd4jf3375ostnmdmm 2419 8 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2419 9 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2419 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2419 11 gain gain VB work_xrosz555njd4jf3375ostnmdmm 2419 12 better well JJR work_xrosz555njd4jf3375ostnmdmm 2419 13 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2419 14 , , , work_xrosz555njd4jf3375ostnmdmm 2419 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2419 16 overcome overcome VB work_xrosz555njd4jf3375ostnmdmm 2419 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2419 18 drawbacks drawback NNS work_xrosz555njd4jf3375ostnmdmm 2419 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2419 20 any any DT work_xrosz555njd4jf3375ostnmdmm 2419 21 individual individual JJ work_xrosz555njd4jf3375ostnmdmm 2419 22 one one NN work_xrosz555njd4jf3375ostnmdmm 2419 23 . . . work_xrosz555njd4jf3375ostnmdmm 2420 1 Usually usually RB work_xrosz555njd4jf3375ostnmdmm 2420 2 , , , work_xrosz555njd4jf3375ostnmdmm 2420 3 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2420 4 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2420 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2420 6 combined combine VBN work_xrosz555njd4jf3375ostnmdmm 2420 7 with with IN work_xrosz555njd4jf3375ostnmdmm 2420 8 some some DT work_xrosz555njd4jf3375ostnmdmm 2420 9 other other JJ work_xrosz555njd4jf3375ostnmdmm 2420 10 technique technique NN work_xrosz555njd4jf3375ostnmdmm 2420 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2420 12 an an DT work_xrosz555njd4jf3375ostnmdmm 2420 13 attempt attempt NN work_xrosz555njd4jf3375ostnmdmm 2420 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2420 15 avoid avoid VB work_xrosz555njd4jf3375ostnmdmm 2420 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2420 17 ramp ramp NN work_xrosz555njd4jf3375ostnmdmm 2420 18 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2420 19 up up RP work_xrosz555njd4jf3375ostnmdmm 2420 20 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2420 21 . . . work_xrosz555njd4jf3375ostnmdmm 2421 1 2.2 2.2 CD work_xrosz555njd4jf3375ostnmdmm 2421 2 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2421 3 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2421 4 Systems Systems NNP work_xrosz555njd4jf3375ostnmdmm 2421 5 Rafter Rafter NNP work_xrosz555njd4jf3375ostnmdmm 2421 6 et et FW work_xrosz555njd4jf3375ostnmdmm 2421 7 al al NNP work_xrosz555njd4jf3375ostnmdmm 2421 8 . . . work_xrosz555njd4jf3375ostnmdmm 2422 1 began begin VBD work_xrosz555njd4jf3375ostnmdmm 2422 2 to to TO work_xrosz555njd4jf3375ostnmdmm 2422 3 use use VB work_xrosz555njd4jf3375ostnmdmm 2422 4 Automated Automated NNP work_xrosz555njd4jf3375ostnmdmm 2422 5 Collaborative Collaborative NNP work_xrosz555njd4jf3375ostnmdmm 2422 6 Filtering Filtering NNP work_xrosz555njd4jf3375ostnmdmm 2422 7 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2422 8 ACF ACF NNP work_xrosz555njd4jf3375ostnmdmm 2422 9 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2422 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2422 11 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2422 12 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2422 13 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2422 14 System System NNP work_xrosz555njd4jf3375ostnmdmm 2422 15 , , , work_xrosz555njd4jf3375ostnmdmm 2422 16 “ " `` work_xrosz555njd4jf3375ostnmdmm 2422 17 CASPER casper NN work_xrosz555njd4jf3375ostnmdmm 2422 18 ” " '' work_xrosz555njd4jf3375ostnmdmm 2422 19 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2422 20 35 35 CD work_xrosz555njd4jf3375ostnmdmm 2422 21 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2422 22 . . . work_xrosz555njd4jf3375ostnmdmm 2423 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2423 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2423 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2423 4 user user NN work_xrosz555njd4jf3375ostnmdmm 2423 5 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2423 6 are be VBP work_xrosz555njd4jf3375ostnmdmm 2423 7 gotten get VBN work_xrosz555njd4jf3375ostnmdmm 2423 8 from from IN work_xrosz555njd4jf3375ostnmdmm 2423 9 server server NN work_xrosz555njd4jf3375ostnmdmm 2423 10 logs log NNS work_xrosz555njd4jf3375ostnmdmm 2423 11 , , , work_xrosz555njd4jf3375ostnmdmm 2423 12 that that IN work_xrosz555njd4jf3375ostnmdmm 2423 13 includs includ NNS work_xrosz555njd4jf3375ostnmdmm 2423 14 : : : work_xrosz555njd4jf3375ostnmdmm 2423 15 revisit revisit NNP work_xrosz555njd4jf3375ostnmdmm 2423 16 data data NNP work_xrosz555njd4jf3375ostnmdmm 2423 17 , , , work_xrosz555njd4jf3375ostnmdmm 2423 18 read read VB work_xrosz555njd4jf3375ostnmdmm 2423 19 time time NN work_xrosz555njd4jf3375ostnmdmm 2423 20 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2423 21 , , , work_xrosz555njd4jf3375ostnmdmm 2423 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2423 23 activity activity NN work_xrosz555njd4jf3375ostnmdmm 2423 24 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2423 25 . . . work_xrosz555njd4jf3375ostnmdmm 2424 1 All all PDT work_xrosz555njd4jf3375ostnmdmm 2424 2 these these DT work_xrosz555njd4jf3375ostnmdmm 2424 3 factors factor NNS work_xrosz555njd4jf3375ostnmdmm 2424 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2424 5 viewed view VBN work_xrosz555njd4jf3375ostnmdmm 2424 6 as as IN work_xrosz555njd4jf3375ostnmdmm 2424 7 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2424 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2424 9 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2424 10 among among IN work_xrosz555njd4jf3375ostnmdmm 2424 11 users user NNS work_xrosz555njd4jf3375ostnmdmm 2424 12 . . . work_xrosz555njd4jf3375ostnmdmm 2425 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2425 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2425 3 recommend recommend VBP work_xrosz555njd4jf3375ostnmdmm 2425 4 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2425 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2425 6 two two CD work_xrosz555njd4jf3375ostnmdmm 2425 7 steps step NNS work_xrosz555njd4jf3375ostnmdmm 2425 8 : : : work_xrosz555njd4jf3375ostnmdmm 2425 9 First first RB work_xrosz555njd4jf3375ostnmdmm 2425 10 , , , work_xrosz555njd4jf3375ostnmdmm 2425 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2425 12 system system NN work_xrosz555njd4jf3375ostnmdmm 2425 13 finds find VBZ work_xrosz555njd4jf3375ostnmdmm 2425 14 a a DT work_xrosz555njd4jf3375ostnmdmm 2425 15 set set NN work_xrosz555njd4jf3375ostnmdmm 2425 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2425 17 users user NNS work_xrosz555njd4jf3375ostnmdmm 2425 18 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2425 19 to to IN work_xrosz555njd4jf3375ostnmdmm 2425 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2425 21 target target NN work_xrosz555njd4jf3375ostnmdmm 2425 22 user user NN work_xrosz555njd4jf3375ostnmdmm 2425 23 ; ; : work_xrosz555njd4jf3375ostnmdmm 2425 24 second second LS work_xrosz555njd4jf3375ostnmdmm 2425 25 , , , work_xrosz555njd4jf3375ostnmdmm 2425 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2425 27 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2425 28 that that IN work_xrosz555njd4jf3375ostnmdmm 2425 29 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2425 30 users user NNS work_xrosz555njd4jf3375ostnmdmm 2425 31 liked like VBD work_xrosz555njd4jf3375ostnmdmm 2425 32 will will MD work_xrosz555njd4jf3375ostnmdmm 2425 33 be be VB work_xrosz555njd4jf3375ostnmdmm 2425 34 recommend recommend NN work_xrosz555njd4jf3375ostnmdmm 2425 35 to to IN work_xrosz555njd4jf3375ostnmdmm 2425 36 the the DT work_xrosz555njd4jf3375ostnmdmm 2425 37 target target NN work_xrosz555njd4jf3375ostnmdmm 2425 38 user user NN work_xrosz555njd4jf3375ostnmdmm 2425 39 . . . work_xrosz555njd4jf3375ostnmdmm 2426 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2426 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2426 3 use use VBP work_xrosz555njd4jf3375ostnmdmm 2426 4 cluster cluster NN work_xrosz555njd4jf3375ostnmdmm 2426 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2426 6 based base VBN work_xrosz555njd4jf3375ostnmdmm 2426 7 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2426 8 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2426 9 strategy strategy NN work_xrosz555njd4jf3375ostnmdmm 2426 10 . . . work_xrosz555njd4jf3375ostnmdmm 2427 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2427 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2427 3 between between IN work_xrosz555njd4jf3375ostnmdmm 2427 4 users user NNS work_xrosz555njd4jf3375ostnmdmm 2427 5 are be VBP work_xrosz555njd4jf3375ostnmdmm 2427 6 based base VBN work_xrosz555njd4jf3375ostnmdmm 2427 7 on on IN work_xrosz555njd4jf3375ostnmdmm 2427 8 how how WRB work_xrosz555njd4jf3375ostnmdmm 2427 9 many many JJ work_xrosz555njd4jf3375ostnmdmm 2427 10 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2427 11 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2427 12 both both DT work_xrosz555njd4jf3375ostnmdmm 2427 13 reviewed review VBD work_xrosz555njd4jf3375ostnmdmm 2427 14 , , , work_xrosz555njd4jf3375ostnmdmm 2427 15 or or CC work_xrosz555njd4jf3375ostnmdmm 2427 16 applied apply VBN work_xrosz555njd4jf3375ostnmdmm 2427 17 . . . work_xrosz555njd4jf3375ostnmdmm 2428 1 CASPER CASPER NNP work_xrosz555njd4jf3375ostnmdmm 2428 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2428 3 allows allow VBZ work_xrosz555njd4jf3375ostnmdmm 2428 4 users user NNS work_xrosz555njd4jf3375ostnmdmm 2428 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2428 6 search search VB work_xrosz555njd4jf3375ostnmdmm 2428 7 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2428 8 by by IN work_xrosz555njd4jf3375ostnmdmm 2428 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2428 10 query query NN work_xrosz555njd4jf3375ostnmdmm 2428 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2428 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2428 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2428 14 combination combination NN work_xrosz555njd4jf3375ostnmdmm 2428 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2428 16 some some DT work_xrosz555njd4jf3375ostnmdmm 2428 17 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2428 18 : : : work_xrosz555njd4jf3375ostnmdmm 2428 19 like like IN work_xrosz555njd4jf3375ostnmdmm 2428 20 location location NN work_xrosz555njd4jf3375ostnmdmm 2428 21 , , , work_xrosz555njd4jf3375ostnmdmm 2428 22 salary salary NN work_xrosz555njd4jf3375ostnmdmm 2428 23 , , , work_xrosz555njd4jf3375ostnmdmm 2428 24 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2428 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2428 26 so so RB work_xrosz555njd4jf3375ostnmdmm 2428 27 on on RB work_xrosz555njd4jf3375ostnmdmm 2428 28 . . . work_xrosz555njd4jf3375ostnmdmm 2429 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2429 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2429 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2429 4 such such JJ work_xrosz555njd4jf3375ostnmdmm 2429 5 query query NN work_xrosz555njd4jf3375ostnmdmm 2429 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2429 7 find find VB work_xrosz555njd4jf3375ostnmdmm 2429 8 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2429 9 , , , work_xrosz555njd4jf3375ostnmdmm 2429 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2429 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2429 12 returned return VBN work_xrosz555njd4jf3375ostnmdmm 2429 13 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2429 14 are be VBP work_xrosz555njd4jf3375ostnmdmm 2429 15 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2429 16 with with IN work_xrosz555njd4jf3375ostnmdmm 2429 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2429 18 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2429 19 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2429 20 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2429 21 . . . work_xrosz555njd4jf3375ostnmdmm 2430 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2430 2 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2430 3 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2430 4 , , , work_xrosz555njd4jf3375ostnmdmm 2430 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2430 6 authors author NNS work_xrosz555njd4jf3375ostnmdmm 2430 7 do do VBP work_xrosz555njd4jf3375ostnmdmm 2430 8 not not RB work_xrosz555njd4jf3375ostnmdmm 2430 9 give give VB work_xrosz555njd4jf3375ostnmdmm 2430 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2430 11 detailed detailed JJ work_xrosz555njd4jf3375ostnmdmm 2430 12 description description NN work_xrosz555njd4jf3375ostnmdmm 2430 13 on on IN work_xrosz555njd4jf3375ostnmdmm 2430 14 how how WRB work_xrosz555njd4jf3375ostnmdmm 2430 15 to to TO work_xrosz555njd4jf3375ostnmdmm 2430 16 detect detect VB work_xrosz555njd4jf3375ostnmdmm 2430 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2430 18 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2430 19 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2430 20 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2430 21 need need VBP work_xrosz555njd4jf3375ostnmdmm 2430 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2430 23 how how WRB work_xrosz555njd4jf3375ostnmdmm 2430 24 to to IN work_xrosz555njd4jf3375ostnmdmm 2430 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2430 26 transfer transfer NN work_xrosz555njd4jf3375ostnmdmm 2430 27 semi semi JJ work_xrosz555njd4jf3375ostnmdmm 2430 28 - - JJ work_xrosz555njd4jf3375ostnmdmm 2430 29 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2430 30 job job NN work_xrosz555njd4jf3375ostnmdmm 2430 31 description description NN work_xrosz555njd4jf3375ostnmdmm 2430 32 to to IN work_xrosz555njd4jf3375ostnmdmm 2430 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2430 34 structured structure VBN work_xrosz555njd4jf3375ostnmdmm 2430 35 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2430 36 . . . work_xrosz555njd4jf3375ostnmdmm 2431 1 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2431 2 The the DT work_xrosz555njd4jf3375ostnmdmm 2431 3 shortages shortage NNS work_xrosz555njd4jf3375ostnmdmm 2431 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2431 5 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2431 6 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2431 7 : : : work_xrosz555njd4jf3375ostnmdmm 2431 8 First first RB work_xrosz555njd4jf3375ostnmdmm 2431 9 , , , work_xrosz555njd4jf3375ostnmdmm 2431 10 since since IN work_xrosz555njd4jf3375ostnmdmm 2431 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2431 12 number number NN work_xrosz555njd4jf3375ostnmdmm 2431 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2431 14 search search NN work_xrosz555njd4jf3375ostnmdmm 2431 15 results result NNS work_xrosz555njd4jf3375ostnmdmm 2431 16 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2431 17 huge huge JJ work_xrosz555njd4jf3375ostnmdmm 2431 18 , , , work_xrosz555njd4jf3375ostnmdmm 2431 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2431 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2431 21 results result NNS work_xrosz555njd4jf3375ostnmdmm 2431 22 are be VBP work_xrosz555njd4jf3375ostnmdmm 2431 23 sorted sort VBN work_xrosz555njd4jf3375ostnmdmm 2431 24 randomly randomly RB work_xrosz555njd4jf3375ostnmdmm 2431 25 , , , work_xrosz555njd4jf3375ostnmdmm 2431 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2431 27 probability probability NN work_xrosz555njd4jf3375ostnmdmm 2431 28 of of IN work_xrosz555njd4jf3375ostnmdmm 2431 29 two two CD work_xrosz555njd4jf3375ostnmdmm 2431 30 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2431 31 users user NNS work_xrosz555njd4jf3375ostnmdmm 2431 32 reviewing review VBG work_xrosz555njd4jf3375ostnmdmm 2431 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2431 34 same same JJ work_xrosz555njd4jf3375ostnmdmm 2431 35 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2431 36 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2431 37 low low JJ work_xrosz555njd4jf3375ostnmdmm 2431 38 , , , work_xrosz555njd4jf3375ostnmdmm 2431 39 which which WDT work_xrosz555njd4jf3375ostnmdmm 2431 40 causes cause VBZ work_xrosz555njd4jf3375ostnmdmm 2431 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2431 42 sparsity sparsity NN work_xrosz555njd4jf3375ostnmdmm 2431 43 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2431 44 of of IN work_xrosz555njd4jf3375ostnmdmm 2431 45 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2431 46 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2431 47 . . . work_xrosz555njd4jf3375ostnmdmm 2432 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2432 2 authors author NNS work_xrosz555njd4jf3375ostnmdmm 2432 3 also also RB work_xrosz555njd4jf3375ostnmdmm 2432 4 noticed notice VBD work_xrosz555njd4jf3375ostnmdmm 2432 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2432 6 sparseness sparseness NN work_xrosz555njd4jf3375ostnmdmm 2432 7 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2432 8 caused cause VBN work_xrosz555njd4jf3375ostnmdmm 2432 9 by by IN work_xrosz555njd4jf3375ostnmdmm 2432 10 few few JJ work_xrosz555njd4jf3375ostnmdmm 2432 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2432 12 users user NNS work_xrosz555njd4jf3375ostnmdmm 2432 13 profile profile VBP work_xrosz555njd4jf3375ostnmdmm 2432 14 , , , work_xrosz555njd4jf3375ostnmdmm 2432 15 so so RB work_xrosz555njd4jf3375ostnmdmm 2432 16 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2432 17 try try VBP work_xrosz555njd4jf3375ostnmdmm 2432 18 to to TO work_xrosz555njd4jf3375ostnmdmm 2432 19 user user VB work_xrosz555njd4jf3375ostnmdmm 2432 20 cluster cluster NN work_xrosz555njd4jf3375ostnmdmm 2432 21 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2432 22 based base VBN work_xrosz555njd4jf3375ostnmdmm 2432 23 solution solution NN work_xrosz555njd4jf3375ostnmdmm 2432 24 to to TO work_xrosz555njd4jf3375ostnmdmm 2432 25 resolve resolve VB work_xrosz555njd4jf3375ostnmdmm 2432 26 this this DT work_xrosz555njd4jf3375ostnmdmm 2432 27 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2432 28 . . . work_xrosz555njd4jf3375ostnmdmm 2433 1 Second second JJ work_xrosz555njd4jf3375ostnmdmm 2433 2 , , , work_xrosz555njd4jf3375ostnmdmm 2433 3 because because IN work_xrosz555njd4jf3375ostnmdmm 2433 4 recommended recommend VBN work_xrosz555njd4jf3375ostnmdmm 2433 5 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2433 6 are be VBP work_xrosz555njd4jf3375ostnmdmm 2433 7 from from IN work_xrosz555njd4jf3375ostnmdmm 2433 8 others other NNS work_xrosz555njd4jf3375ostnmdmm 2433 9 users user NNS work_xrosz555njd4jf3375ostnmdmm 2433 10 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2433 11 search search NN work_xrosz555njd4jf3375ostnmdmm 2433 12 results result NNS work_xrosz555njd4jf3375ostnmdmm 2433 13 , , , work_xrosz555njd4jf3375ostnmdmm 2433 14 since since IN work_xrosz555njd4jf3375ostnmdmm 2433 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2433 16 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2433 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2433 18 current current JJ work_xrosz555njd4jf3375ostnmdmm 2433 19 searching searching NN work_xrosz555njd4jf3375ostnmdmm 2433 20 result result NN work_xrosz555njd4jf3375ostnmdmm 2433 21 are be VBP work_xrosz555njd4jf3375ostnmdmm 2433 22 low low JJ work_xrosz555njd4jf3375ostnmdmm 2433 23 , , , work_xrosz555njd4jf3375ostnmdmm 2433 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2433 25 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2433 26 of of IN work_xrosz555njd4jf3375ostnmdmm 2433 27 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2433 28 can can MD work_xrosz555njd4jf3375ostnmdmm 2433 29 not not RB work_xrosz555njd4jf3375ostnmdmm 2433 30 be be VB work_xrosz555njd4jf3375ostnmdmm 2433 31 high high JJ work_xrosz555njd4jf3375ostnmdmm 2433 32 . . . work_xrosz555njd4jf3375ostnmdmm 2434 1 Färber Färber NNP work_xrosz555njd4jf3375ostnmdmm 2434 2 et et NNP work_xrosz555njd4jf3375ostnmdmm 2434 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2434 4 . . . work_xrosz555njd4jf3375ostnmdmm 2435 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2435 2 14 14 CD work_xrosz555njd4jf3375ostnmdmm 2435 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2435 4 presented present VBD work_xrosz555njd4jf3375ostnmdmm 2435 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2435 6 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2435 7 system system NN work_xrosz555njd4jf3375ostnmdmm 2435 8 built build VBN work_xrosz555njd4jf3375ostnmdmm 2435 9 on on IN work_xrosz555njd4jf3375ostnmdmm 2435 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2435 11 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2435 12 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2435 13 . . . work_xrosz555njd4jf3375ostnmdmm 2436 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2436 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2436 3 integrate integrate VBP work_xrosz555njd4jf3375ostnmdmm 2436 4 two two CD work_xrosz555njd4jf3375ostnmdmm 2436 5 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2436 6 , , , work_xrosz555njd4jf3375ostnmdmm 2436 7 content content NN work_xrosz555njd4jf3375ostnmdmm 2436 8 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2436 9 based base VBN work_xrosz555njd4jf3375ostnmdmm 2436 10 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2436 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2436 12 collaborative collaborative JJ work_xrosz555njd4jf3375ostnmdmm 2436 13 filtering filtering NN work_xrosz555njd4jf3375ostnmdmm 2436 14 , , , work_xrosz555njd4jf3375ostnmdmm 2436 15 which which WDT work_xrosz555njd4jf3375ostnmdmm 2436 16 tries try VBZ work_xrosz555njd4jf3375ostnmdmm 2436 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2436 18 overcome overcome VB work_xrosz555njd4jf3375ostnmdmm 2436 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2436 20 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2436 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2436 22 rating rating NN work_xrosz555njd4jf3375ostnmdmm 2436 23 data data NN work_xrosz555njd4jf3375ostnmdmm 2436 24 sparsity sparsity NN work_xrosz555njd4jf3375ostnmdmm 2436 25 by by IN work_xrosz555njd4jf3375ostnmdmm 2436 26 leveraging leverage VBG work_xrosz555njd4jf3375ostnmdmm 2436 27 a a DT work_xrosz555njd4jf3375ostnmdmm 2436 28 combined combine VBN work_xrosz555njd4jf3375ostnmdmm 2436 29 model model NN work_xrosz555njd4jf3375ostnmdmm 2436 30 . . . work_xrosz555njd4jf3375ostnmdmm 2437 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2437 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2437 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2437 4 , , , work_xrosz555njd4jf3375ostnmdmm 2437 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2437 6 data data NN work_xrosz555njd4jf3375ostnmdmm 2437 7 source source NN work_xrosz555njd4jf3375ostnmdmm 2437 8 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2437 9 synthetic synthetic JJ work_xrosz555njd4jf3375ostnmdmm 2437 10 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2437 11 . . . work_xrosz555njd4jf3375ostnmdmm 2438 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2438 2 latent latent NN work_xrosz555njd4jf3375ostnmdmm 2438 3 aspect aspect NN work_xrosz555njd4jf3375ostnmdmm 2438 4 model model NN work_xrosz555njd4jf3375ostnmdmm 2438 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2438 6 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2438 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2438 8 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2438 9 2.1 2.1 CD work_xrosz555njd4jf3375ostnmdmm 2438 10 . . . work_xrosz555njd4jf3375ostnmdmm 2439 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2439 2 2.1 2.1 CD work_xrosz555njd4jf3375ostnmdmm 2439 3 : : : work_xrosz555njd4jf3375ostnmdmm 2439 4 Latent Latent NNP work_xrosz555njd4jf3375ostnmdmm 2439 5 Aspect Aspect NNP work_xrosz555njd4jf3375ostnmdmm 2439 6 Model Model NNP work_xrosz555njd4jf3375ostnmdmm 2439 7 In in IN work_xrosz555njd4jf3375ostnmdmm 2439 8 Malinowski Malinowski NNP work_xrosz555njd4jf3375ostnmdmm 2439 9 et et NNP work_xrosz555njd4jf3375ostnmdmm 2439 10 al al NNP work_xrosz555njd4jf3375ostnmdmm 2439 11 . . . work_xrosz555njd4jf3375ostnmdmm 2440 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2440 2 29 29 CD work_xrosz555njd4jf3375ostnmdmm 2440 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2440 4 , , , work_xrosz555njd4jf3375ostnmdmm 2440 5 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2440 6 classified classify VBD work_xrosz555njd4jf3375ostnmdmm 2440 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2440 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2440 9 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2440 10 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2440 11 into into IN work_xrosz555njd4jf3375ostnmdmm 2440 12 t- t- NNP work_xrosz555njd4jf3375ostnmdmm 2440 13 wo wo IN work_xrosz555njd4jf3375ostnmdmm 2440 14 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2440 15 , , , work_xrosz555njd4jf3375ostnmdmm 2440 16 CV cv NN work_xrosz555njd4jf3375ostnmdmm 2440 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2440 18 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2440 19 , , , work_xrosz555njd4jf3375ostnmdmm 2440 20 which which WDT work_xrosz555njd4jf3375ostnmdmm 2440 21 recommends recommend VBZ work_xrosz555njd4jf3375ostnmdmm 2440 22 CVs cv NNS work_xrosz555njd4jf3375ostnmdmm 2440 23 to to TO work_xrosz555njd4jf3375ostnmdmm 2440 24 recruiter recruiter VB work_xrosz555njd4jf3375ostnmdmm 2440 25 , , , work_xrosz555njd4jf3375ostnmdmm 2440 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2440 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2440 28 job- job- NN work_xrosz555njd4jf3375ostnmdmm 2440 29 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2440 30 , , , work_xrosz555njd4jf3375ostnmdmm 2440 31 which which WDT work_xrosz555njd4jf3375ostnmdmm 2440 32 recommends recommend VBZ work_xrosz555njd4jf3375ostnmdmm 2440 33 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2440 34 to to IN work_xrosz555njd4jf3375ostnmdmm 2440 35 job job NN work_xrosz555njd4jf3375ostnmdmm 2440 36 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2440 37 . . . work_xrosz555njd4jf3375ostnmdmm 2441 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2441 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2441 3 collects collect VBZ work_xrosz555njd4jf3375ostnmdmm 2441 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2441 5 users user NNS work_xrosz555njd4jf3375ostnmdmm 2441 6 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2441 7 profile profile NN work_xrosz555njd4jf3375ostnmdmm 2441 8 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2441 9 by by IN work_xrosz555njd4jf3375ostnmdmm 2441 10 asking ask VBG work_xrosz555njd4jf3375ostnmdmm 2441 11 input input NN work_xrosz555njd4jf3375ostnmdmm 2441 12 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2441 13 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2441 14 to to IN work_xrosz555njd4jf3375ostnmdmm 2441 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2441 16 web web NN work_xrosz555njd4jf3375ostnmdmm 2441 17 form form NN work_xrosz555njd4jf3375ostnmdmm 2441 18 based base VBN work_xrosz555njd4jf3375ostnmdmm 2441 19 interface interface NN work_xrosz555njd4jf3375ostnmdmm 2441 20 field field NN work_xrosz555njd4jf3375ostnmdmm 2441 21 by by IN work_xrosz555njd4jf3375ostnmdmm 2441 22 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2441 23 field field NN work_xrosz555njd4jf3375ostnmdmm 2441 24 . . . work_xrosz555njd4jf3375ostnmdmm 2442 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2442 2 input input NN work_xrosz555njd4jf3375ostnmdmm 2442 3 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2442 4 collected collect VBN work_xrosz555njd4jf3375ostnmdmm 2442 5 are be VBP work_xrosz555njd4jf3375ostnmdmm 2442 6 : : : work_xrosz555njd4jf3375ostnmdmm 2442 7 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2442 8 . . . work_xrosz555njd4jf3375ostnmdmm 2443 1 Demographic demographic JJ work_xrosz555njd4jf3375ostnmdmm 2443 2 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2443 3 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2443 4 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2444 1 date date NN work_xrosz555njd4jf3375ostnmdmm 2444 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2444 3 birth birth NN work_xrosz555njd4jf3375ostnmdmm 2444 4 , , , work_xrosz555njd4jf3375ostnmdmm 2444 5 contact contact NN work_xrosz555njd4jf3375ostnmdmm 2444 6 information information NN work_xrosz555njd4jf3375ostnmdmm 2444 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2444 8 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2444 9 . . . work_xrosz555njd4jf3375ostnmdmm 2445 1 Educational educational JJ work_xrosz555njd4jf3375ostnmdmm 2445 2 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2445 3 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2445 4 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2446 1 school school NN work_xrosz555njd4jf3375ostnmdmm 2446 2 courses course NNS work_xrosz555njd4jf3375ostnmdmm 2446 3 , , , work_xrosz555njd4jf3375ostnmdmm 2446 4 grades grade NNS work_xrosz555njd4jf3375ostnmdmm 2446 5 , , , work_xrosz555njd4jf3375ostnmdmm 2446 6 university university NN work_xrosz555njd4jf3375ostnmdmm 2446 7 , , , work_xrosz555njd4jf3375ostnmdmm 2446 8 type type NN work_xrosz555njd4jf3375ostnmdmm 2446 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2446 10 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2446 11 , , , work_xrosz555njd4jf3375ostnmdmm 2446 12 inter- inter- NNP work_xrosz555njd4jf3375ostnmdmm 2446 13 mediate mediate NNP work_xrosz555njd4jf3375ostnmdmm 2446 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2446 15 final final JJ work_xrosz555njd4jf3375ostnmdmm 2446 16 university university NN work_xrosz555njd4jf3375ostnmdmm 2446 17 examinations examination NNS work_xrosz555njd4jf3375ostnmdmm 2446 18 , , , work_xrosz555njd4jf3375ostnmdmm 2446 19 postgraduate postgraduate JJ work_xrosz555njd4jf3375ostnmdmm 2446 20 studies study NNS work_xrosz555njd4jf3375ostnmdmm 2446 21 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2446 22 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2446 23 . . . work_xrosz555njd4jf3375ostnmdmm 2447 1 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2447 2 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2447 3 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2447 4 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2448 1 name name NN work_xrosz555njd4jf3375ostnmdmm 2448 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2448 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2448 4 company company NN work_xrosz555njd4jf3375ostnmdmm 2448 5 , , , work_xrosz555njd4jf3375ostnmdmm 2448 6 type type NN work_xrosz555njd4jf3375ostnmdmm 2448 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2448 8 employment employment NN work_xrosz555njd4jf3375ostnmdmm 2448 9 , , , work_xrosz555njd4jf3375ostnmdmm 2448 10 industry industry NN work_xrosz555njd4jf3375ostnmdmm 2448 11 group group NN work_xrosz555njd4jf3375ostnmdmm 2448 12 , , , work_xrosz555njd4jf3375ostnmdmm 2448 13 occupational occupational JJ work_xrosz555njd4jf3375ostnmdmm 2448 14 field field NNP work_xrosz555njd4jf3375ostnmdmm 2448 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2448 16 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2448 17 . . . work_xrosz555njd4jf3375ostnmdmm 2449 1 Language language NN work_xrosz555njd4jf3375ostnmdmm 2449 2 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2449 3 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2449 4 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2450 1 language language NN work_xrosz555njd4jf3375ostnmdmm 2450 2 , , , work_xrosz555njd4jf3375ostnmdmm 2450 3 level level NN work_xrosz555njd4jf3375ostnmdmm 2450 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2450 5 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2450 6 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2450 7 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2450 8 . . . work_xrosz555njd4jf3375ostnmdmm 2451 1 IT it NN work_xrosz555njd4jf3375ostnmdmm 2451 2 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2451 3 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2451 4 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2452 1 type type NN work_xrosz555njd4jf3375ostnmdmm 2452 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2452 3 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2452 4 , , , work_xrosz555njd4jf3375ostnmdmm 2452 5 level level NN work_xrosz555njd4jf3375ostnmdmm 2452 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2452 7 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2452 8 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2452 9 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2452 10 . . . work_xrosz555njd4jf3375ostnmdmm 2453 1 Awards award NNS work_xrosz555njd4jf3375ostnmdmm 2453 2 , , , work_xrosz555njd4jf3375ostnmdmm 2453 3 scholarships scholarship NNS work_xrosz555njd4jf3375ostnmdmm 2453 4 , , , work_xrosz555njd4jf3375ostnmdmm 2453 5 publications publication NNS work_xrosz555njd4jf3375ostnmdmm 2453 6 , , , work_xrosz555njd4jf3375ostnmdmm 2453 7 others other NNS work_xrosz555njd4jf3375ostnmdmm 2453 8 The the DT work_xrosz555njd4jf3375ostnmdmm 2453 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2453 10 also also RB work_xrosz555njd4jf3375ostnmdmm 2453 11 asked ask VBD work_xrosz555njd4jf3375ostnmdmm 2453 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2453 13 users user NNS work_xrosz555njd4jf3375ostnmdmm 2453 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2453 15 upload upload VB work_xrosz555njd4jf3375ostnmdmm 2453 16 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2453 17 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2453 18 , , , work_xrosz555njd4jf3375ostnmdmm 2453 19 but but CC work_xrosz555njd4jf3375ostnmdmm 2453 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2453 21 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2453 22 were be VBD work_xrosz555njd4jf3375ostnmdmm 2453 23 only only RB work_xrosz555njd4jf3375ostnmdmm 2453 24 for for IN work_xrosz555njd4jf3375ostnmdmm 2453 25 facilitating facilitate VBG work_xrosz555njd4jf3375ostnmdmm 2453 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2453 27 human human JJ work_xrosz555njd4jf3375ostnmdmm 2453 28 judgment judgment NN work_xrosz555njd4jf3375ostnmdmm 2453 29 . . . work_xrosz555njd4jf3375ostnmdmm 2454 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2454 2 Malinowski Malinowski NNP work_xrosz555njd4jf3375ostnmdmm 2454 3 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2454 4 study study NN work_xrosz555njd4jf3375ostnmdmm 2454 5 , , , work_xrosz555njd4jf3375ostnmdmm 2454 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2454 7 latent latent NN work_xrosz555njd4jf3375ostnmdmm 2454 8 aspect aspect NN work_xrosz555njd4jf3375ostnmdmm 2454 9 model model NN work_xrosz555njd4jf3375ostnmdmm 2454 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2454 11 a a DT work_xrosz555njd4jf3375ostnmdmm 2454 12 statistical statistical JJ work_xrosz555njd4jf3375ostnmdmm 2454 13 model model NN work_xrosz555njd4jf3375ostnmdmm 2454 14 , , , work_xrosz555njd4jf3375ostnmdmm 2454 15 which which WDT work_xrosz555njd4jf3375ostnmdmm 2454 16 needs need VBZ work_xrosz555njd4jf3375ostnmdmm 2454 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2454 18 be be VB work_xrosz555njd4jf3375ostnmdmm 2454 19 trained train VBN work_xrosz555njd4jf3375ostnmdmm 2454 20 before before IN work_xrosz555njd4jf3375ostnmdmm 2454 21 applied apply VBN work_xrosz555njd4jf3375ostnmdmm 2454 22 to to IN work_xrosz555njd4jf3375ostnmdmm 2454 23 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2454 24 . . . work_xrosz555njd4jf3375ostnmdmm 2455 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2455 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2455 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2455 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2455 5 users user NNS work_xrosz555njd4jf3375ostnmdmm 2455 6 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2455 7 search search NN work_xrosz555njd4jf3375ostnmdmm 2455 8 results result NNS work_xrosz555njd4jf3375ostnmdmm 2455 9 as as IN work_xrosz555njd4jf3375ostnmdmm 2455 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2455 11 training training NN work_xrosz555njd4jf3375ostnmdmm 2455 12 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2455 13 to to TO work_xrosz555njd4jf3375ostnmdmm 2455 14 train train VB work_xrosz555njd4jf3375ostnmdmm 2455 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2455 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2455 17 for for IN work_xrosz555njd4jf3375ostnmdmm 2455 18 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2455 19 , , , work_xrosz555njd4jf3375ostnmdmm 2455 20 so so CC work_xrosz555njd4jf3375ostnmdmm 2455 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2455 22 system system NN work_xrosz555njd4jf3375ostnmdmm 2455 23 needs need VBZ work_xrosz555njd4jf3375ostnmdmm 2455 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2455 25 a a DT work_xrosz555njd4jf3375ostnmdmm 2455 26 long long JJ work_xrosz555njd4jf3375ostnmdmm 2455 27 time time NN work_xrosz555njd4jf3375ostnmdmm 2455 28 training training NN work_xrosz555njd4jf3375ostnmdmm 2455 29 for for IN work_xrosz555njd4jf3375ostnmdmm 2455 30 each each DT work_xrosz555njd4jf3375ostnmdmm 2455 31 user user NN work_xrosz555njd4jf3375ostnmdmm 2455 32 . . . work_xrosz555njd4jf3375ostnmdmm 2456 1 2.3 2.3 CD work_xrosz555njd4jf3375ostnmdmm 2456 2 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2456 3 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2456 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2456 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2456 6 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2456 7 System System NNP work_xrosz555njd4jf3375ostnmdmm 2456 8 Big Big NNP work_xrosz555njd4jf3375ostnmdmm 2456 9 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2456 10 companies company NNS work_xrosz555njd4jf3375ostnmdmm 2456 11 met meet VBD work_xrosz555njd4jf3375ostnmdmm 2456 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2456 13 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2456 14 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2456 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2456 16 information information NN work_xrosz555njd4jf3375ostnmdmm 2456 17 overflow overflow IN work_xrosz555njd4jf3375ostnmdmm 2456 18 when when WRB work_xrosz555njd4jf3375ostnmdmm 2456 19 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2456 20 received receive VBD work_xrosz555njd4jf3375ostnmdmm 2456 21 many many JJ work_xrosz555njd4jf3375ostnmdmm 2456 22 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2456 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2456 24 one one CD work_xrosz555njd4jf3375ostnmdmm 2456 25 job job NN work_xrosz555njd4jf3375ostnmdmm 2456 26 opening opening NN work_xrosz555njd4jf3375ostnmdmm 2456 27 . . . work_xrosz555njd4jf3375ostnmdmm 2457 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2457 2 recruiter recruiter NN work_xrosz555njd4jf3375ostnmdmm 2457 3 had have VBD work_xrosz555njd4jf3375ostnmdmm 2457 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2457 5 screen screen VB work_xrosz555njd4jf3375ostnmdmm 2457 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2457 7 all all PDT work_xrosz555njd4jf3375ostnmdmm 2457 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2457 9 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2457 10 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2457 11 , , , work_xrosz555njd4jf3375ostnmdmm 2457 12 but but CC work_xrosz555njd4jf3375ostnmdmm 2457 13 this this DT work_xrosz555njd4jf3375ostnmdmm 2457 14 task task NN work_xrosz555njd4jf3375ostnmdmm 2457 15 was be VBD work_xrosz555njd4jf3375ostnmdmm 2457 16 also also RB work_xrosz555njd4jf3375ostnmdmm 2457 17 tedious tedious JJ work_xrosz555njd4jf3375ostnmdmm 2457 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2457 19 time time NN work_xrosz555njd4jf3375ostnmdmm 2457 20 consuming consume VBG work_xrosz555njd4jf3375ostnmdmm 2457 21 . . . work_xrosz555njd4jf3375ostnmdmm 2458 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2458 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2458 3 reason reason NN work_xrosz555njd4jf3375ostnmdmm 2458 4 these these DT work_xrosz555njd4jf3375ostnmdmm 2458 5 companies company NNS work_xrosz555njd4jf3375ostnmdmm 2458 6 tried try VBD work_xrosz555njd4jf3375ostnmdmm 2458 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2458 8 build build VB work_xrosz555njd4jf3375ostnmdmm 2458 9 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2458 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2458 11 help help VB work_xrosz555njd4jf3375ostnmdmm 2458 12 screen screen VB work_xrosz555njd4jf3375ostnmdmm 2458 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2458 14 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2458 15 . . . work_xrosz555njd4jf3375ostnmdmm 2459 1 Amit Amit NNP work_xrosz555njd4jf3375ostnmdmm 2459 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2459 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2459 4 . . . work_xrosz555njd4jf3375ostnmdmm 2460 1 in in IN work_xrosz555njd4jf3375ostnmdmm 2460 2 IBM IBM NNP work_xrosz555njd4jf3375ostnmdmm 2460 3 presented present VBD work_xrosz555njd4jf3375ostnmdmm 2460 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2460 5 system system NN work_xrosz555njd4jf3375ostnmdmm 2460 6 , , , work_xrosz555njd4jf3375ostnmdmm 2460 7 “ " `` work_xrosz555njd4jf3375ostnmdmm 2460 8 PROSPECT PROSPECT NNP work_xrosz555njd4jf3375ostnmdmm 2460 9 ” " '' work_xrosz555njd4jf3375ostnmdmm 2460 10 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2460 11 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2460 12 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2460 13 , , , work_xrosz555njd4jf3375ostnmdmm 2460 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2460 15 aid aid VB work_xrosz555njd4jf3375ostnmdmm 2460 16 shortlisting shortlisting NN work_xrosz555njd4jf3375ostnmdmm 2460 17 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2460 18 for for IN work_xrosz555njd4jf3375ostnmdmm 2460 19 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2460 20 . . . work_xrosz555njd4jf3375ostnmdmm 2461 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2461 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2461 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2461 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2461 5 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2461 6 miner miner NN work_xrosz555njd4jf3375ostnmdmm 2461 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2461 8 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2461 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2461 10 information information NN work_xrosz555njd4jf3375ostnmdmm 2461 11 from from IN work_xrosz555njd4jf3375ostnmdmm 2461 12 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2461 13 , , , work_xrosz555njd4jf3375ostnmdmm 2461 14 which which WDT work_xrosz555njd4jf3375ostnmdmm 2461 15 use use VBP work_xrosz555njd4jf3375ostnmdmm 2461 16 a a DT work_xrosz555njd4jf3375ostnmdmm 2461 17 conditional conditional JJ work_xrosz555njd4jf3375ostnmdmm 2461 18 random random JJ work_xrosz555njd4jf3375ostnmdmm 2461 19 field field NN work_xrosz555njd4jf3375ostnmdmm 2461 20 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2461 21 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2461 22 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2461 23 model model NN work_xrosz555njd4jf3375ostnmdmm 2461 24 to to IN work_xrosz555njd4jf3375ostnmdmm 2461 25 segment segment NN work_xrosz555njd4jf3375ostnmdmm 2461 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2461 27 label label VB work_xrosz555njd4jf3375ostnmdmm 2461 28 9 9 CD work_xrosz555njd4jf3375ostnmdmm 2461 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2461 30 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2461 31 . . . work_xrosz555njd4jf3375ostnmdmm 2462 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2462 2 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2462 3 model model NN work_xrosz555njd4jf3375ostnmdmm 2462 4 used use VBD work_xrosz555njd4jf3375ostnmdmm 2462 5 three three CD work_xrosz555njd4jf3375ostnmdmm 2462 6 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2462 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2462 8 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2462 9 , , , work_xrosz555njd4jf3375ostnmdmm 2462 10 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2462 11 are be VBP work_xrosz555njd4jf3375ostnmdmm 2462 12 : : : work_xrosz555njd4jf3375ostnmdmm 2462 13 Lexicon Lexicon NNP work_xrosz555njd4jf3375ostnmdmm 2462 14 , , , work_xrosz555njd4jf3375ostnmdmm 2462 15 Visual Visual NNP work_xrosz555njd4jf3375ostnmdmm 2462 16 , , , work_xrosz555njd4jf3375ostnmdmm 2462 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2462 18 Named Named NNP work_xrosz555njd4jf3375ostnmdmm 2462 19 Entity Entity NNP work_xrosz555njd4jf3375ostnmdmm 2462 20 . . . work_xrosz555njd4jf3375ostnmdmm 2463 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2463 2 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2463 3 compared compare VBD work_xrosz555njd4jf3375ostnmdmm 2463 4 some some DT work_xrosz555njd4jf3375ostnmdmm 2463 5 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2463 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2463 7 ranked rank VBD work_xrosz555njd4jf3375ostnmdmm 2463 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2463 9 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2463 10 applicants applicant NNS work_xrosz555njd4jf3375ostnmdmm 2463 11 , , , work_xrosz555njd4jf3375ostnmdmm 2463 12 such such JJ work_xrosz555njd4jf3375ostnmdmm 2463 13 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2463 14 include include VBP work_xrosz555njd4jf3375ostnmdmm 2463 15 : : : work_xrosz555njd4jf3375ostnmdmm 2463 16 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2463 17 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2463 18 , , , work_xrosz555njd4jf3375ostnmdmm 2463 19 KL KL NNP work_xrosz555njd4jf3375ostnmdmm 2463 20 , , , work_xrosz555njd4jf3375ostnmdmm 2463 21 Lucene Lucene NNP work_xrosz555njd4jf3375ostnmdmm 2463 22 Scoring Scoring NNP work_xrosz555njd4jf3375ostnmdmm 2463 23 , , , work_xrosz555njd4jf3375ostnmdmm 2463 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2463 25 Lucene Lucene NNP work_xrosz555njd4jf3375ostnmdmm 2463 26 Scoring Scoring NNP work_xrosz555njd4jf3375ostnmdmm 2463 27 + + SYM work_xrosz555njd4jf3375ostnmdmm 2463 28 SkillBoost SkillBoost NNP work_xrosz555njd4jf3375ostnmdmm 2463 29 . . . work_xrosz555njd4jf3375ostnmdmm 2464 1 HP HP NNP work_xrosz555njd4jf3375ostnmdmm 2464 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2464 3 built build VBD work_xrosz555njd4jf3375ostnmdmm 2464 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2464 5 system system NN work_xrosz555njd4jf3375ostnmdmm 2464 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2464 7 solve solve VB work_xrosz555njd4jf3375ostnmdmm 2464 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2464 9 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2464 10 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2464 11 , , , work_xrosz555njd4jf3375ostnmdmm 2464 12 which which WDT work_xrosz555njd4jf3375ostnmdmm 2464 13 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2464 14 introduced introduce VBN work_xrosz555njd4jf3375ostnmdmm 2464 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2464 16 Gon- Gon- NNP work_xrosz555njd4jf3375ostnmdmm 2464 17 zalez zalez NNP work_xrosz555njd4jf3375ostnmdmm 2464 18 et et FW work_xrosz555njd4jf3375ostnmdmm 2464 19 al al NNP work_xrosz555njd4jf3375ostnmdmm 2464 20 . . NNP work_xrosz555njd4jf3375ostnmdmm 2464 21 ’s ’s NNP work_xrosz555njd4jf3375ostnmdmm 2464 22 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2464 23 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2464 24 17 17 CD work_xrosz555njd4jf3375ostnmdmm 2464 25 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2464 26 . . . work_xrosz555njd4jf3375ostnmdmm 2465 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2465 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2465 3 also also RB work_xrosz555njd4jf3375ostnmdmm 2465 4 pays pay VBZ work_xrosz555njd4jf3375ostnmdmm 2465 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2465 6 lot lot NN work_xrosz555njd4jf3375ostnmdmm 2465 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2465 8 attention attention NN work_xrosz555njd4jf3375ostnmdmm 2465 9 to to IN work_xrosz555njd4jf3375ostnmdmm 2465 10 information information NN work_xrosz555njd4jf3375ostnmdmm 2465 11 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2465 12 . . . work_xrosz555njd4jf3375ostnmdmm 2466 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2466 2 dictionaries dictionary NNS work_xrosz555njd4jf3375ostnmdmm 2466 3 which which WDT work_xrosz555njd4jf3375ostnmdmm 2466 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2466 5 used use VBN work_xrosz555njd4jf3375ostnmdmm 2466 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2466 7 tag tag VB work_xrosz555njd4jf3375ostnmdmm 2466 8 entities entity NNS work_xrosz555njd4jf3375ostnmdmm 2466 9 need need VB work_xrosz555njd4jf3375ostnmdmm 2466 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2466 11 be be VB work_xrosz555njd4jf3375ostnmdmm 2466 12 updated update VBN work_xrosz555njd4jf3375ostnmdmm 2466 13 often often RB work_xrosz555njd4jf3375ostnmdmm 2466 14 since since IN work_xrosz555njd4jf3375ostnmdmm 2466 15 there there EX work_xrosz555njd4jf3375ostnmdmm 2466 16 always always RB work_xrosz555njd4jf3375ostnmdmm 2466 17 new new JJ work_xrosz555njd4jf3375ostnmdmm 2466 18 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2466 19 appears appear VBZ work_xrosz555njd4jf3375ostnmdmm 2466 20 . . . work_xrosz555njd4jf3375ostnmdmm 2467 1 So so IN work_xrosz555njd4jf3375ostnmdmm 2467 2 an an DT work_xrosz555njd4jf3375ostnmdmm 2467 3 adaptive adaptive JJ work_xrosz555njd4jf3375ostnmdmm 2467 4 learning learning NN work_xrosz555njd4jf3375ostnmdmm 2467 5 module module NN work_xrosz555njd4jf3375ostnmdmm 2467 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2467 7 used use VBN work_xrosz555njd4jf3375ostnmdmm 2467 8 to to TO work_xrosz555njd4jf3375ostnmdmm 2467 9 achieve achieve VB work_xrosz555njd4jf3375ostnmdmm 2467 10 two two CD work_xrosz555njd4jf3375ostnmdmm 2467 11 objectives objective NNS work_xrosz555njd4jf3375ostnmdmm 2467 12 : : : work_xrosz555njd4jf3375ostnmdmm 2467 13 use use VB work_xrosz555njd4jf3375ostnmdmm 2467 14 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2467 15 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2467 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2467 17 enhance enhance VB work_xrosz555njd4jf3375ostnmdmm 2467 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2467 19 information information NN work_xrosz555njd4jf3375ostnmdmm 2467 20 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2467 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2467 22 to to TO work_xrosz555njd4jf3375ostnmdmm 2467 23 discover discover VB work_xrosz555njd4jf3375ostnmdmm 2467 24 new new JJ work_xrosz555njd4jf3375ostnmdmm 2467 25 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2467 26 . . . work_xrosz555njd4jf3375ostnmdmm 2468 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2468 2 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2468 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2468 4 oriented orient VBN work_xrosz555njd4jf3375ostnmdmm 2468 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2468 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2468 7 used use VBN work_xrosz555njd4jf3375ostnmdmm 2468 8 to to TO work_xrosz555njd4jf3375ostnmdmm 2468 9 represent represent VB work_xrosz555njd4jf3375ostnmdmm 2468 10 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2468 11 , , , work_xrosz555njd4jf3375ostnmdmm 2468 12 inference inference NN work_xrosz555njd4jf3375ostnmdmm 2468 13 rules rule NNS work_xrosz555njd4jf3375ostnmdmm 2468 14 are be VBP work_xrosz555njd4jf3375ostnmdmm 2468 15 defined define VBN work_xrosz555njd4jf3375ostnmdmm 2468 16 based base VBN work_xrosz555njd4jf3375ostnmdmm 2468 17 on on IN work_xrosz555njd4jf3375ostnmdmm 2468 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2468 19 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2468 20 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2468 21 base base NN work_xrosz555njd4jf3375ostnmdmm 2468 22 . . . work_xrosz555njd4jf3375ostnmdmm 2469 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2469 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2469 3 detected detect VBN work_xrosz555njd4jf3375ostnmdmm 2469 4 term term NN work_xrosz555njd4jf3375ostnmdmm 2469 5 found find VBN work_xrosz555njd4jf3375ostnmdmm 2469 6 , , , work_xrosz555njd4jf3375ostnmdmm 2469 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2469 8 system system NN work_xrosz555njd4jf3375ostnmdmm 2469 9 will will MD work_xrosz555njd4jf3375ostnmdmm 2469 10 search search VB work_xrosz555njd4jf3375ostnmdmm 2469 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2469 12 external external JJ work_xrosz555njd4jf3375ostnmdmm 2469 13 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2469 14 base base NN work_xrosz555njd4jf3375ostnmdmm 2469 15 , , , work_xrosz555njd4jf3375ostnmdmm 2469 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2469 17 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2469 18 . . . work_xrosz555njd4jf3375ostnmdmm 2470 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2470 2 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2470 3 are be VBP work_xrosz555njd4jf3375ostnmdmm 2470 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2470 5 classified classify VBN work_xrosz555njd4jf3375ostnmdmm 2470 6 to to IN work_xrosz555njd4jf3375ostnmdmm 2470 7 different different JJ work_xrosz555njd4jf3375ostnmdmm 2470 8 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2470 9 like like IN work_xrosz555njd4jf3375ostnmdmm 2470 10 “ " `` work_xrosz555njd4jf3375ostnmdmm 2470 11 Web web NN work_xrosz555njd4jf3375ostnmdmm 2470 12 Technology Technology NNP work_xrosz555njd4jf3375ostnmdmm 2470 13 ” " '' work_xrosz555njd4jf3375ostnmdmm 2470 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2470 15 “ " `` work_xrosz555njd4jf3375ostnmdmm 2470 16 No no DT work_xrosz555njd4jf3375ostnmdmm 2470 17 Web web NN work_xrosz555njd4jf3375ostnmdmm 2470 18 Technology Technology NNP work_xrosz555njd4jf3375ostnmdmm 2470 19 ” " '' work_xrosz555njd4jf3375ostnmdmm 2470 20 by by IN work_xrosz555njd4jf3375ostnmdmm 2470 21 naive naive JJ work_xrosz555njd4jf3375ostnmdmm 2470 22 Bayes Bayes NNP work_xrosz555njd4jf3375ostnmdmm 2470 23 classifier classifier NN work_xrosz555njd4jf3375ostnmdmm 2470 24 . . . work_xrosz555njd4jf3375ostnmdmm 2471 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2471 2 company company NN work_xrosz555njd4jf3375ostnmdmm 2471 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2471 4 allocate allocate VB work_xrosz555njd4jf3375ostnmdmm 2471 5 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2471 6 employees employee NNS work_xrosz555njd4jf3375ostnmdmm 2471 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2471 8 required require VBN work_xrosz555njd4jf3375ostnmdmm 2471 9 positions position NNS work_xrosz555njd4jf3375ostnmdmm 2471 10 with with IN work_xrosz555njd4jf3375ostnmdmm 2471 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2471 12 system system NN work_xrosz555njd4jf3375ostnmdmm 2471 13 . . . work_xrosz555njd4jf3375ostnmdmm 2472 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2472 2 goal goal NN work_xrosz555njd4jf3375ostnmdmm 2472 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2472 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2472 5 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2472 6 built build VBN work_xrosz555njd4jf3375ostnmdmm 2472 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2472 8 IBM IBM NNP work_xrosz555njd4jf3375ostnmdmm 2472 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2472 10 HP HP NNP work_xrosz555njd4jf3375ostnmdmm 2472 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2472 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2472 13 help help VB work_xrosz555njd4jf3375ostnmdmm 2472 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2472 15 companies company NNS work_xrosz555njd4jf3375ostnmdmm 2472 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2472 17 select select VB work_xrosz555njd4jf3375ostnmdmm 2472 18 good good JJ work_xrosz555njd4jf3375ostnmdmm 2472 19 applicants applicant NNS work_xrosz555njd4jf3375ostnmdmm 2472 20 , , , work_xrosz555njd4jf3375ostnmdmm 2472 21 but but CC work_xrosz555njd4jf3375ostnmdmm 2472 22 can can MD work_xrosz555njd4jf3375ostnmdmm 2472 23 not not RB work_xrosz555njd4jf3375ostnmdmm 2472 24 help help VB work_xrosz555njd4jf3375ostnmdmm 2472 25 job job NN work_xrosz555njd4jf3375ostnmdmm 2472 26 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2472 27 to to TO work_xrosz555njd4jf3375ostnmdmm 2472 28 find find VB work_xrosz555njd4jf3375ostnmdmm 2472 29 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2472 30 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2472 31 . . . work_xrosz555njd4jf3375ostnmdmm 2473 1 Yu Yu NNP work_xrosz555njd4jf3375ostnmdmm 2473 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2473 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2473 4 . . . work_xrosz555njd4jf3375ostnmdmm 2474 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2474 2 51 51 CD work_xrosz555njd4jf3375ostnmdmm 2474 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2474 4 used use VBD work_xrosz555njd4jf3375ostnmdmm 2474 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2474 6 cascaded cascade VBN work_xrosz555njd4jf3375ostnmdmm 2474 7 IE IE NNP work_xrosz555njd4jf3375ostnmdmm 2474 8 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2474 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2474 10 get get VB work_xrosz555njd4jf3375ostnmdmm 2474 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2474 12 detailed detailed JJ work_xrosz555njd4jf3375ostnmdmm 2474 13 information information NN work_xrosz555njd4jf3375ostnmdmm 2474 14 from from IN work_xrosz555njd4jf3375ostnmdmm 2474 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2474 16 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2474 17 . . . work_xrosz555njd4jf3375ostnmdmm 2475 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2475 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2475 3 first first JJ work_xrosz555njd4jf3375ostnmdmm 2475 4 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2475 5 , , , work_xrosz555njd4jf3375ostnmdmm 2475 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2475 7 Hidden hidden JJ work_xrosz555njd4jf3375ostnmdmm 2475 8 Markov Markov NNP work_xrosz555njd4jf3375ostnmdmm 2475 9 Modeling Modeling NNP work_xrosz555njd4jf3375ostnmdmm 2475 10 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2475 11 HMM HMM NNP work_xrosz555njd4jf3375ostnmdmm 2475 12 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2475 13 model model NN work_xrosz555njd4jf3375ostnmdmm 2475 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2475 15 used use VBN work_xrosz555njd4jf3375ostnmdmm 2475 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2475 17 segment segment VB work_xrosz555njd4jf3375ostnmdmm 2475 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2475 19 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2475 20 into into IN work_xrosz555njd4jf3375ostnmdmm 2475 21 consecutive consecutive JJ work_xrosz555njd4jf3375ostnmdmm 2475 22 blocks block NNS work_xrosz555njd4jf3375ostnmdmm 2475 23 . . . work_xrosz555njd4jf3375ostnmdmm 2476 1 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2476 2 on on IN work_xrosz555njd4jf3375ostnmdmm 2476 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2476 4 result result NN work_xrosz555njd4jf3375ostnmdmm 2476 5 , , , work_xrosz555njd4jf3375ostnmdmm 2476 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2476 7 SVM SVM NNP work_xrosz555njd4jf3375ostnmdmm 2476 8 model model NN work_xrosz555njd4jf3375ostnmdmm 2476 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2476 10 used use VBN work_xrosz555njd4jf3375ostnmdmm 2476 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2476 12 obtain obtain VB work_xrosz555njd4jf3375ostnmdmm 2476 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2476 14 detailed detailed JJ work_xrosz555njd4jf3375ostnmdmm 2476 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2476 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2476 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2476 18 certain certain JJ work_xrosz555njd4jf3375ostnmdmm 2476 19 block block NN work_xrosz555njd4jf3375ostnmdmm 2476 20 , , , work_xrosz555njd4jf3375ostnmdmm 2476 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2476 22 information information NN work_xrosz555njd4jf3375ostnmdmm 2476 23 include include VBP work_xrosz555njd4jf3375ostnmdmm 2476 24 : : : work_xrosz555njd4jf3375ostnmdmm 2476 25 name name NN work_xrosz555njd4jf3375ostnmdmm 2476 26 , , , work_xrosz555njd4jf3375ostnmdmm 2476 27 address address NN work_xrosz555njd4jf3375ostnmdmm 2476 28 , , , work_xrosz555njd4jf3375ostnmdmm 2476 29 education education NN work_xrosz555njd4jf3375ostnmdmm 2476 30 etc etc NN work_xrosz555njd4jf3375ostnmdmm 2476 31 . . . work_xrosz555njd4jf3375ostnmdmm 2477 1 Celik Celik NNP work_xrosz555njd4jf3375ostnmdmm 2477 2 Duygua Duygua NNP work_xrosz555njd4jf3375ostnmdmm 2477 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2477 4 Elci Elci NNP work_xrosz555njd4jf3375ostnmdmm 2477 5 Atilla Atilla NNP work_xrosz555njd4jf3375ostnmdmm 2477 6 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2477 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2477 8 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2477 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2477 10 based base VBN work_xrosz555njd4jf3375ostnmdmm 2477 11 Rsum Rsum NNP work_xrosz555njd4jf3375ostnmdmm 2477 12 Parser Parser NNP work_xrosz555njd4jf3375ostnmdmm 2477 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2477 14 ORP ORP NNP work_xrosz555njd4jf3375ostnmdmm 2477 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2477 16 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2477 17 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2477 18 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2477 19 , , , work_xrosz555njd4jf3375ostnmdmm 2477 20 which which WDT work_xrosz555njd4jf3375ostnmdmm 2477 21 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2477 22 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2477 23 to to TO work_xrosz555njd4jf3375ostnmdmm 2477 24 assistant assistant VB work_xrosz555njd4jf3375ostnmdmm 2477 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2477 26 information information NN work_xrosz555njd4jf3375ostnmdmm 2477 27 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2477 28 process process NN work_xrosz555njd4jf3375ostnmdmm 2477 29 . . . work_xrosz555njd4jf3375ostnmdmm 2478 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2478 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2478 3 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2478 4 processes process VBZ work_xrosz555njd4jf3375ostnmdmm 2478 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2478 6 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2478 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2478 8 following follow VBG work_xrosz555njd4jf3375ostnmdmm 2478 9 steps step NNS work_xrosz555njd4jf3375ostnmdmm 2478 10 : : : work_xrosz555njd4jf3375ostnmdmm 2478 11 converting convert VBG work_xrosz555njd4jf3375ostnmdmm 2478 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 13 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2478 14 file file NN work_xrosz555njd4jf3375ostnmdmm 2478 15 into into IN work_xrosz555njd4jf3375ostnmdmm 2478 16 plain plain JJ work_xrosz555njd4jf3375ostnmdmm 2478 17 text text NN work_xrosz555njd4jf3375ostnmdmm 2478 18 , , , work_xrosz555njd4jf3375ostnmdmm 2478 19 separating separate VBG work_xrosz555njd4jf3375ostnmdmm 2478 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 21 text text NN work_xrosz555njd4jf3375ostnmdmm 2478 22 into into IN work_xrosz555njd4jf3375ostnmdmm 2478 23 some some DT work_xrosz555njd4jf3375ostnmdmm 2478 24 segments segment NNS work_xrosz555njd4jf3375ostnmdmm 2478 25 , , , work_xrosz555njd4jf3375ostnmdmm 2478 26 using use VBG work_xrosz555njd4jf3375ostnmdmm 2478 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 28 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2478 29 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2478 30 base base NN work_xrosz555njd4jf3375ostnmdmm 2478 31 to to TO work_xrosz555njd4jf3375ostnmdmm 2478 32 find find VB work_xrosz555njd4jf3375ostnmdmm 2478 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 34 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2478 35 in in IN work_xrosz555njd4jf3375ostnmdmm 2478 36 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 37 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2478 38 , , , work_xrosz555njd4jf3375ostnmdmm 2478 39 normalizing normalize VBG work_xrosz555njd4jf3375ostnmdmm 2478 40 all all PDT work_xrosz555njd4jf3375ostnmdmm 2478 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 42 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2478 43 , , , work_xrosz555njd4jf3375ostnmdmm 2478 44 and and CC work_xrosz555njd4jf3375ostnmdmm 2478 45 classifing classife VBG work_xrosz555njd4jf3375ostnmdmm 2478 46 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 47 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2478 48 to to TO work_xrosz555njd4jf3375ostnmdmm 2478 49 get get VB work_xrosz555njd4jf3375ostnmdmm 2478 50 the the DT work_xrosz555njd4jf3375ostnmdmm 2478 51 wanted want VBN work_xrosz555njd4jf3375ostnmdmm 2478 52 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2478 53 . . . work_xrosz555njd4jf3375ostnmdmm 2479 1 But but CC work_xrosz555njd4jf3375ostnmdmm 2479 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2479 3 personal personal JJ work_xrosz555njd4jf3375ostnmdmm 2479 4 information information NN work_xrosz555njd4jf3375ostnmdmm 2479 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2479 6 system system NN work_xrosz555njd4jf3375ostnmdmm 2479 7 retrieved retrieve VBD work_xrosz555njd4jf3375ostnmdmm 2479 8 like like IN work_xrosz555njd4jf3375ostnmdmm 2479 9 name name NN work_xrosz555njd4jf3375ostnmdmm 2479 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2479 11 addresses address NNS work_xrosz555njd4jf3375ostnmdmm 2479 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2479 13 not not RB work_xrosz555njd4jf3375ostnmdmm 2479 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2479 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2479 16 that that WDT work_xrosz555njd4jf3375ostnmdmm 2479 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2479 18 recruiters recruiter NNS work_xrosz555njd4jf3375ostnmdmm 2479 19 care care VBP work_xrosz555njd4jf3375ostnmdmm 2479 20 about about IN work_xrosz555njd4jf3375ostnmdmm 2479 21 . . . work_xrosz555njd4jf3375ostnmdmm 2480 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2480 2 recruiters recruiter NNS work_xrosz555njd4jf3375ostnmdmm 2480 3 want want VBP work_xrosz555njd4jf3375ostnmdmm 2480 4 some some DT work_xrosz555njd4jf3375ostnmdmm 2480 5 information information NN work_xrosz555njd4jf3375ostnmdmm 2480 6 that that WDT work_xrosz555njd4jf3375ostnmdmm 2480 7 relate relate VBP work_xrosz555njd4jf3375ostnmdmm 2480 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2480 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2480 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2480 11 opening opening NN work_xrosz555njd4jf3375ostnmdmm 2480 12 , , , work_xrosz555njd4jf3375ostnmdmm 2480 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2480 14 can can MD work_xrosz555njd4jf3375ostnmdmm 2480 15 help help VB work_xrosz555njd4jf3375ostnmdmm 2480 16 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2480 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2480 18 judge judge VB work_xrosz555njd4jf3375ostnmdmm 2480 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2480 20 competence competence NN work_xrosz555njd4jf3375ostnmdmm 2480 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2480 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2480 23 applicants applicant NNS work_xrosz555njd4jf3375ostnmdmm 2480 24 . . . work_xrosz555njd4jf3375ostnmdmm 2481 1 2.4 2.4 CD work_xrosz555njd4jf3375ostnmdmm 2481 2 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2481 3 Algorithms Algorithms NNP work_xrosz555njd4jf3375ostnmdmm 2481 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2481 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2481 6 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2481 7 Systems Systems NNP work_xrosz555njd4jf3375ostnmdmm 2481 8 Lu Lu NNP work_xrosz555njd4jf3375ostnmdmm 2481 9 et et FW work_xrosz555njd4jf3375ostnmdmm 2481 10 al al NNP work_xrosz555njd4jf3375ostnmdmm 2481 11 . . . work_xrosz555njd4jf3375ostnmdmm 2482 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2482 2 28 28 CD work_xrosz555njd4jf3375ostnmdmm 2482 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2482 4 used use VBN work_xrosz555njd4jf3375ostnmdmm 2482 5 latent latent JJ work_xrosz555njd4jf3375ostnmdmm 2482 6 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2482 7 analysis analysis NN work_xrosz555njd4jf3375ostnmdmm 2482 8 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2482 9 LSA LSA NNP work_xrosz555njd4jf3375ostnmdmm 2482 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2482 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2482 12 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2482 13 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2482 14 between between IN work_xrosz555njd4jf3375ostnmdmm 2482 15 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2482 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2482 17 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2482 18 , , , work_xrosz555njd4jf3375ostnmdmm 2482 19 but but CC work_xrosz555njd4jf3375ostnmdmm 2482 20 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2482 21 only only RB work_xrosz555njd4jf3375ostnmdmm 2482 22 selected select VBD work_xrosz555njd4jf3375ostnmdmm 2482 23 two two CD work_xrosz555njd4jf3375ostnmdmm 2482 24 factors factor NNS work_xrosz555njd4jf3375ostnmdmm 2482 25 “ " `` work_xrosz555njd4jf3375ostnmdmm 2482 26 interest interest NN work_xrosz555njd4jf3375ostnmdmm 2482 27 ” " '' work_xrosz555njd4jf3375ostnmdmm 2482 28 and and CC work_xrosz555njd4jf3375ostnmdmm 2482 29 “ " `` work_xrosz555njd4jf3375ostnmdmm 2482 30 education education NN work_xrosz555njd4jf3375ostnmdmm 2482 31 ” " '' work_xrosz555njd4jf3375ostnmdmm 2482 32 to to TO work_xrosz555njd4jf3375ostnmdmm 2482 33 compare compare VB work_xrosz555njd4jf3375ostnmdmm 2482 34 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2482 35 . . . work_xrosz555njd4jf3375ostnmdmm 2483 1 Xing Xing NNP work_xrosz555njd4jf3375ostnmdmm 2483 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2483 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2483 4 . . . work_xrosz555njd4jf3375ostnmdmm 2484 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2484 2 50 50 CD work_xrosz555njd4jf3375ostnmdmm 2484 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2484 4 used use VBN work_xrosz555njd4jf3375ostnmdmm 2484 5 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2484 6 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2484 7 models model NNS work_xrosz555njd4jf3375ostnmdmm 2484 8 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2484 9 SRM SRM NNP work_xrosz555njd4jf3375ostnmdmm 2484 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2484 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2484 12 match match VB work_xrosz555njd4jf3375ostnmdmm 2484 13 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2484 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2484 15 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2484 16 . . . work_xrosz555njd4jf3375ostnmdmm 2485 1 Drigas Drigas NNP work_xrosz555njd4jf3375ostnmdmm 2485 2 et et NNP work_xrosz555njd4jf3375ostnmdmm 2485 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2485 4 . . . work_xrosz555njd4jf3375ostnmdmm 2486 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2486 2 13 13 CD work_xrosz555njd4jf3375ostnmdmm 2486 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2486 4 presented present VBD work_xrosz555njd4jf3375ostnmdmm 2486 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2486 6 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2486 7 system system NN work_xrosz555njd4jf3375ostnmdmm 2486 8 to to TO work_xrosz555njd4jf3375ostnmdmm 2486 9 match match VB work_xrosz555njd4jf3375ostnmdmm 2486 10 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2486 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2486 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2486 13 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2486 14 , , , work_xrosz555njd4jf3375ostnmdmm 2486 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2486 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2486 17 recommend recommend VB work_xrosz555njd4jf3375ostnmdmm 2486 18 unemployed unemployed RB work_xrosz555njd4jf3375ostnmdmm 2486 19 to to IN work_xrosz555njd4jf3375ostnmdmm 2486 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2486 21 positions position NNS work_xrosz555njd4jf3375ostnmdmm 2486 22 . . . work_xrosz555njd4jf3375ostnmdmm 2487 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2487 2 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2487 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2487 4 used use VBD work_xrosz555njd4jf3375ostnmdmm 2487 5 Neuro Neuro NNP work_xrosz555njd4jf3375ostnmdmm 2487 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2487 7 Fuzzy fuzzy JJ work_xrosz555njd4jf3375ostnmdmm 2487 8 rules rule NNS work_xrosz555njd4jf3375ostnmdmm 2487 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2487 10 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2487 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2487 12 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2487 13 between between IN work_xrosz555njd4jf3375ostnmdmm 2487 14 user user NN work_xrosz555njd4jf3375ostnmdmm 2487 15 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2487 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2487 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2487 18 openings opening NNS work_xrosz555njd4jf3375ostnmdmm 2487 19 . . . work_xrosz555njd4jf3375ostnmdmm 2488 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2488 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2488 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2488 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2488 5 relation relation NN work_xrosz555njd4jf3375ostnmdmm 2488 6 matrix matrix NN work_xrosz555njd4jf3375ostnmdmm 2488 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2488 8 represent represent VB work_xrosz555njd4jf3375ostnmdmm 2488 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2488 10 fuzzy fuzzy JJ work_xrosz555njd4jf3375ostnmdmm 2488 11 relation relation NN work_xrosz555njd4jf3375ostnmdmm 2488 12 between between IN work_xrosz555njd4jf3375ostnmdmm 2488 13 these these DT work_xrosz555njd4jf3375ostnmdmm 2488 14 specialities speciality NNS work_xrosz555njd4jf3375ostnmdmm 2488 15 . . . work_xrosz555njd4jf3375ostnmdmm 2489 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2489 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2489 3 needs need VBZ work_xrosz555njd4jf3375ostnmdmm 2489 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2489 5 training training NN work_xrosz555njd4jf3375ostnmdmm 2489 6 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2489 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2489 8 train train VB work_xrosz555njd4jf3375ostnmdmm 2489 9 that that IN work_xrosz555njd4jf3375ostnmdmm 2489 10 Neuro Neuro NNP work_xrosz555njd4jf3375ostnmdmm 2489 11 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2489 12 Fuzzy Fuzzy NNP work_xrosz555njd4jf3375ostnmdmm 2489 13 network network NN work_xrosz555njd4jf3375ostnmdmm 2489 14 . . . work_xrosz555njd4jf3375ostnmdmm 2490 1 Both both DT work_xrosz555njd4jf3375ostnmdmm 2490 2 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2490 3 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2490 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2490 5 job job NN work_xrosz555njd4jf3375ostnmdmm 2490 6 opening opening NN work_xrosz555njd4jf3375ostnmdmm 2490 7 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2490 8 were be VBD work_xrosz555njd4jf3375ostnmdmm 2490 9 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2490 10 input input JJ work_xrosz555njd4jf3375ostnmdmm 2490 11 into into IN work_xrosz555njd4jf3375ostnmdmm 2490 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2490 13 system system NN work_xrosz555njd4jf3375ostnmdmm 2490 14 . . . work_xrosz555njd4jf3375ostnmdmm 2491 1 Daramola Daramola NNP work_xrosz555njd4jf3375ostnmdmm 2491 2 et et NNP work_xrosz555njd4jf3375ostnmdmm 2491 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2491 4 . . . work_xrosz555njd4jf3375ostnmdmm 2492 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2492 2 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2492 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2492 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2492 5 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2492 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2492 7 fuzzy fuzzy JJ work_xrosz555njd4jf3375ostnmdmm 2492 8 logic logic NN work_xrosz555njd4jf3375ostnmdmm 2492 9 based base VBN work_xrosz555njd4jf3375ostnmdmm 2492 10 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2492 11 system(FES system(fes CD work_xrosz555njd4jf3375ostnmdmm 2492 12 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2492 13 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2492 14 for for IN work_xrosz555njd4jf3375ostnmdmm 2492 15 online online JJ work_xrosz555njd4jf3375ostnmdmm 2492 16 personnel personnel NNS work_xrosz555njd4jf3375ostnmdmm 2492 17 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2492 18 . . . work_xrosz555njd4jf3375ostnmdmm 2493 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2493 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2493 3 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2493 4 , , , work_xrosz555njd4jf3375ostnmdmm 2493 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2493 6 authors author NNS work_xrosz555njd4jf3375ostnmdmm 2493 7 assumed assume VBD work_xrosz555njd4jf3375ostnmdmm 2493 8 that that IN work_xrosz555njd4jf3375ostnmdmm 2493 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2493 10 information information NN work_xrosz555njd4jf3375ostnmdmm 2493 11 already already RB work_xrosz555njd4jf3375ostnmdmm 2493 12 be be VB work_xrosz555njd4jf3375ostnmdmm 2493 13 collected collect VBN work_xrosz555njd4jf3375ostnmdmm 2493 14 . . . work_xrosz555njd4jf3375ostnmdmm 2494 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2494 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2494 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2494 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2494 5 fuzzy fuzzy JJ work_xrosz555njd4jf3375ostnmdmm 2494 6 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2494 7 metric metric JJ work_xrosz555njd4jf3375ostnmdmm 2494 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2494 9 rank rank VB work_xrosz555njd4jf3375ostnmdmm 2494 10 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2494 11 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2494 12 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2494 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2494 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2494 15 order order NN work_xrosz555njd4jf3375ostnmdmm 2494 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2494 17 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2494 18 eligibility eligibility NN work_xrosz555njd4jf3375ostnmdmm 2494 19 for for IN work_xrosz555njd4jf3375ostnmdmm 2494 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2494 21 job job NN work_xrosz555njd4jf3375ostnmdmm 2494 22 . . . work_xrosz555njd4jf3375ostnmdmm 2495 1 Yao Yao NNP work_xrosz555njd4jf3375ostnmdmm 2495 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2495 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2495 4 . . . work_xrosz555njd4jf3375ostnmdmm 2496 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2496 2 28 28 CD work_xrosz555njd4jf3375ostnmdmm 2496 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2496 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2496 5 presented present VBD work_xrosz555njd4jf3375ostnmdmm 2496 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2496 7 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2496 8 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2496 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2496 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2496 11 integrated integrate VBD work_xrosz555njd4jf3375ostnmdmm 2496 12 content content NN work_xrosz555njd4jf3375ostnmdmm 2496 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2496 14 based base VBN work_xrosz555njd4jf3375ostnmdmm 2496 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2496 16 interaction interaction NN work_xrosz555njd4jf3375ostnmdmm 2496 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2496 18 based base VBN work_xrosz555njd4jf3375ostnmdmm 2496 19 relation relation NN work_xrosz555njd4jf3375ostnmdmm 2496 20 . . . work_xrosz555njd4jf3375ostnmdmm 2497 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2497 2 content content NN work_xrosz555njd4jf3375ostnmdmm 2497 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2497 4 based base VBN work_xrosz555njd4jf3375ostnmdmm 2497 5 part part NN work_xrosz555njd4jf3375ostnmdmm 2497 6 , , , work_xrosz555njd4jf3375ostnmdmm 2497 7 relations relation NNS work_xrosz555njd4jf3375ostnmdmm 2497 8 be- be- XX work_xrosz555njd4jf3375ostnmdmm 2497 9 11 11 CD work_xrosz555njd4jf3375ostnmdmm 2497 10 tween tween NN work_xrosz555njd4jf3375ostnmdmm 2497 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 12 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2497 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 14 , , , work_xrosz555njd4jf3375ostnmdmm 2497 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 16 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2497 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 18 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2497 19 , , , work_xrosz555njd4jf3375ostnmdmm 2497 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2497 21 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 22 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2497 23 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2497 24 job job NN work_xrosz555njd4jf3375ostnmdmm 2497 25 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2497 26 can can MD work_xrosz555njd4jf3375ostnmdmm 2497 27 be be VB work_xrosz555njd4jf3375ostnmdmm 2497 28 identified identify VBN work_xrosz555njd4jf3375ostnmdmm 2497 29 by by IN work_xrosz555njd4jf3375ostnmdmm 2497 30 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2497 31 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2497 32 of of IN work_xrosz555njd4jf3375ostnmdmm 2497 33 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2497 34 . . . work_xrosz555njd4jf3375ostnmdmm 2498 1 There there EX work_xrosz555njd4jf3375ostnmdmm 2498 2 two two CD work_xrosz555njd4jf3375ostnmdmm 2498 3 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2498 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2498 5 used use VBN work_xrosz555njd4jf3375ostnmdmm 2498 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2498 7 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2498 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 9 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2498 10 : : : work_xrosz555njd4jf3375ostnmdmm 2498 11 For for IN work_xrosz555njd4jf3375ostnmdmm 2498 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 13 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2498 14 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2498 15 , , , work_xrosz555njd4jf3375ostnmdmm 2498 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2498 17 age age NN work_xrosz555njd4jf3375ostnmdmm 2498 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2498 19 gender gender NN work_xrosz555njd4jf3375ostnmdmm 2498 20 , , , work_xrosz555njd4jf3375ostnmdmm 2498 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 22 weight weight NN work_xrosz555njd4jf3375ostnmdmm 2498 23 sum sum NN work_xrosz555njd4jf3375ostnmdmm 2498 24 values value NNS work_xrosz555njd4jf3375ostnmdmm 2498 25 will will MD work_xrosz555njd4jf3375ostnmdmm 2498 26 be be VB work_xrosz555njd4jf3375ostnmdmm 2498 27 returned return VBN work_xrosz555njd4jf3375ostnmdmm 2498 28 ; ; : work_xrosz555njd4jf3375ostnmdmm 2498 29 for for IN work_xrosz555njd4jf3375ostnmdmm 2498 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 31 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2498 32 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2498 33 , , , work_xrosz555njd4jf3375ostnmdmm 2498 34 like like IN work_xrosz555njd4jf3375ostnmdmm 2498 35 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2498 36 between between IN work_xrosz555njd4jf3375ostnmdmm 2498 37 job job NN work_xrosz555njd4jf3375ostnmdmm 2498 38 and and CC work_xrosz555njd4jf3375ostnmdmm 2498 39 user user NN work_xrosz555njd4jf3375ostnmdmm 2498 40 profile profile NN work_xrosz555njd4jf3375ostnmdmm 2498 41 , , , work_xrosz555njd4jf3375ostnmdmm 2498 42 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 43 latent latent NN work_xrosz555njd4jf3375ostnmdmm 2498 44 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2498 45 analysis analysis NN work_xrosz555njd4jf3375ostnmdmm 2498 46 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2498 47 applied apply VBN work_xrosz555njd4jf3375ostnmdmm 2498 48 in in IN work_xrosz555njd4jf3375ostnmdmm 2498 49 the the DT work_xrosz555njd4jf3375ostnmdmm 2498 50 system system NN work_xrosz555njd4jf3375ostnmdmm 2498 51 . . . work_xrosz555njd4jf3375ostnmdmm 2499 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2499 2 summary summary NN work_xrosz555njd4jf3375ostnmdmm 2499 3 , , , work_xrosz555njd4jf3375ostnmdmm 2499 4 there there EX work_xrosz555njd4jf3375ostnmdmm 2499 5 are be VBP work_xrosz555njd4jf3375ostnmdmm 2499 6 some some DT work_xrosz555njd4jf3375ostnmdmm 2499 7 problems problem NNS work_xrosz555njd4jf3375ostnmdmm 2499 8 exist exist VBP work_xrosz555njd4jf3375ostnmdmm 2499 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2499 10 previous previous JJ work_xrosz555njd4jf3375ostnmdmm 2499 11 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2499 12 Recommender Recommender NNP work_xrosz555njd4jf3375ostnmdmm 2499 13 Sys- Sys- NNP work_xrosz555njd4jf3375ostnmdmm 2499 14 tems tem NNS work_xrosz555njd4jf3375ostnmdmm 2499 15 : : : work_xrosz555njd4jf3375ostnmdmm 2499 16 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2499 17 . . . work_xrosz555njd4jf3375ostnmdmm 2500 1 Most Most JJS work_xrosz555njd4jf3375ostnmdmm 2500 2 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2500 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2500 4 only only RB work_xrosz555njd4jf3375ostnmdmm 2500 5 process process VB work_xrosz555njd4jf3375ostnmdmm 2500 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2500 7 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2500 8 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2500 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2500 10 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2500 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2500 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2500 13 descrip- descrip- NNS work_xrosz555njd4jf3375ostnmdmm 2500 14 tions tion NNS work_xrosz555njd4jf3375ostnmdmm 2500 15 , , , work_xrosz555njd4jf3375ostnmdmm 2500 16 but but CC work_xrosz555njd4jf3375ostnmdmm 2500 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2500 18 reality reality NN work_xrosz555njd4jf3375ostnmdmm 2500 19 both both CC work_xrosz555njd4jf3375ostnmdmm 2500 20 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2500 21 are be VBP work_xrosz555njd4jf3375ostnmdmm 2500 22 in in IN work_xrosz555njd4jf3375ostnmdmm 2500 23 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2500 24 formats format NNS work_xrosz555njd4jf3375ostnmdmm 2500 25 , , , work_xrosz555njd4jf3375ostnmdmm 2500 26 such such JJ work_xrosz555njd4jf3375ostnmdmm 2500 27 as as IN work_xrosz555njd4jf3375ostnmdmm 2500 28 text text NN work_xrosz555njd4jf3375ostnmdmm 2500 29 files file NNS work_xrosz555njd4jf3375ostnmdmm 2500 30 or or CC work_xrosz555njd4jf3375ostnmdmm 2500 31 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2500 32 web web NN work_xrosz555njd4jf3375ostnmdmm 2500 33 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2500 34 . . . work_xrosz555njd4jf3375ostnmdmm 2501 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2501 2 . . . work_xrosz555njd4jf3375ostnmdmm 2502 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2502 2 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2502 3 that that WDT work_xrosz555njd4jf3375ostnmdmm 2502 4 have have VBP work_xrosz555njd4jf3375ostnmdmm 2502 5 information information NN work_xrosz555njd4jf3375ostnmdmm 2502 6 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2502 7 modules module NNS work_xrosz555njd4jf3375ostnmdmm 2502 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2502 9 designed design VBN work_xrosz555njd4jf3375ostnmdmm 2502 10 for for IN work_xrosz555njd4jf3375ostnmdmm 2502 11 re- re- JJ work_xrosz555njd4jf3375ostnmdmm 2502 12 cruiters cruiter NNS work_xrosz555njd4jf3375ostnmdmm 2502 13 to to TO work_xrosz555njd4jf3375ostnmdmm 2502 14 select select VB work_xrosz555njd4jf3375ostnmdmm 2502 15 applicants applicant NNS work_xrosz555njd4jf3375ostnmdmm 2502 16 , , , work_xrosz555njd4jf3375ostnmdmm 2502 17 not not RB work_xrosz555njd4jf3375ostnmdmm 2502 18 for for IN work_xrosz555njd4jf3375ostnmdmm 2502 19 job job NN work_xrosz555njd4jf3375ostnmdmm 2502 20 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2502 21 to to TO work_xrosz555njd4jf3375ostnmdmm 2502 22 select select VB work_xrosz555njd4jf3375ostnmdmm 2502 23 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2502 24 . . . work_xrosz555njd4jf3375ostnmdmm 2503 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2503 2 . . . work_xrosz555njd4jf3375ostnmdmm 2504 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2504 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2504 3 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2504 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2504 5 information information NN work_xrosz555njd4jf3375ostnmdmm 2504 6 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2504 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2504 8 match match VB work_xrosz555njd4jf3375ostnmdmm 2504 9 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2504 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2504 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2504 12 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2504 13 are be VBP work_xrosz555njd4jf3375ostnmdmm 2504 14 coarse coarse RB work_xrosz555njd4jf3375ostnmdmm 2504 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2504 16 grained grain VBN work_xrosz555njd4jf3375ostnmdmm 2504 17 . . . work_xrosz555njd4jf3375ostnmdmm 2505 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2505 2 improve improve VB work_xrosz555njd4jf3375ostnmdmm 2505 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2505 4 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2505 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2505 6 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2505 7 , , , work_xrosz555njd4jf3375ostnmdmm 2505 8 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2505 9 need need VBP work_xrosz555njd4jf3375ostnmdmm 2505 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2505 11 improve improve VB work_xrosz555njd4jf3375ostnmdmm 2505 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2505 13 granularity granularity NN work_xrosz555njd4jf3375ostnmdmm 2505 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2505 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2505 16 information information NN work_xrosz555njd4jf3375ostnmdmm 2505 17 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2505 18 . . . work_xrosz555njd4jf3375ostnmdmm 2506 1 12 12 CD work_xrosz555njd4jf3375ostnmdmm 2506 2 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2506 3 . . . work_xrosz555njd4jf3375ostnmdmm 2507 1 PROBLEM problem NN work_xrosz555njd4jf3375ostnmdmm 2507 2 3.1 3.1 CD work_xrosz555njd4jf3375ostnmdmm 2507 3 Problem problem NN work_xrosz555njd4jf3375ostnmdmm 2507 4 Definition definition NN work_xrosz555njd4jf3375ostnmdmm 2507 5 The the DT work_xrosz555njd4jf3375ostnmdmm 2507 6 basic basic JJ work_xrosz555njd4jf3375ostnmdmm 2507 7 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2507 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2507 9 this this DT work_xrosz555njd4jf3375ostnmdmm 2507 10 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 2507 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2507 12 how how WRB work_xrosz555njd4jf3375ostnmdmm 2507 13 to to TO work_xrosz555njd4jf3375ostnmdmm 2507 14 find find VB work_xrosz555njd4jf3375ostnmdmm 2507 15 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2507 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2507 17 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2507 18 by by IN work_xrosz555njd4jf3375ostnmdmm 2507 19 user user NN work_xrosz555njd4jf3375ostnmdmm 2507 20 ’s ’s NNP work_xrosz555njd4jf3375ostnmdmm 2507 21 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2507 22 , , , work_xrosz555njd4jf3375ostnmdmm 2507 23 which which WDT work_xrosz555njd4jf3375ostnmdmm 2507 24 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2507 25 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2507 26 need need VBP work_xrosz555njd4jf3375ostnmdmm 2507 27 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2507 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2507 29 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2507 30 between between IN work_xrosz555njd4jf3375ostnmdmm 2507 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2507 32 users user NNS work_xrosz555njd4jf3375ostnmdmm 2507 33 rsum rsum NN work_xrosz555njd4jf3375ostnmdmm 2507 34 and and CC work_xrosz555njd4jf3375ostnmdmm 2507 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2507 36 job job NN work_xrosz555njd4jf3375ostnmdmm 2507 37 . . . work_xrosz555njd4jf3375ostnmdmm 2508 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2508 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2508 3 take take VBP work_xrosz555njd4jf3375ostnmdmm 2508 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2508 5 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2508 6 as as IN work_xrosz555njd4jf3375ostnmdmm 2508 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2508 8 query query NN work_xrosz555njd4jf3375ostnmdmm 2508 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2508 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2508 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2508 12 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2508 13 as as IN work_xrosz555njd4jf3375ostnmdmm 2508 14 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2508 15 , , , work_xrosz555njd4jf3375ostnmdmm 2508 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2508 17 need need VBP work_xrosz555njd4jf3375ostnmdmm 2508 18 to to TO work_xrosz555njd4jf3375ostnmdmm 2508 19 build build VB work_xrosz555njd4jf3375ostnmdmm 2508 20 an an DT work_xrosz555njd4jf3375ostnmdmm 2508 21 information information NN work_xrosz555njd4jf3375ostnmdmm 2508 22 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2508 23 model model NN work_xrosz555njd4jf3375ostnmdmm 2508 24 to to TO work_xrosz555njd4jf3375ostnmdmm 2508 25 get get VB work_xrosz555njd4jf3375ostnmdmm 2508 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2508 27 most most JJS work_xrosz555njd4jf3375ostnmdmm 2508 28 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2508 29 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2508 30 . . . work_xrosz555njd4jf3375ostnmdmm 2509 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2509 2 RésuMatcher résumatcher NN work_xrosz555njd4jf3375ostnmdmm 2509 3 will will MD work_xrosz555njd4jf3375ostnmdmm 2509 4 parse parse VB work_xrosz555njd4jf3375ostnmdmm 2509 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2509 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2509 7 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2509 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2509 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2509 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2509 11 models model NNS work_xrosz555njd4jf3375ostnmdmm 2509 12 , , , work_xrosz555njd4jf3375ostnmdmm 2509 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2509 14 store store VB work_xrosz555njd4jf3375ostnmdmm 2509 15 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2509 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2509 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2509 18 database database NN work_xrosz555njd4jf3375ostnmdmm 2509 19 . . . work_xrosz555njd4jf3375ostnmdmm 2510 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2510 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2510 3 user user NN work_xrosz555njd4jf3375ostnmdmm 2510 4 searches search VBZ work_xrosz555njd4jf3375ostnmdmm 2510 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 6 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2510 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2510 8 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2510 9 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2510 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2510 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 12 system system NN work_xrosz555njd4jf3375ostnmdmm 2510 13 , , , work_xrosz555njd4jf3375ostnmdmm 2510 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 15 system system NN work_xrosz555njd4jf3375ostnmdmm 2510 16 will will MD work_xrosz555njd4jf3375ostnmdmm 2510 17 compare compare VB work_xrosz555njd4jf3375ostnmdmm 2510 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 19 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2510 20 values value NNS work_xrosz555njd4jf3375ostnmdmm 2510 21 between between IN work_xrosz555njd4jf3375ostnmdmm 2510 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 23 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2510 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2510 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 26 job job NN work_xrosz555njd4jf3375ostnmdmm 2510 27 models model NNS work_xrosz555njd4jf3375ostnmdmm 2510 28 , , , work_xrosz555njd4jf3375ostnmdmm 2510 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2510 30 return return VB work_xrosz555njd4jf3375ostnmdmm 2510 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2510 32 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2510 33 sorted sort VBN work_xrosz555njd4jf3375ostnmdmm 2510 34 by by IN work_xrosz555njd4jf3375ostnmdmm 2510 35 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2510 36 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2510 37 values value NNS work_xrosz555njd4jf3375ostnmdmm 2510 38 . . . work_xrosz555njd4jf3375ostnmdmm 2511 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2511 2 core core JJ work_xrosz555njd4jf3375ostnmdmm 2511 3 idea idea NN work_xrosz555njd4jf3375ostnmdmm 2511 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2511 5 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2511 6 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2511 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2511 8 calculate calculate NN work_xrosz555njd4jf3375ostnmdmm 2511 9 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2511 10 between between IN work_xrosz555njd4jf3375ostnmdmm 2511 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2511 12 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2511 13 model model NN work_xrosz555njd4jf3375ostnmdmm 2511 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2511 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2511 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2511 17 . . . work_xrosz555njd4jf3375ostnmdmm 2512 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2512 2 give give VBP work_xrosz555njd4jf3375ostnmdmm 2512 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2512 4 formal formal JJ work_xrosz555njd4jf3375ostnmdmm 2512 5 definition definition NN work_xrosz555njd4jf3375ostnmdmm 2512 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2512 7 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2512 8 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2512 9 . . . work_xrosz555njd4jf3375ostnmdmm 2513 1 All all DT work_xrosz555njd4jf3375ostnmdmm 2513 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2513 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2513 4 notations notation NNS work_xrosz555njd4jf3375ostnmdmm 2513 5 will will MD work_xrosz555njd4jf3375ostnmdmm 2513 6 be be VB work_xrosz555njd4jf3375ostnmdmm 2513 7 used use VBN work_xrosz555njd4jf3375ostnmdmm 2513 8 frequently frequently RB work_xrosz555njd4jf3375ostnmdmm 2513 9 throughout throughout IN work_xrosz555njd4jf3375ostnmdmm 2513 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2513 11 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 2513 12 . . . work_xrosz555njd4jf3375ostnmdmm 2514 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2514 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2514 3 r r NN work_xrosz555njd4jf3375ostnmdmm 2514 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2514 5 denote denote VB work_xrosz555njd4jf3375ostnmdmm 2514 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2514 7 user user NN work_xrosz555njd4jf3375ostnmdmm 2514 8 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2514 9 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2514 10 model model NN work_xrosz555njd4jf3375ostnmdmm 2514 11 , , , work_xrosz555njd4jf3375ostnmdmm 2514 12 which which WDT work_xrosz555njd4jf3375ostnmdmm 2514 13 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2514 14 some some DT work_xrosz555njd4jf3375ostnmdmm 2514 15 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2514 16 ri ri XX work_xrosz555njd4jf3375ostnmdmm 2514 17 like like IN work_xrosz555njd4jf3375ostnmdmm 2514 18 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2514 19 academic academic JJ work_xrosz555njd4jf3375ostnmdmm 2514 20 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2514 21 , , , work_xrosz555njd4jf3375ostnmdmm 2514 22 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2514 23 major major JJ work_xrosz555njd4jf3375ostnmdmm 2514 24 , , , work_xrosz555njd4jf3375ostnmdmm 2514 25 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2514 26 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2514 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2514 28 so so RB work_xrosz555njd4jf3375ostnmdmm 2514 29 on on RB work_xrosz555njd4jf3375ostnmdmm 2514 30 . . . work_xrosz555njd4jf3375ostnmdmm 2515 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2515 2 symbol symbol NN work_xrosz555njd4jf3375ostnmdmm 2515 3 J J NNP work_xrosz555njd4jf3375ostnmdmm 2515 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2515 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2515 6 set set NN work_xrosz555njd4jf3375ostnmdmm 2515 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2515 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2515 9 models model NNS work_xrosz555njd4jf3375ostnmdmm 2515 10 stored store VBN work_xrosz555njd4jf3375ostnmdmm 2515 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2515 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2515 13 database database NN work_xrosz555njd4jf3375ostnmdmm 2515 14 , , , work_xrosz555njd4jf3375ostnmdmm 2515 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2515 16 j j NNP work_xrosz555njd4jf3375ostnmdmm 2515 17 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2515 18 a a DT work_xrosz555njd4jf3375ostnmdmm 2515 19 job job NN work_xrosz555njd4jf3375ostnmdmm 2515 20 model model NN work_xrosz555njd4jf3375ostnmdmm 2515 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2515 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2515 23 set set NN work_xrosz555njd4jf3375ostnmdmm 2515 24 J. J. NNP work_xrosz555njd4jf3375ostnmdmm 2516 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2516 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2516 3 function function NN work_xrosz555njd4jf3375ostnmdmm 2516 4 sim(r sim(r IN work_xrosz555njd4jf3375ostnmdmm 2516 5 , , , work_xrosz555njd4jf3375ostnmdmm 2516 6 j j NNP work_xrosz555njd4jf3375ostnmdmm 2516 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2516 8 gives give VBZ work_xrosz555njd4jf3375ostnmdmm 2516 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2516 10 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2516 11 values value NNS work_xrosz555njd4jf3375ostnmdmm 2516 12 between between IN work_xrosz555njd4jf3375ostnmdmm 2516 13 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2516 14 r r NNP work_xrosz555njd4jf3375ostnmdmm 2516 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2516 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2516 17 j. j. NNP work_xrosz555njd4jf3375ostnmdmm 2517 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2517 2 return return NN work_xrosz555njd4jf3375ostnmdmm 2517 3 list list NN work_xrosz555njd4jf3375ostnmdmm 2517 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2517 5 search search NN work_xrosz555njd4jf3375ostnmdmm 2517 6 function function NN work_xrosz555njd4jf3375ostnmdmm 2517 7 search(r search(r NNP work_xrosz555njd4jf3375ostnmdmm 2517 8 , , , work_xrosz555njd4jf3375ostnmdmm 2517 9 J J NNP work_xrosz555njd4jf3375ostnmdmm 2517 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2517 11 will will MD work_xrosz555njd4jf3375ostnmdmm 2517 12 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2517 13 all all PDT work_xrosz555njd4jf3375ostnmdmm 2517 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2517 15 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2517 16 value value NN work_xrosz555njd4jf3375ostnmdmm 2517 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2517 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2517 19 database database NN work_xrosz555njd4jf3375ostnmdmm 2517 20 , , , work_xrosz555njd4jf3375ostnmdmm 2517 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2517 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2517 23 result result NN work_xrosz555njd4jf3375ostnmdmm 2517 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2517 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2517 26 function function NN work_xrosz555njd4jf3375ostnmdmm 2517 27 will will MD work_xrosz555njd4jf3375ostnmdmm 2517 28 be be VB work_xrosz555njd4jf3375ostnmdmm 2517 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2517 30 job job NN work_xrosz555njd4jf3375ostnmdmm 2517 31 description description NN work_xrosz555njd4jf3375ostnmdmm 2517 32 list list NN work_xrosz555njd4jf3375ostnmdmm 2517 33 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2517 34 by by IN work_xrosz555njd4jf3375ostnmdmm 2517 35 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2517 36 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2517 37 values value 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work_xrosz555njd4jf3375ostnmdmm 2518 38 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2518 39 values value NNS work_xrosz555njd4jf3375ostnmdmm 2518 40 of of IN work_xrosz555njd4jf3375ostnmdmm 2518 41 different different JJ work_xrosz555njd4jf3375ostnmdmm 2518 42 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2518 43 times time VBZ work_xrosz555njd4jf3375ostnmdmm 2518 44 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2518 45 corresponding corresponding JJ work_xrosz555njd4jf3375ostnmdmm 2518 46 weights weight NNS work_xrosz555njd4jf3375ostnmdmm 2518 47 . . . work_xrosz555njd4jf3375ostnmdmm 2519 1 Different different JJ work_xrosz555njd4jf3375ostnmdmm 2519 2 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2519 3 like like IN work_xrosz555njd4jf3375ostnmdmm 2519 4 major major JJ work_xrosz555njd4jf3375ostnmdmm 2519 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2519 6 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2519 7 , , , work_xrosz555njd4jf3375ostnmdmm 2519 8 may 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work_xrosz555njd4jf3375ostnmdmm 2520 9 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2520 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2520 11 later later JJ work_xrosz555njd4jf3375ostnmdmm 2520 12 parts part NNS work_xrosz555njd4jf3375ostnmdmm 2520 13 . . . work_xrosz555njd4jf3375ostnmdmm 2521 1 3.2 3.2 CD work_xrosz555njd4jf3375ostnmdmm 2521 2 Challenges Challenges NNPS work_xrosz555njd4jf3375ostnmdmm 2521 3 There there EX work_xrosz555njd4jf3375ostnmdmm 2521 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2521 5 two two CD work_xrosz555njd4jf3375ostnmdmm 2521 6 challenges challenge NNS work_xrosz555njd4jf3375ostnmdmm 2521 7 exist exist VBP work_xrosz555njd4jf3375ostnmdmm 2521 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2521 9 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2521 10 system system NN work_xrosz555njd4jf3375ostnmdmm 2521 11 . . . work_xrosz555njd4jf3375ostnmdmm 2522 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2522 2 first first JJ work_xrosz555njd4jf3375ostnmdmm 2522 3 one one NN work_xrosz555njd4jf3375ostnmdmm 2522 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2522 5 how how WRB work_xrosz555njd4jf3375ostnmdmm 2522 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2522 7 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2522 8 models model NNS work_xrosz555njd4jf3375ostnmdmm 2522 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2522 10 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2522 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2522 12 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2522 13 . . . work_xrosz555njd4jf3375ostnmdmm 2523 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2523 2 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2523 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2523 4 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2523 5 between between IN work_xrosz555njd4jf3375ostnmdmm 2523 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2523 7 job job NN work_xrosz555njd4jf3375ostnmdmm 2523 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2523 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2523 10 resume resume NN work_xrosz555njd4jf3375ostnmdmm 2523 11 , , , work_xrosz555njd4jf3375ostnmdmm 2523 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2523 13 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2523 14 system system NN work_xrosz555njd4jf3375ostnmdmm 2523 15 needs need VBZ work_xrosz555njd4jf3375ostnmdmm 2523 16 structured structure VBN work_xrosz555njd4jf3375ostnmdmm 2523 17 digital digital JJ work_xrosz555njd4jf3375ostnmdmm 2523 18 models model NNS work_xrosz555njd4jf3375ostnmdmm 2523 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2523 20 each each DT work_xrosz555njd4jf3375ostnmdmm 2523 21 document document NN work_xrosz555njd4jf3375ostnmdmm 2523 22 . . . work_xrosz555njd4jf3375ostnmdmm 2524 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2524 2 get get VB work_xrosz555njd4jf3375ostnmdmm 2524 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2524 4 structured structure VBN work_xrosz555njd4jf3375ostnmdmm 2524 5 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2524 6 , , , work_xrosz555njd4jf3375ostnmdmm 2524 7 some some DT work_xrosz555njd4jf3375ostnmdmm 2524 8 JRSs jrs NNS work_xrosz555njd4jf3375ostnmdmm 2524 9 ask ask VBP work_xrosz555njd4jf3375ostnmdmm 2524 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2524 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2524 12 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2524 13 input input VBP work_xrosz555njd4jf3375ostnmdmm 2524 14 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2524 15 profiles profile NNS work_xrosz555njd4jf3375ostnmdmm 2524 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2524 17 forms form NNS work_xrosz555njd4jf3375ostnmdmm 2524 18 field field NN work_xrosz555njd4jf3375ostnmdmm 2524 19 by by IN work_xrosz555njd4jf3375ostnmdmm 2524 20 field field NN work_xrosz555njd4jf3375ostnmdmm 2524 21 , , , work_xrosz555njd4jf3375ostnmdmm 2524 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2524 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2524 24 recruiter recruiter NN work_xrosz555njd4jf3375ostnmdmm 2524 25 input input NN work_xrosz555njd4jf3375ostnmdmm 2524 26 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2524 27 job job NN work_xrosz555njd4jf3375ostnmdmm 2524 28 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2524 29 in in IN work_xrosz555njd4jf3375ostnmdmm 2524 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2524 31 same same JJ work_xrosz555njd4jf3375ostnmdmm 2524 32 way way NN work_xrosz555njd4jf3375ostnmdmm 2524 33 . . . work_xrosz555njd4jf3375ostnmdmm 2525 1 However however RB work_xrosz555njd4jf3375ostnmdmm 2525 2 , , , work_xrosz555njd4jf3375ostnmdmm 2525 3 as as IN work_xrosz555njd4jf3375ostnmdmm 2525 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2525 5 discussed discuss VBD work_xrosz555njd4jf3375ostnmdmm 2525 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2525 7 Chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2525 8 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2525 9 , , , work_xrosz555njd4jf3375ostnmdmm 2525 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2525 11 users user NNS work_xrosz555njd4jf3375ostnmdmm 2525 12 are be VBP work_xrosz555njd4jf3375ostnmdmm 2525 13 reluctant reluctant JJ work_xrosz555njd4jf3375ostnmdmm 2525 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2525 15 take take VB work_xrosz555njd4jf3375ostnmdmm 2525 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2525 17 tedious tedious JJ work_xrosz555njd4jf3375ostnmdmm 2525 18 process process NN work_xrosz555njd4jf3375ostnmdmm 2525 19 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2525 20 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2525 21 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2525 22 . . . work_xrosz555njd4jf3375ostnmdmm 2526 1 Job job NN work_xrosz555njd4jf3375ostnmdmm 2526 2 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2526 3 prefer prefer VBP work_xrosz555njd4jf3375ostnmdmm 2526 4 upload upload JJ work_xrosz555njd4jf3375ostnmdmm 2526 5 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2526 6 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2526 7 directly directly RB work_xrosz555njd4jf3375ostnmdmm 2526 8 , , , work_xrosz555njd4jf3375ostnmdmm 2526 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2526 10 recruiters recruiter NNS work_xrosz555njd4jf3375ostnmdmm 2526 11 prefer prefer VBP work_xrosz555njd4jf3375ostnmdmm 2526 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2526 13 post post VB work_xrosz555njd4jf3375ostnmdmm 2526 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2526 15 whole whole JJ work_xrosz555njd4jf3375ostnmdmm 2526 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2526 17 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2526 18 to to IN work_xrosz555njd4jf3375ostnmdmm 2526 19 web web NN work_xrosz555njd4jf3375ostnmdmm 2526 20 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2526 21 . . . work_xrosz555njd4jf3375ostnmdmm 2527 1 So so RB work_xrosz555njd4jf3375ostnmdmm 2527 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2527 3 need need VBP work_xrosz555njd4jf3375ostnmdmm 2527 4 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2527 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2527 6 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2527 7 information information NN work_xrosz555njd4jf3375ostnmdmm 2527 8 from from IN work_xrosz555njd4jf3375ostnmdmm 2527 9 un un NNP work_xrosz555njd4jf3375ostnmdmm 2527 10 - - JJ work_xrosz555njd4jf3375ostnmdmm 2527 11 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2527 12 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2527 13 source source NN work_xrosz555njd4jf3375ostnmdmm 2527 14 , , , work_xrosz555njd4jf3375ostnmdmm 2527 15 like like IN work_xrosz555njd4jf3375ostnmdmm 2527 16 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2527 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2527 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2527 19 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2527 20 . . . work_xrosz555njd4jf3375ostnmdmm 2528 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2528 2 other other JJ work_xrosz555njd4jf3375ostnmdmm 2528 3 challenge challenge NN work_xrosz555njd4jf3375ostnmdmm 2528 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2528 5 how how WRB work_xrosz555njd4jf3375ostnmdmm 2528 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2528 7 compute compute VB work_xrosz555njd4jf3375ostnmdmm 2528 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2528 9 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2528 10 between between IN work_xrosz555njd4jf3375ostnmdmm 2528 11 rsum rsum NN work_xrosz555njd4jf3375ostnmdmm 2528 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2528 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2528 14 models model NNS work_xrosz555njd4jf3375ostnmdmm 2528 15 . . . work_xrosz555njd4jf3375ostnmdmm 2529 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2529 2 observed observe VBD work_xrosz555njd4jf3375ostnmdmm 2529 3 that that DT work_xrosz555njd4jf3375ostnmdmm 2529 4 simple simple JJ work_xrosz555njd4jf3375ostnmdmm 2529 5 keyword keyword NN work_xrosz555njd4jf3375ostnmdmm 2529 6 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2529 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2529 8 not not RB work_xrosz555njd4jf3375ostnmdmm 2529 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2529 10 good good JJ work_xrosz555njd4jf3375ostnmdmm 2529 11 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2529 12 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2529 13 , , , work_xrosz555njd4jf3375ostnmdmm 2529 14 because because IN work_xrosz555njd4jf3375ostnmdmm 2529 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2529 16 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2529 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2529 18 résumés résumés IN work_xrosz555njd4jf3375ostnmdmm 2529 19 both both DT work_xrosz555njd4jf3375ostnmdmm 2529 20 contain contain VBP work_xrosz555njd4jf3375ostnmdmm 2529 21 richer rich JJR work_xrosz555njd4jf3375ostnmdmm 2529 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2529 23 more more RBR work_xrosz555njd4jf3375ostnmdmm 2529 24 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2529 25 words word NNS work_xrosz555njd4jf3375ostnmdmm 2529 26 that that WDT work_xrosz555njd4jf3375ostnmdmm 2529 27 can can MD work_xrosz555njd4jf3375ostnmdmm 2529 28 not not RB work_xrosz555njd4jf3375ostnmdmm 2529 29 be be VB work_xrosz555njd4jf3375ostnmdmm 2529 30 described describe VBN work_xrosz555njd4jf3375ostnmdmm 2529 31 simply simply RB work_xrosz555njd4jf3375ostnmdmm 2529 32 by by IN work_xrosz555njd4jf3375ostnmdmm 2529 33 keywords keyword NNS work_xrosz555njd4jf3375ostnmdmm 2529 34 . . . work_xrosz555njd4jf3375ostnmdmm 2530 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2530 2 these these DT work_xrosz555njd4jf3375ostnmdmm 2530 3 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2530 4 , , , work_xrosz555njd4jf3375ostnmdmm 2530 5 some some DT work_xrosz555njd4jf3375ostnmdmm 2530 6 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2530 7 can can MD work_xrosz555njd4jf3375ostnmdmm 2530 8 be be VB work_xrosz555njd4jf3375ostnmdmm 2530 9 written write VBN work_xrosz555njd4jf3375ostnmdmm 2530 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2530 11 different different JJ work_xrosz555njd4jf3375ostnmdmm 2530 12 ways way NNS work_xrosz555njd4jf3375ostnmdmm 2530 13 , , , work_xrosz555njd4jf3375ostnmdmm 2530 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2530 15 other other JJ work_xrosz555njd4jf3375ostnmdmm 2530 16 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2530 17 can can MD work_xrosz555njd4jf3375ostnmdmm 2530 18 have have VB work_xrosz555njd4jf3375ostnmdmm 2530 19 close close JJ work_xrosz555njd4jf3375ostnmdmm 2530 20 relationships relationship NNS work_xrosz555njd4jf3375ostnmdmm 2530 21 . . . work_xrosz555njd4jf3375ostnmdmm 2531 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2531 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2531 3 , , , work_xrosz555njd4jf3375ostnmdmm 2531 4 Table table NN work_xrosz555njd4jf3375ostnmdmm 2531 5 3.1 3.1 CD work_xrosz555njd4jf3375ostnmdmm 2531 6 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2531 7 portions portion NNS work_xrosz555njd4jf3375ostnmdmm 2531 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2531 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2531 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2531 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2531 12 a a DT work_xrosz555njd4jf3375ostnmdmm 2531 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2531 14 description description NN work_xrosz555njd4jf3375ostnmdmm 2531 15 : : : work_xrosz555njd4jf3375ostnmdmm 2531 16 If if IN work_xrosz555njd4jf3375ostnmdmm 2531 17 just just RB work_xrosz555njd4jf3375ostnmdmm 2531 18 looking look VBG work_xrosz555njd4jf3375ostnmdmm 2531 19 at at IN work_xrosz555njd4jf3375ostnmdmm 2531 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2531 21 text text NN work_xrosz555njd4jf3375ostnmdmm 2531 22 , , , work_xrosz555njd4jf3375ostnmdmm 2531 23 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2531 24 can can MD work_xrosz555njd4jf3375ostnmdmm 2531 25 find find VB work_xrosz555njd4jf3375ostnmdmm 2531 26 that that IN work_xrosz555njd4jf3375ostnmdmm 2531 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2531 28 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2531 29 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2531 30 very very RB work_xrosz555njd4jf3375ostnmdmm 2531 31 few few JJ work_xrosz555njd4jf3375ostnmdmm 2531 32 common common JJ work_xrosz555njd4jf3375ostnmdmm 2531 33 words word NNS work_xrosz555njd4jf3375ostnmdmm 2531 34 with with IN work_xrosz555njd4jf3375ostnmdmm 2531 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2531 36 job job NN work_xrosz555njd4jf3375ostnmdmm 2531 37 description description NN work_xrosz555njd4jf3375ostnmdmm 2531 38 . . . work_xrosz555njd4jf3375ostnmdmm 2532 1 But but CC work_xrosz555njd4jf3375ostnmdmm 2532 2 from from IN work_xrosz555njd4jf3375ostnmdmm 2532 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2532 4 view view NN work_xrosz555njd4jf3375ostnmdmm 2532 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2532 6 an an DT work_xrosz555njd4jf3375ostnmdmm 2532 7 experienced experienced JJ work_xrosz555njd4jf3375ostnmdmm 2532 8 engineer engineer NN work_xrosz555njd4jf3375ostnmdmm 2532 9 , , , work_xrosz555njd4jf3375ostnmdmm 2532 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2532 11 candidate candidate NN work_xrosz555njd4jf3375ostnmdmm 2532 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2532 13 closely closely RB work_xrosz555njd4jf3375ostnmdmm 2532 14 matches match NNS work_xrosz555njd4jf3375ostnmdmm 2532 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2532 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2532 17 : : : work_xrosz555njd4jf3375ostnmdmm 2532 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2532 19 two two CD work_xrosz555njd4jf3375ostnmdmm 2532 20 relational relational JJ work_xrosz555njd4jf3375ostnmdmm 2532 21 databases database NNS work_xrosz555njd4jf3375ostnmdmm 2532 22 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2532 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2532 24 Mysql Mysql NNP work_xrosz555njd4jf3375ostnmdmm 2532 25 are be VBP work_xrosz555njd4jf3375ostnmdmm 2532 26 very very RB work_xrosz555njd4jf3375ostnmdmm 2532 27 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2532 28 , , , work_xrosz555njd4jf3375ostnmdmm 2532 29 OOA OOA NNP work_xrosz555njd4jf3375ostnmdmm 2532 30 / / SYM work_xrosz555njd4jf3375ostnmdmm 2532 31 OOD OOD NNP work_xrosz555njd4jf3375ostnmdmm 2532 32 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2532 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2532 34 same same JJ work_xrosz555njd4jf3375ostnmdmm 2532 35 meaning meaning NN work_xrosz555njd4jf3375ostnmdmm 2532 36 of of IN work_xrosz555njd4jf3375ostnmdmm 2532 37 many many JJ work_xrosz555njd4jf3375ostnmdmm 2532 38 years year NNS work_xrosz555njd4jf3375ostnmdmm 2532 39 of of IN work_xrosz555njd4jf3375ostnmdmm 2532 40 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2532 41 and and CC work_xrosz555njd4jf3375ostnmdmm 2532 42 C++ C++ NNP work_xrosz555njd4jf3375ostnmdmm 2532 43 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2532 44 , , , work_xrosz555njd4jf3375ostnmdmm 2532 45 and and CC work_xrosz555njd4jf3375ostnmdmm 2532 46 Tomcat Tomcat NNP work_xrosz555njd4jf3375ostnmdmm 2532 47 and and CC work_xrosz555njd4jf3375ostnmdmm 2532 48 JBOSS JBOSS NNP work_xrosz555njd4jf3375ostnmdmm 2532 49 are be VBP work_xrosz555njd4jf3375ostnmdmm 2532 50 both both DT work_xrosz555njd4jf3375ostnmdmm 2532 51 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2532 52 web web NN work_xrosz555njd4jf3375ostnmdmm 2532 53 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2532 54 servers server NNS work_xrosz555njd4jf3375ostnmdmm 2532 55 . . . work_xrosz555njd4jf3375ostnmdmm 2533 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2533 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2533 3 14 14 CD work_xrosz555njd4jf3375ostnmdmm 2533 4 Table table NN work_xrosz555njd4jf3375ostnmdmm 2533 5 3.1 3.1 CD work_xrosz555njd4jf3375ostnmdmm 2533 6 : : : work_xrosz555njd4jf3375ostnmdmm 2533 7 Portions portion NNS work_xrosz555njd4jf3375ostnmdmm 2533 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2533 9 Resume Resume NNP work_xrosz555njd4jf3375ostnmdmm 2533 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2533 11 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2533 12 Description description NN work_xrosz555njd4jf3375ostnmdmm 2533 13 Resume resume NN work_xrosz555njd4jf3375ostnmdmm 2533 14 Portion portion NN work_xrosz555njd4jf3375ostnmdmm 2533 15 Job Job VBZ work_xrosz555njd4jf3375ostnmdmm 2533 16 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 2533 17 Portion portion NN work_xrosz555njd4jf3375ostnmdmm 2533 18 B.S. B.S. NNP work_xrosz555njd4jf3375ostnmdmm 2534 1 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2534 2 in in IN work_xrosz555njd4jf3375ostnmdmm 2534 3 computer computer NN work_xrosz555njd4jf3375ostnmdmm 2534 4 science science NN work_xrosz555njd4jf3375ostnmdmm 2534 5 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2534 6 + + SYM work_xrosz555njd4jf3375ostnmdmm 2534 7 years year NNS work_xrosz555njd4jf3375ostnmdmm 2534 8 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2534 9 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2534 10 + + CC work_xrosz555njd4jf3375ostnmdmm 2534 11 year year NN work_xrosz555njd4jf3375ostnmdmm 2534 12 C++ C++ NNP work_xrosz555njd4jf3375ostnmdmm 2534 13 Some some DT work_xrosz555njd4jf3375ostnmdmm 2534 14 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2534 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2534 16 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2534 17 database database NN work_xrosz555njd4jf3375ostnmdmm 2534 18 Other other JJ work_xrosz555njd4jf3375ostnmdmm 2534 19 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2534 20 like like IN work_xrosz555njd4jf3375ostnmdmm 2534 21 : : : work_xrosz555njd4jf3375ostnmdmm 2534 22 Hibernate hibernate VB work_xrosz555njd4jf3375ostnmdmm 2534 23 , , , work_xrosz555njd4jf3375ostnmdmm 2534 24 JBOSS JBOSS NNP work_xrosz555njd4jf3375ostnmdmm 2534 25 , , , work_xrosz555njd4jf3375ostnmdmm 2534 26 JUnit JUnit NNP work_xrosz555njd4jf3375ostnmdmm 2534 27 , , , work_xrosz555njd4jf3375ostnmdmm 2534 28 Tomcat Tomcat NNP work_xrosz555njd4jf3375ostnmdmm 2534 29 etc etc FW work_xrosz555njd4jf3375ostnmdmm 2534 30 . . . work_xrosz555njd4jf3375ostnmdmm 2535 1 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2535 2 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2535 3 above above IN work_xrosz555njd4jf3375ostnmdmm 2535 4 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2535 5 + + SYM work_xrosz555njd4jf3375ostnmdmm 2535 6 years year NNS work_xrosz555njd4jf3375ostnmdmm 2535 7 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2535 8 Some some DT work_xrosz555njd4jf3375ostnmdmm 2535 9 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2535 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2535 11 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2535 12 Mysql Mysql NNP work_xrosz555njd4jf3375ostnmdmm 2535 13 , , , work_xrosz555njd4jf3375ostnmdmm 2535 14 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2535 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2535 16 SQL SQL NNP work_xrosz555njd4jf3375ostnmdmm 2535 17 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2535 18 web web NN work_xrosz555njd4jf3375ostnmdmm 2535 19 application application NN work_xrosz555njd4jf3375ostnmdmm 2535 20 Server Server NNP work_xrosz555njd4jf3375ostnmdmm 2535 21 OOA OOA NNP work_xrosz555njd4jf3375ostnmdmm 2535 22 / / SYM work_xrosz555njd4jf3375ostnmdmm 2535 23 OOD OOD NNP work_xrosz555njd4jf3375ostnmdmm 2535 24 use use NN work_xrosz555njd4jf3375ostnmdmm 2535 25 keyword keyword NN work_xrosz555njd4jf3375ostnmdmm 2535 26 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2535 27 , , , work_xrosz555njd4jf3375ostnmdmm 2535 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2535 29 system system NN work_xrosz555njd4jf3375ostnmdmm 2535 30 does do VBZ work_xrosz555njd4jf3375ostnmdmm 2535 31 not not RB work_xrosz555njd4jf3375ostnmdmm 2535 32 provide provide VB work_xrosz555njd4jf3375ostnmdmm 2535 33 a a DT work_xrosz555njd4jf3375ostnmdmm 2535 34 strong strong JJ work_xrosz555njd4jf3375ostnmdmm 2535 35 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2535 36 result result NN work_xrosz555njd4jf3375ostnmdmm 2535 37 in in IN work_xrosz555njd4jf3375ostnmdmm 2535 38 very very RB work_xrosz555njd4jf3375ostnmdmm 2535 39 common common JJ work_xrosz555njd4jf3375ostnmdmm 2535 40 cases case NNS work_xrosz555njd4jf3375ostnmdmm 2535 41 such such JJ work_xrosz555njd4jf3375ostnmdmm 2535 42 as as IN work_xrosz555njd4jf3375ostnmdmm 2535 43 this this DT work_xrosz555njd4jf3375ostnmdmm 2535 44 . . . work_xrosz555njd4jf3375ostnmdmm 2536 1 So so RB work_xrosz555njd4jf3375ostnmdmm 2536 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2536 3 need need VBP work_xrosz555njd4jf3375ostnmdmm 2536 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2536 5 better well JJR work_xrosz555njd4jf3375ostnmdmm 2536 6 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2536 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2536 8 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2536 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2536 10 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2536 11 between between IN work_xrosz555njd4jf3375ostnmdmm 2536 12 different different JJ work_xrosz555njd4jf3375ostnmdmm 2536 13 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2536 14 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2536 15 . . . work_xrosz555njd4jf3375ostnmdmm 2537 1 15 15 CD work_xrosz555njd4jf3375ostnmdmm 2537 2 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2537 3 . . . work_xrosz555njd4jf3375ostnmdmm 2538 1 SYSTEM system RB work_xrosz555njd4jf3375ostnmdmm 2538 2 OVERVIEW OVERVIEW NNP work_xrosz555njd4jf3375ostnmdmm 2538 3 4.1 4.1 CD work_xrosz555njd4jf3375ostnmdmm 2538 4 System system NN work_xrosz555njd4jf3375ostnmdmm 2538 5 Overview Overview NNP work_xrosz555njd4jf3375ostnmdmm 2538 6 The the DT work_xrosz555njd4jf3375ostnmdmm 2538 7 system system NN work_xrosz555njd4jf3375ostnmdmm 2538 8 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2538 9 information information NN work_xrosz555njd4jf3375ostnmdmm 2538 10 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2538 11 technique technique NN work_xrosz555njd4jf3375ostnmdmm 2538 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2538 13 parse parse VB work_xrosz555njd4jf3375ostnmdmm 2538 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2538 15 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2538 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2538 17 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2538 18 , , , work_xrosz555njd4jf3375ostnmdmm 2538 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2538 20 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2538 21 gets get VBZ work_xrosz555njd4jf3375ostnmdmm 2538 22 information information NN work_xrosz555njd4jf3375ostnmdmm 2538 23 such such JJ work_xrosz555njd4jf3375ostnmdmm 2538 24 as as IN work_xrosz555njd4jf3375ostnmdmm 2538 25 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2538 26 , , , work_xrosz555njd4jf3375ostnmdmm 2538 27 job job NN work_xrosz555njd4jf3375ostnmdmm 2538 28 titles title NNS work_xrosz555njd4jf3375ostnmdmm 2538 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2538 30 education education NN work_xrosz555njd4jf3375ostnmdmm 2538 31 background background NN work_xrosz555njd4jf3375ostnmdmm 2538 32 . . . work_xrosz555njd4jf3375ostnmdmm 2539 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2539 2 information information NN work_xrosz555njd4jf3375ostnmdmm 2539 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2539 4 used use VBN work_xrosz555njd4jf3375ostnmdmm 2539 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2539 6 create create VB work_xrosz555njd4jf3375ostnmdmm 2539 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2539 8 models model NNS work_xrosz555njd4jf3375ostnmdmm 2539 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2539 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2539 11 openings opening NNS work_xrosz555njd4jf3375ostnmdmm 2539 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2539 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2539 14 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2539 15 . . . work_xrosz555njd4jf3375ostnmdmm 2540 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2540 2 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2540 3 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2540 4 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2540 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2540 6 used use VBN work_xrosz555njd4jf3375ostnmdmm 2540 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2540 8 construct construct VB work_xrosz555njd4jf3375ostnmdmm 2540 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2540 10 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2540 11 base base NN work_xrosz555njd4jf3375ostnmdmm 2540 12 , , , work_xrosz555njd4jf3375ostnmdmm 2540 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2540 14 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2540 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2540 16 taxonomies taxonomy NNS work_xrosz555njd4jf3375ostnmdmm 2540 17 that that WDT work_xrosz555njd4jf3375ostnmdmm 2540 18 support support VBP work_xrosz555njd4jf3375ostnmdmm 2540 19 résumé-job résumé-job , work_xrosz555njd4jf3375ostnmdmm 2540 20 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2540 21 . . . work_xrosz555njd4jf3375ostnmdmm 2541 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2541 2 models model NNS work_xrosz555njd4jf3375ostnmdmm 2541 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2541 4 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2541 5 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2541 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2541 7 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2541 8 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2541 9 specialties specialty NNS work_xrosz555njd4jf3375ostnmdmm 2541 10 , , , work_xrosz555njd4jf3375ostnmdmm 2541 11 working work VBG work_xrosz555njd4jf3375ostnmdmm 2541 12 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2541 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2541 14 education education NN work_xrosz555njd4jf3375ostnmdmm 2541 15 background background NN work_xrosz555njd4jf3375ostnmdmm 2541 16 , , , work_xrosz555njd4jf3375ostnmdmm 2541 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2541 18 all all PDT work_xrosz555njd4jf3375ostnmdmm 2541 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2541 20 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2541 21 are be VBP work_xrosz555njd4jf3375ostnmdmm 2541 22 extracted extract VBN work_xrosz555njd4jf3375ostnmdmm 2541 23 from from IN work_xrosz555njd4jf3375ostnmdmm 2541 24 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2541 25 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2541 26 . . . work_xrosz555njd4jf3375ostnmdmm 2542 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2542 2 job job NN work_xrosz555njd4jf3375ostnmdmm 2542 3 models model NNS work_xrosz555njd4jf3375ostnmdmm 2542 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2542 5 extracted extract VBN work_xrosz555njd4jf3375ostnmdmm 2542 6 from from IN work_xrosz555njd4jf3375ostnmdmm 2542 7 job job NN work_xrosz555njd4jf3375ostnmdmm 2542 8 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2542 9 , , , work_xrosz555njd4jf3375ostnmdmm 2542 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2542 11 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2542 12 have have VBP work_xrosz555njd4jf3375ostnmdmm 2542 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2542 14 same same JJ work_xrosz555njd4jf3375ostnmdmm 2542 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2542 16 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2542 17 as as IN work_xrosz555njd4jf3375ostnmdmm 2542 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2542 19 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2542 20 models model NNS work_xrosz555njd4jf3375ostnmdmm 2542 21 . . . work_xrosz555njd4jf3375ostnmdmm 2543 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2543 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2543 3 job job NN work_xrosz555njd4jf3375ostnmdmm 2543 4 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2543 5 searches search VBZ work_xrosz555njd4jf3375ostnmdmm 2543 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2543 7 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2543 8 by by IN work_xrosz555njd4jf3375ostnmdmm 2543 9 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2543 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2543 11 , , , work_xrosz555njd4jf3375ostnmdmm 2543 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2543 13 system system NN work_xrosz555njd4jf3375ostnmdmm 2543 14 calculates calculate VBZ work_xrosz555njd4jf3375ostnmdmm 2543 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2543 16 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2543 17 between between IN work_xrosz555njd4jf3375ostnmdmm 2543 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2543 19 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2543 20 model model NN work_xrosz555njd4jf3375ostnmdmm 2543 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2543 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2543 23 models model NNS work_xrosz555njd4jf3375ostnmdmm 2543 24 , , , work_xrosz555njd4jf3375ostnmdmm 2543 25 then then RB work_xrosz555njd4jf3375ostnmdmm 2543 26 gives give VBZ work_xrosz555njd4jf3375ostnmdmm 2543 27 every every DT work_xrosz555njd4jf3375ostnmdmm 2543 28 job job NN work_xrosz555njd4jf3375ostnmdmm 2543 29 model model NN work_xrosz555njd4jf3375ostnmdmm 2543 30 a a DT work_xrosz555njd4jf3375ostnmdmm 2543 31 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2543 32 value value NN work_xrosz555njd4jf3375ostnmdmm 2543 33 . . . work_xrosz555njd4jf3375ostnmdmm 2544 1 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 2544 2 System System NNP work_xrosz555njd4jf3375ostnmdmm 2544 3 Architecture Architecture NNP work_xrosz555njd4jf3375ostnmdmm 2544 4 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2544 5 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 2544 6 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2544 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2544 8 architecture architecture NN work_xrosz555njd4jf3375ostnmdmm 2544 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2544 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2544 11 whole whole JJ work_xrosz555njd4jf3375ostnmdmm 2544 12 system system NN work_xrosz555njd4jf3375ostnmdmm 2544 13 , , , work_xrosz555njd4jf3375ostnmdmm 2544 14 which which WDT work_xrosz555njd4jf3375ostnmdmm 2544 15 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2544 16 such such JJ work_xrosz555njd4jf3375ostnmdmm 2544 17 mod- mod- NN work_xrosz555njd4jf3375ostnmdmm 2544 18 ules ule NNS work_xrosz555njd4jf3375ostnmdmm 2544 19 : : : work_xrosz555njd4jf3375ostnmdmm 2544 20 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2544 21 . . . work_xrosz555njd4jf3375ostnmdmm 2545 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2545 2 Web web NN work_xrosz555njd4jf3375ostnmdmm 2545 3 Crawler Crawler NNP work_xrosz555njd4jf3375ostnmdmm 2545 4 can can MD work_xrosz555njd4jf3375ostnmdmm 2545 5 access access VB work_xrosz555njd4jf3375ostnmdmm 2545 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2545 7 download download VB work_xrosz555njd4jf3375ostnmdmm 2545 8 all all DT work_xrosz555njd4jf3375ostnmdmm 2545 9 new new JJ work_xrosz555njd4jf3375ostnmdmm 2545 10 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2545 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2545 12 opening open VBG work_xrosz555njd4jf3375ostnmdmm 2545 13 web web NN work_xrosz555njd4jf3375ostnmdmm 2545 14 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2545 15 from from IN work_xrosz555njd4jf3375ostnmdmm 2545 16 indeed.com indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 2545 17 everyday everyday NNP work_xrosz555njd4jf3375ostnmdmm 2545 18 . . . work_xrosz555njd4jf3375ostnmdmm 2546 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2546 2 . . . work_xrosz555njd4jf3375ostnmdmm 2547 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2547 2 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2547 3 Parser Parser NNP work_xrosz555njd4jf3375ostnmdmm 2547 4 can can MD work_xrosz555njd4jf3375ostnmdmm 2547 5 parse parse VB work_xrosz555njd4jf3375ostnmdmm 2547 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2547 7 job job NN work_xrosz555njd4jf3375ostnmdmm 2547 8 opening opening NN work_xrosz555njd4jf3375ostnmdmm 2547 9 web web NN work_xrosz555njd4jf3375ostnmdmm 2547 10 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2547 11 , , , work_xrosz555njd4jf3375ostnmdmm 2547 12 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2547 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2547 14 information information NN work_xrosz555njd4jf3375ostnmdmm 2547 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2547 16 create create VB work_xrosz555njd4jf3375ostnmdmm 2547 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2547 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2547 19 models model NNS work_xrosz555njd4jf3375ostnmdmm 2547 20 . . . work_xrosz555njd4jf3375ostnmdmm 2548 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2548 2 . . . work_xrosz555njd4jf3375ostnmdmm 2549 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2549 2 Resume Resume NNP work_xrosz555njd4jf3375ostnmdmm 2549 3 Parser Parser NNP work_xrosz555njd4jf3375ostnmdmm 2549 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2549 5 much much RB work_xrosz555njd4jf3375ostnmdmm 2549 6 like like IN work_xrosz555njd4jf3375ostnmdmm 2549 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2549 8 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2549 9 Parser Parser NNP work_xrosz555njd4jf3375ostnmdmm 2549 10 ; ; : work_xrosz555njd4jf3375ostnmdmm 2549 11 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2549 12 parses parse VBZ work_xrosz555njd4jf3375ostnmdmm 2549 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2549 14 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2549 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2549 16 creates create VBZ work_xrosz555njd4jf3375ostnmdmm 2549 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2549 18 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2549 19 models model NNS work_xrosz555njd4jf3375ostnmdmm 2549 20 . . . work_xrosz555njd4jf3375ostnmdmm 2550 1 16 16 CD work_xrosz555njd4jf3375ostnmdmm 2550 2 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2550 3 . . . work_xrosz555njd4jf3375ostnmdmm 2551 1 All all PDT work_xrosz555njd4jf3375ostnmdmm 2551 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2551 3 job job NN work_xrosz555njd4jf3375ostnmdmm 2551 4 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2551 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2551 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2551 7 models model NNS work_xrosz555njd4jf3375ostnmdmm 2551 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2551 9 stored store VBN work_xrosz555njd4jf3375ostnmdmm 2551 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2551 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2551 12 database database NN work_xrosz555njd4jf3375ostnmdmm 2551 13 . . . work_xrosz555njd4jf3375ostnmdmm 2552 1 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2552 2 . . . work_xrosz555njd4jf3375ostnmdmm 2553 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2553 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2553 3 user user NN work_xrosz555njd4jf3375ostnmdmm 2553 4 searches search VBZ work_xrosz555njd4jf3375ostnmdmm 2553 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2553 6 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2553 7 with with IN work_xrosz555njd4jf3375ostnmdmm 2553 8 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2553 9 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2553 10 , , , work_xrosz555njd4jf3375ostnmdmm 2553 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2553 12 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2553 13 Matcher Matcher NNP work_xrosz555njd4jf3375ostnmdmm 2553 14 calcu- calcu- NN work_xrosz555njd4jf3375ostnmdmm 2553 15 lates late VBZ work_xrosz555njd4jf3375ostnmdmm 2553 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2553 17 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2553 18 values value NNS work_xrosz555njd4jf3375ostnmdmm 2553 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2553 20 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2553 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2553 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2553 23 database database NN work_xrosz555njd4jf3375ostnmdmm 2553 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2553 25 returns return VBZ work_xrosz555njd4jf3375ostnmdmm 2553 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2553 27 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2553 28 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2553 29 by by IN work_xrosz555njd4jf3375ostnmdmm 2553 30 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2553 31 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2553 32 values value NNS work_xrosz555njd4jf3375ostnmdmm 2553 33 . . . work_xrosz555njd4jf3375ostnmdmm 2554 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2554 2 4.1 4.1 CD work_xrosz555njd4jf3375ostnmdmm 2554 3 : : : work_xrosz555njd4jf3375ostnmdmm 2554 4 System system NN work_xrosz555njd4jf3375ostnmdmm 2554 5 Architecture architecture NN work_xrosz555njd4jf3375ostnmdmm 2554 6 4.3 4.3 CD work_xrosz555njd4jf3375ostnmdmm 2554 7 Text Text NNP work_xrosz555njd4jf3375ostnmdmm 2554 8 Processing Processing NNP work_xrosz555njd4jf3375ostnmdmm 2554 9 Stages Stages NNPS work_xrosz555njd4jf3375ostnmdmm 2554 10 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2554 11 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2554 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2554 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2554 14 task task NN work_xrosz555njd4jf3375ostnmdmm 2554 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2554 16 automatically automatically RB work_xrosz555njd4jf3375ostnmdmm 2554 17 extracting extract VBG work_xrosz555njd4jf3375ostnmdmm 2554 18 structured structure VBN work_xrosz555njd4jf3375ostnmdmm 2554 19 infor- infor- JJ work_xrosz555njd4jf3375ostnmdmm 2554 20 mation mation NN work_xrosz555njd4jf3375ostnmdmm 2554 21 such such JJ work_xrosz555njd4jf3375ostnmdmm 2554 22 as as IN work_xrosz555njd4jf3375ostnmdmm 2554 23 entities entity NNS work_xrosz555njd4jf3375ostnmdmm 2554 24 , , , work_xrosz555njd4jf3375ostnmdmm 2554 25 relationships relationship NNS work_xrosz555njd4jf3375ostnmdmm 2554 26 between between IN work_xrosz555njd4jf3375ostnmdmm 2554 27 entities entity NNS work_xrosz555njd4jf3375ostnmdmm 2554 28 , , , work_xrosz555njd4jf3375ostnmdmm 2554 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2554 30 attributes attribute VBZ work_xrosz555njd4jf3375ostnmdmm 2554 31 describing describe VBG work_xrosz555njd4jf3375ostnmdmm 2554 32 entities entity NNS work_xrosz555njd4jf3375ostnmdmm 2554 33 from from IN work_xrosz555njd4jf3375ostnmdmm 2554 34 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2554 35 sources source NNS work_xrosz555njd4jf3375ostnmdmm 2554 36 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2554 37 42 42 CD work_xrosz555njd4jf3375ostnmdmm 2554 38 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2554 39 . . . work_xrosz555njd4jf3375ostnmdmm 2555 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2555 2 IE IE NNP work_xrosz555njd4jf3375ostnmdmm 2555 3 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2555 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2555 5 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2555 6 system system NN work_xrosz555njd4jf3375ostnmdmm 2555 7 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2555 8 six six CD work_xrosz555njd4jf3375ostnmdmm 2555 9 stages stage NNS work_xrosz555njd4jf3375ostnmdmm 2555 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2555 11 order order NN work_xrosz555njd4jf3375ostnmdmm 2555 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2555 13 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2555 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2555 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2555 16 from from IN work_xrosz555njd4jf3375ostnmdmm 2555 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2555 18 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2555 19 : : : work_xrosz555njd4jf3375ostnmdmm 2555 20 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2555 21 parsing parse VBG work_xrosz555njd4jf3375ostnmdmm 2555 22 , , , work_xrosz555njd4jf3375ostnmdmm 2555 23 segmenting segment VBG work_xrosz555njd4jf3375ostnmdmm 2555 24 , , , work_xrosz555njd4jf3375ostnmdmm 2555 25 preprocessing preprocesse VBG work_xrosz555njd4jf3375ostnmdmm 2555 26 , , , work_xrosz555njd4jf3375ostnmdmm 2555 27 tokenizing tokenizing NN work_xrosz555njd4jf3375ostnmdmm 2555 28 , , , work_xrosz555njd4jf3375ostnmdmm 2555 29 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2555 30 and and CC work_xrosz555njd4jf3375ostnmdmm 2555 31 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2555 32 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2555 33 , , , work_xrosz555njd4jf3375ostnmdmm 2555 34 which which WDT work_xrosz555njd4jf3375ostnmdmm 2555 35 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2555 36 show show NN work_xrosz555njd4jf3375ostnmdmm 2555 37 in in IN work_xrosz555njd4jf3375ostnmdmm 2555 38 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2555 39 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 2555 40 . . . work_xrosz555njd4jf3375ostnmdmm 2556 1 17 17 CD work_xrosz555njd4jf3375ostnmdmm 2556 2 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2556 3 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2556 4 The the DT work_xrosz555njd4jf3375ostnmdmm 2556 5 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2556 6 Parsing Parsing NNP work_xrosz555njd4jf3375ostnmdmm 2556 7 will will MD work_xrosz555njd4jf3375ostnmdmm 2556 8 parse parse VB work_xrosz555njd4jf3375ostnmdmm 2556 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2556 10 web web NN work_xrosz555njd4jf3375ostnmdmm 2556 11 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2556 12 that that WDT work_xrosz555njd4jf3375ostnmdmm 2556 13 contain contain VBP work_xrosz555njd4jf3375ostnmdmm 2556 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2556 15 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2556 16 , , , work_xrosz555njd4jf3375ostnmdmm 2556 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2556 18 are be VBP work_xrosz555njd4jf3375ostnmdmm 2556 19 obtained obtain VBN work_xrosz555njd4jf3375ostnmdmm 2556 20 from from IN work_xrosz555njd4jf3375ostnmdmm 2556 21 web web NN work_xrosz555njd4jf3375ostnmdmm 2556 22 crawler crawler NN work_xrosz555njd4jf3375ostnmdmm 2556 23 . . . work_xrosz555njd4jf3375ostnmdmm 2557 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2557 2 parser parser NN work_xrosz555njd4jf3375ostnmdmm 2557 3 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2557 4 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2557 5 tag tag NN work_xrosz555njd4jf3375ostnmdmm 2557 6 template template NN work_xrosz555njd4jf3375ostnmdmm 2557 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2557 8 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2557 9 attributes attribute NNS work_xrosz555njd4jf3375ostnmdmm 2557 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2557 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2557 12 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2557 13 , , , work_xrosz555njd4jf3375ostnmdmm 2557 14 like like IN work_xrosz555njd4jf3375ostnmdmm 2557 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2557 16 title title NN work_xrosz555njd4jf3375ostnmdmm 2557 17 , , , work_xrosz555njd4jf3375ostnmdmm 2557 18 location location NN work_xrosz555njd4jf3375ostnmdmm 2557 19 , , , work_xrosz555njd4jf3375ostnmdmm 2557 20 company company NN work_xrosz555njd4jf3375ostnmdmm 2557 21 name name NN work_xrosz555njd4jf3375ostnmdmm 2557 22 , , , work_xrosz555njd4jf3375ostnmdmm 2557 23 content content NN work_xrosz555njd4jf3375ostnmdmm 2557 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2557 25 so so RB work_xrosz555njd4jf3375ostnmdmm 2557 26 on on RB work_xrosz555njd4jf3375ostnmdmm 2557 27 . . . work_xrosz555njd4jf3375ostnmdmm 2558 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2558 2 job job NN work_xrosz555njd4jf3375ostnmdmm 2558 3 will will MD work_xrosz555njd4jf3375ostnmdmm 2558 4 be be VB work_xrosz555njd4jf3375ostnmdmm 2558 5 saved save VBN work_xrosz555njd4jf3375ostnmdmm 2558 6 as as IN work_xrosz555njd4jf3375ostnmdmm 2558 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2558 8 record record NN work_xrosz555njd4jf3375ostnmdmm 2558 9 with with IN work_xrosz555njd4jf3375ostnmdmm 2558 10 these these DT work_xrosz555njd4jf3375ostnmdmm 2558 11 attributes attribute NNS work_xrosz555njd4jf3375ostnmdmm 2558 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2558 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2558 14 database database NN work_xrosz555njd4jf3375ostnmdmm 2558 15 . . . work_xrosz555njd4jf3375ostnmdmm 2559 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2559 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2559 3 record record NN work_xrosz555njd4jf3375ostnmdmm 2559 4 , , , work_xrosz555njd4jf3375ostnmdmm 2559 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2559 6 content content NN work_xrosz555njd4jf3375ostnmdmm 2559 7 field field NN work_xrosz555njd4jf3375ostnmdmm 2559 8 contains contain VBZ work_xrosz555njd4jf3375ostnmdmm 2559 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2559 10 text text NN work_xrosz555njd4jf3375ostnmdmm 2559 11 part part NN work_xrosz555njd4jf3375ostnmdmm 2559 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2559 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2559 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2559 15 description description NN work_xrosz555njd4jf3375ostnmdmm 2559 16 , , , work_xrosz555njd4jf3375ostnmdmm 2559 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2559 18 will will MD work_xrosz555njd4jf3375ostnmdmm 2559 19 be be VB work_xrosz555njd4jf3375ostnmdmm 2559 20 processed process VBN work_xrosz555njd4jf3375ostnmdmm 2559 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2559 22 later later JJ work_xrosz555njd4jf3375ostnmdmm 2559 23 stages stage NNS work_xrosz555njd4jf3375ostnmdmm 2559 24 . . . work_xrosz555njd4jf3375ostnmdmm 2560 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2560 2 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2560 3 In in IN work_xrosz555njd4jf3375ostnmdmm 2560 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2560 5 segmenting segmenting JJ work_xrosz555njd4jf3375ostnmdmm 2560 6 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2560 7 , , , work_xrosz555njd4jf3375ostnmdmm 2560 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2560 9 content content JJ work_xrosz555njd4jf3375ostnmdmm 2560 10 field field NN work_xrosz555njd4jf3375ostnmdmm 2560 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2560 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2560 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2560 14 description description NN work_xrosz555njd4jf3375ostnmdmm 2560 15 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2560 16 be be VB work_xrosz555njd4jf3375ostnmdmm 2560 17 sep- sep- VBN work_xrosz555njd4jf3375ostnmdmm 2560 18 arated arate VBN work_xrosz555njd4jf3375ostnmdmm 2560 19 into into IN work_xrosz555njd4jf3375ostnmdmm 2560 20 paragraphs paragraph NNS work_xrosz555njd4jf3375ostnmdmm 2560 21 according accord VBG work_xrosz555njd4jf3375ostnmdmm 2560 22 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2560 23 tags tag NNS work_xrosz555njd4jf3375ostnmdmm 2560 24 . . . work_xrosz555njd4jf3375ostnmdmm 2561 1 Then then RB work_xrosz555njd4jf3375ostnmdmm 2561 2 paragraphs paragraph NNS work_xrosz555njd4jf3375ostnmdmm 2561 3 are be VBP work_xrosz555njd4jf3375ostnmdmm 2561 4 separated separate VBN work_xrosz555njd4jf3375ostnmdmm 2561 5 into into IN work_xrosz555njd4jf3375ostnmdmm 2561 6 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2561 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2561 8 either either DT work_xrosz555njd4jf3375ostnmdmm 2561 9 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2561 10 tags tag NNS work_xrosz555njd4jf3375ostnmdmm 2561 11 or or CC work_xrosz555njd4jf3375ostnmdmm 2561 12 punctuation punctuation NN work_xrosz555njd4jf3375ostnmdmm 2561 13 , , , work_xrosz555njd4jf3375ostnmdmm 2561 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2561 15 after after IN work_xrosz555njd4jf3375ostnmdmm 2561 16 this this DT work_xrosz555njd4jf3375ostnmdmm 2561 17 step step NN work_xrosz555njd4jf3375ostnmdmm 2561 18 , , , work_xrosz555njd4jf3375ostnmdmm 2561 19 all all DT work_xrosz555njd4jf3375ostnmdmm 2561 20 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2561 21 tags tag NNS work_xrosz555njd4jf3375ostnmdmm 2561 22 will will MD work_xrosz555njd4jf3375ostnmdmm 2561 23 be be VB work_xrosz555njd4jf3375ostnmdmm 2561 24 removed remove VBN work_xrosz555njd4jf3375ostnmdmm 2561 25 . . . work_xrosz555njd4jf3375ostnmdmm 2562 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2562 2 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2562 3 Web web NN work_xrosz555njd4jf3375ostnmdmm 2562 4 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2562 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2562 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2562 7 description description NN work_xrosz555njd4jf3375ostnmdmm 2562 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2562 9 created create VBN work_xrosz555njd4jf3375ostnmdmm 2562 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2562 11 different different JJ work_xrosz555njd4jf3375ostnmdmm 2562 12 character character NN work_xrosz555njd4jf3375ostnmdmm 2562 13 sets set NNS work_xrosz555njd4jf3375ostnmdmm 2562 14 , , , work_xrosz555njd4jf3375ostnmdmm 2562 15 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2562 16 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2563 1 UTF8 UTF8 NNP work_xrosz555njd4jf3375ostnmdmm 2563 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2563 3 ISO ISO NNP work_xrosz555njd4jf3375ostnmdmm 2563 4 8859 8859 CD work_xrosz555njd4jf3375ostnmdmm 2563 5 - - SYM work_xrosz555njd4jf3375ostnmdmm 2563 6 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2563 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2563 8 , , , work_xrosz555njd4jf3375ostnmdmm 2563 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2563 10 almost almost RB work_xrosz555njd4jf3375ostnmdmm 2563 11 always always RB work_xrosz555njd4jf3375ostnmdmm 2563 12 contain contain VBP work_xrosz555njd4jf3375ostnmdmm 2563 13 some some DT work_xrosz555njd4jf3375ostnmdmm 2563 14 unreadable unreadable JJ work_xrosz555njd4jf3375ostnmdmm 2563 15 characters character NNS work_xrosz555njd4jf3375ostnmdmm 2563 16 . . . work_xrosz555njd4jf3375ostnmdmm 2564 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2564 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2564 3 prepossessing prepossessing NN work_xrosz555njd4jf3375ostnmdmm 2564 4 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2564 5 , , , work_xrosz555njd4jf3375ostnmdmm 2564 6 characters character NNS work_xrosz555njd4jf3375ostnmdmm 2564 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2564 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2564 9 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2564 10 are be VBP work_xrosz555njd4jf3375ostnmdmm 2564 11 converted convert VBN work_xrosz555njd4jf3375ostnmdmm 2564 12 to to IN work_xrosz555njd4jf3375ostnmdmm 2564 13 ASCII ASCII NNP work_xrosz555njd4jf3375ostnmdmm 2564 14 characters character NNS work_xrosz555njd4jf3375ostnmdmm 2564 15 , , , work_xrosz555njd4jf3375ostnmdmm 2564 16 unreadable unreadable JJ work_xrosz555njd4jf3375ostnmdmm 2564 17 characters character NNS work_xrosz555njd4jf3375ostnmdmm 2564 18 will will MD work_xrosz555njd4jf3375ostnmdmm 2564 19 be be VB work_xrosz555njd4jf3375ostnmdmm 2564 20 deleted delete VBN work_xrosz555njd4jf3375ostnmdmm 2564 21 , , , work_xrosz555njd4jf3375ostnmdmm 2564 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2564 23 some some DT work_xrosz555njd4jf3375ostnmdmm 2564 24 punctuation punctuation NN work_xrosz555njd4jf3375ostnmdmm 2564 25 will will MD work_xrosz555njd4jf3375ostnmdmm 2564 26 be be VB work_xrosz555njd4jf3375ostnmdmm 2564 27 replaced replace VBN work_xrosz555njd4jf3375ostnmdmm 2564 28 by by IN work_xrosz555njd4jf3375ostnmdmm 2564 29 spaces space NNS work_xrosz555njd4jf3375ostnmdmm 2564 30 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2564 31 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2565 1 / / SYM work_xrosz555njd4jf3375ostnmdmm 2565 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2565 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2565 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2565 5 . . . work_xrosz555njd4jf3375ostnmdmm 2566 1 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2566 2 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2566 3 In in IN work_xrosz555njd4jf3375ostnmdmm 2566 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2566 5 tokenizing tokenizing NN work_xrosz555njd4jf3375ostnmdmm 2566 6 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2566 7 , , , work_xrosz555njd4jf3375ostnmdmm 2566 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2566 9 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2566 10 will will MD work_xrosz555njd4jf3375ostnmdmm 2566 11 be be VB work_xrosz555njd4jf3375ostnmdmm 2566 12 tokenized tokenize VBN work_xrosz555njd4jf3375ostnmdmm 2566 13 into into IN work_xrosz555njd4jf3375ostnmdmm 2566 14 arrays array NNS work_xrosz555njd4jf3375ostnmdmm 2566 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2566 16 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2566 17 by by IN work_xrosz555njd4jf3375ostnmdmm 2566 18 NLTK NLTK NNP work_xrosz555njd4jf3375ostnmdmm 2566 19 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2566 20 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2566 21 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2566 22 . . . work_xrosz555njd4jf3375ostnmdmm 2567 1 5 5 LS work_xrosz555njd4jf3375ostnmdmm 2567 2 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2567 3 In in IN work_xrosz555njd4jf3375ostnmdmm 2567 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2567 5 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2567 6 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2567 7 , , , work_xrosz555njd4jf3375ostnmdmm 2567 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2567 9 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2567 10 will will MD work_xrosz555njd4jf3375ostnmdmm 2567 11 be be VB work_xrosz555njd4jf3375ostnmdmm 2567 12 given give VBN work_xrosz555njd4jf3375ostnmdmm 2567 13 two two CD work_xrosz555njd4jf3375ostnmdmm 2567 14 layers layer NNS work_xrosz555njd4jf3375ostnmdmm 2567 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2567 16 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2567 17 by by IN work_xrosz555njd4jf3375ostnmdmm 2567 18 a a DT work_xrosz555njd4jf3375ostnmdmm 2567 19 dictionary dictionary JJ work_xrosz555njd4jf3375ostnmdmm 2567 20 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2567 21 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2567 22 . . . work_xrosz555njd4jf3375ostnmdmm 2568 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2568 2 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2568 3 in in IN work_xrosz555njd4jf3375ostnmdmm 2568 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 5 first first JJ work_xrosz555njd4jf3375ostnmdmm 2568 6 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2568 7 are be VBP work_xrosz555njd4jf3375ostnmdmm 2568 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 9 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2568 10 value value NN work_xrosz555njd4jf3375ostnmdmm 2568 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2568 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 13 text text NN work_xrosz555njd4jf3375ostnmdmm 2568 14 , , , work_xrosz555njd4jf3375ostnmdmm 2568 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2568 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 17 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2568 18 in in IN work_xrosz555njd4jf3375ostnmdmm 2568 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 20 second second JJ work_xrosz555njd4jf3375ostnmdmm 2568 21 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2568 22 are be VBP work_xrosz555njd4jf3375ostnmdmm 2568 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 24 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2568 25 hypernym hypernym NN work_xrosz555njd4jf3375ostnmdmm 2568 26 of of IN work_xrosz555njd4jf3375ostnmdmm 2568 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 28 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2568 29 in in IN work_xrosz555njd4jf3375ostnmdmm 2568 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2568 31 first first JJ work_xrosz555njd4jf3375ostnmdmm 2568 32 layers layer NNS work_xrosz555njd4jf3375ostnmdmm 2568 33 . . . work_xrosz555njd4jf3375ostnmdmm 2569 1 6 6 LS work_xrosz555njd4jf3375ostnmdmm 2569 2 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2569 3 In in IN work_xrosz555njd4jf3375ostnmdmm 2569 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2569 5 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2569 6 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2569 7 stage stage NN work_xrosz555njd4jf3375ostnmdmm 2569 8 , , , work_xrosz555njd4jf3375ostnmdmm 2569 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2569 10 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2569 11 library library NN work_xrosz555njd4jf3375ostnmdmm 2569 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2569 13 used use VBN work_xrosz555njd4jf3375ostnmdmm 2569 14 to to IN work_xrosz555njd4jf3375ostnmdmm 2569 15 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2569 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2569 17 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2569 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2569 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2569 20 labeled labeled JJ work_xrosz555njd4jf3375ostnmdmm 2569 21 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2569 22 . . . work_xrosz555njd4jf3375ostnmdmm 2570 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2570 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2570 3 layered layered JJ work_xrosz555njd4jf3375ostnmdmm 2570 4 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2570 5 match match VBP work_xrosz555njd4jf3375ostnmdmm 2570 6 any any DT work_xrosz555njd4jf3375ostnmdmm 2570 7 pre pre JJ work_xrosz555njd4jf3375ostnmdmm 2570 8 - - JJ work_xrosz555njd4jf3375ostnmdmm 2570 9 defined define VBN work_xrosz555njd4jf3375ostnmdmm 2570 10 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2570 11 , , , work_xrosz555njd4jf3375ostnmdmm 2570 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2570 13 information information NN work_xrosz555njd4jf3375ostnmdmm 2570 14 will will MD work_xrosz555njd4jf3375ostnmdmm 2570 15 be be VB work_xrosz555njd4jf3375ostnmdmm 2570 16 extracted extract VBN work_xrosz555njd4jf3375ostnmdmm 2570 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2570 18 added add VBN work_xrosz555njd4jf3375ostnmdmm 2570 19 to to IN work_xrosz555njd4jf3375ostnmdmm 2570 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2570 21 job job NN work_xrosz555njd4jf3375ostnmdmm 2570 22 model model NN work_xrosz555njd4jf3375ostnmdmm 2570 23 . . . work_xrosz555njd4jf3375ostnmdmm 2571 1 After after IN work_xrosz555njd4jf3375ostnmdmm 2571 2 every every DT work_xrosz555njd4jf3375ostnmdmm 2571 3 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2571 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2571 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2571 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2571 7 description description NN work_xrosz555njd4jf3375ostnmdmm 2571 8 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2571 9 be be VB work_xrosz555njd4jf3375ostnmdmm 2571 10 processed process VBN work_xrosz555njd4jf3375ostnmdmm 2571 11 , , , work_xrosz555njd4jf3375ostnmdmm 2571 12 a a DT work_xrosz555njd4jf3375ostnmdmm 2571 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2571 14 model model NN work_xrosz555njd4jf3375ostnmdmm 2571 15 will will MD work_xrosz555njd4jf3375ostnmdmm 2571 16 be be VB work_xrosz555njd4jf3375ostnmdmm 2571 17 created create VBN work_xrosz555njd4jf3375ostnmdmm 2571 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2571 19 saved save VBN work_xrosz555njd4jf3375ostnmdmm 2571 20 in in IN work_xrosz555njd4jf3375ostnmdmm 2571 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2571 22 database database NN work_xrosz555njd4jf3375ostnmdmm 2571 23 . . . work_xrosz555njd4jf3375ostnmdmm 2572 1 More More JJR work_xrosz555njd4jf3375ostnmdmm 2572 2 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2572 3 about about IN work_xrosz555njd4jf3375ostnmdmm 2572 4 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2572 5 will will MD work_xrosz555njd4jf3375ostnmdmm 2572 6 follow follow VB work_xrosz555njd4jf3375ostnmdmm 2572 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2572 8 Section Section NNP work_xrosz555njd4jf3375ostnmdmm 2572 9 C. C. NNP work_xrosz555njd4jf3375ostnmdmm 2572 10 18 18 CD work_xrosz555njd4jf3375ostnmdmm 2572 11 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2572 12 4.2 4.2 CD work_xrosz555njd4jf3375ostnmdmm 2572 13 : : : work_xrosz555njd4jf3375ostnmdmm 2572 14 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2572 15 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 2572 16 Process Process NNP work_xrosz555njd4jf3375ostnmdmm 2572 17 Pipeline Pipeline NNP work_xrosz555njd4jf3375ostnmdmm 2572 18 19 19 CD work_xrosz555njd4jf3375ostnmdmm 2572 19 4.4 4.4 CD work_xrosz555njd4jf3375ostnmdmm 2572 20 System system NN work_xrosz555njd4jf3375ostnmdmm 2572 21 Implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2572 22 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2572 23 will will MD work_xrosz555njd4jf3375ostnmdmm 2572 24 describe describe VB work_xrosz555njd4jf3375ostnmdmm 2572 25 some some DT work_xrosz555njd4jf3375ostnmdmm 2572 26 implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2572 27 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2572 28 here here RB work_xrosz555njd4jf3375ostnmdmm 2572 29 . . . work_xrosz555njd4jf3375ostnmdmm 2573 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2573 2 whole whole JJ work_xrosz555njd4jf3375ostnmdmm 2573 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2573 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2573 5 imple- imple- NN work_xrosz555njd4jf3375ostnmdmm 2573 6 mented mente VBN work_xrosz555njd4jf3375ostnmdmm 2573 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2573 8 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2573 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2573 10 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2573 11 some some DT work_xrosz555njd4jf3375ostnmdmm 2573 12 third third JJ work_xrosz555njd4jf3375ostnmdmm 2573 13 party party NN work_xrosz555njd4jf3375ostnmdmm 2573 14 libraries library NNS work_xrosz555njd4jf3375ostnmdmm 2573 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2573 16 frameworks framework NNS work_xrosz555njd4jf3375ostnmdmm 2573 17 . . . work_xrosz555njd4jf3375ostnmdmm 2574 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2574 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2574 3 Flask Flask NNP work_xrosz555njd4jf3375ostnmdmm 2574 4 , , , work_xrosz555njd4jf3375ostnmdmm 2574 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2574 6 lightweight lightweight JJ work_xrosz555njd4jf3375ostnmdmm 2574 7 web web NN work_xrosz555njd4jf3375ostnmdmm 2574 8 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2574 9 , , , work_xrosz555njd4jf3375ostnmdmm 2574 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2574 11 build build VB work_xrosz555njd4jf3375ostnmdmm 2574 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2574 13 web web NN work_xrosz555njd4jf3375ostnmdmm 2574 14 application application NN work_xrosz555njd4jf3375ostnmdmm 2574 15 . . . work_xrosz555njd4jf3375ostnmdmm 2575 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2575 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2575 3 Rdflib Rdflib NNS work_xrosz555njd4jf3375ostnmdmm 2575 4 as as IN work_xrosz555njd4jf3375ostnmdmm 2575 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2575 6 Web Web NNP work_xrosz555njd4jf3375ostnmdmm 2575 7 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2575 8 Language Language NNP work_xrosz555njd4jf3375ostnmdmm 2575 9 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2575 10 OWL OWL NNP work_xrosz555njd4jf3375ostnmdmm 2575 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2575 12 file file NN work_xrosz555njd4jf3375ostnmdmm 2575 13 parser parser NN work_xrosz555njd4jf3375ostnmdmm 2575 14 , , , work_xrosz555njd4jf3375ostnmdmm 2575 15 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2575 16 Lex Lex NNP work_xrosz555njd4jf3375ostnmdmm 2575 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2575 18 Yacc Yacc NNP work_xrosz555njd4jf3375ostnmdmm 2575 19 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2575 20 PLY ply UH work_xrosz555njd4jf3375ostnmdmm 2575 21 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2575 22 as as IN work_xrosz555njd4jf3375ostnmdmm 2575 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2575 24 token token JJ work_xrosz555njd4jf3375ostnmdmm 2575 25 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2575 26 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2575 27 compiler compiler NN work_xrosz555njd4jf3375ostnmdmm 2575 28 , , , work_xrosz555njd4jf3375ostnmdmm 2575 29 whoosh whoosh NNP work_xrosz555njd4jf3375ostnmdmm 2575 30 as as IN work_xrosz555njd4jf3375ostnmdmm 2575 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2575 32 inverted invert VBN work_xrosz555njd4jf3375ostnmdmm 2575 33 index index NN work_xrosz555njd4jf3375ostnmdmm 2575 34 builder builder NN work_xrosz555njd4jf3375ostnmdmm 2575 35 and and CC work_xrosz555njd4jf3375ostnmdmm 2575 36 Beauti- Beauti- NNP work_xrosz555njd4jf3375ostnmdmm 2575 37 ful ful NNP work_xrosz555njd4jf3375ostnmdmm 2575 38 Soup Soup NNP work_xrosz555njd4jf3375ostnmdmm 2575 39 as as IN work_xrosz555njd4jf3375ostnmdmm 2575 40 the the DT work_xrosz555njd4jf3375ostnmdmm 2575 41 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2575 42 parser parser NN work_xrosz555njd4jf3375ostnmdmm 2575 43 . . . work_xrosz555njd4jf3375ostnmdmm 2576 1 All all PDT work_xrosz555njd4jf3375ostnmdmm 2576 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2576 3 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2576 4 retrieved retrieve VBN work_xrosz555njd4jf3375ostnmdmm 2576 5 by by IN work_xrosz555njd4jf3375ostnmdmm 2576 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2576 7 Web Web NNP work_xrosz555njd4jf3375ostnmdmm 2576 8 Crawler Crawler NNP work_xrosz555njd4jf3375ostnmdmm 2576 9 are be VBP work_xrosz555njd4jf3375ostnmdmm 2576 10 stored store VBN work_xrosz555njd4jf3375ostnmdmm 2576 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2576 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2576 13 MongoDB MongoDB NNP work_xrosz555njd4jf3375ostnmdmm 2576 14 NoSQL NoSQL NNP work_xrosz555njd4jf3375ostnmdmm 2576 15 database database NN work_xrosz555njd4jf3375ostnmdmm 2576 16 . . . work_xrosz555njd4jf3375ostnmdmm 2577 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2577 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2577 3 natural natural JJ work_xrosz555njd4jf3375ostnmdmm 2577 4 language language NN work_xrosz555njd4jf3375ostnmdmm 2577 5 processing processing NN work_xrosz555njd4jf3375ostnmdmm 2577 6 procedure procedure NN work_xrosz555njd4jf3375ostnmdmm 2577 7 , , , work_xrosz555njd4jf3375ostnmdmm 2577 8 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2577 9 used use VBD work_xrosz555njd4jf3375ostnmdmm 2577 10 Natural Natural NNP work_xrosz555njd4jf3375ostnmdmm 2577 11 Language Language NNP work_xrosz555njd4jf3375ostnmdmm 2577 12 Toolkit Toolkit NNP work_xrosz555njd4jf3375ostnmdmm 2577 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2577 14 NLTK NLTK NNP work_xrosz555njd4jf3375ostnmdmm 2577 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2577 16 , , , work_xrosz555njd4jf3375ostnmdmm 2577 17 a a DT work_xrosz555njd4jf3375ostnmdmm 2577 18 natural natural JJ work_xrosz555njd4jf3375ostnmdmm 2577 19 language language NN work_xrosz555njd4jf3375ostnmdmm 2577 20 processing processing NN work_xrosz555njd4jf3375ostnmdmm 2577 21 library library NN work_xrosz555njd4jf3375ostnmdmm 2577 22 , , , work_xrosz555njd4jf3375ostnmdmm 2577 23 to to TO work_xrosz555njd4jf3375ostnmdmm 2577 24 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2577 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2577 26 tokenize tokenize VB work_xrosz555njd4jf3375ostnmdmm 2577 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2577 28 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2577 29 . . . work_xrosz555njd4jf3375ostnmdmm 2578 1 4.5 4.5 CD work_xrosz555njd4jf3375ostnmdmm 2578 2 System System NNP work_xrosz555njd4jf3375ostnmdmm 2578 3 Interface Interface NNP work_xrosz555njd4jf3375ostnmdmm 2578 4 The the DT work_xrosz555njd4jf3375ostnmdmm 2578 5 system system NN work_xrosz555njd4jf3375ostnmdmm 2578 6 provides provide VBZ work_xrosz555njd4jf3375ostnmdmm 2578 7 some some DT work_xrosz555njd4jf3375ostnmdmm 2578 8 interfaces interface NNS work_xrosz555njd4jf3375ostnmdmm 2578 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2578 10 end end VB work_xrosz555njd4jf3375ostnmdmm 2578 11 users user NNS work_xrosz555njd4jf3375ostnmdmm 2578 12 . . . work_xrosz555njd4jf3375ostnmdmm 2579 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2579 2 most most RBS work_xrosz555njd4jf3375ostnmdmm 2579 3 important important JJ work_xrosz555njd4jf3375ostnmdmm 2579 4 interfaces interface NNS work_xrosz555njd4jf3375ostnmdmm 2579 5 are be VBP work_xrosz555njd4jf3375ostnmdmm 2579 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2579 7 web web NN work_xrosz555njd4jf3375ostnmdmm 2579 8 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2579 9 like like IN work_xrosz555njd4jf3375ostnmdmm 2579 10 : : : work_xrosz555njd4jf3375ostnmdmm 2579 11 reviewing review VBG work_xrosz555njd4jf3375ostnmdmm 2579 12 all all PDT work_xrosz555njd4jf3375ostnmdmm 2579 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2579 14 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2579 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2579 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2579 17 database database NN work_xrosz555njd4jf3375ostnmdmm 2579 18 , , , work_xrosz555njd4jf3375ostnmdmm 2579 19 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2579 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2579 21 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2579 22 by by IN work_xrosz555njd4jf3375ostnmdmm 2579 23 keyword keyword NNP work_xrosz555njd4jf3375ostnmdmm 2579 24 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2579 25 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2579 26 4.3 4.3 CD work_xrosz555njd4jf3375ostnmdmm 2579 27 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2579 28 , , , work_xrosz555njd4jf3375ostnmdmm 2579 29 uploading upload VBG work_xrosz555njd4jf3375ostnmdmm 2579 30 users user NNS work_xrosz555njd4jf3375ostnmdmm 2579 31 ’ ' '' work_xrosz555njd4jf3375ostnmdmm 2579 32 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2579 33 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2579 34 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2579 35 4.4 4.4 CD work_xrosz555njd4jf3375ostnmdmm 2579 36 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2579 37 and and CC work_xrosz555njd4jf3375ostnmdmm 2579 38 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2579 39 the the DT work_xrosz555njd4jf3375ostnmdmm 2579 40 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2579 41 with with IN work_xrosz555njd4jf3375ostnmdmm 2579 42 a a DT work_xrosz555njd4jf3375ostnmdmm 2579 43 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2579 44 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2579 45 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2579 46 4.5 4.5 CD work_xrosz555njd4jf3375ostnmdmm 2579 47 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2579 48 . . . work_xrosz555njd4jf3375ostnmdmm 2580 1 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2580 2 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2580 3 4.3 4.3 CD work_xrosz555njd4jf3375ostnmdmm 2580 4 : : : work_xrosz555njd4jf3375ostnmdmm 2580 5 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2580 6 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 2580 7 List List NNP work_xrosz555njd4jf3375ostnmdmm 2580 8 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2580 9 4.4 4.4 CD work_xrosz555njd4jf3375ostnmdmm 2580 10 : : : work_xrosz555njd4jf3375ostnmdmm 2580 11 Upload upload JJ work_xrosz555njd4jf3375ostnmdmm 2580 12 Resume resume NN work_xrosz555njd4jf3375ostnmdmm 2580 13 21 21 CD work_xrosz555njd4jf3375ostnmdmm 2580 14 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2580 15 4.5 4.5 CD work_xrosz555njd4jf3375ostnmdmm 2580 16 : : : work_xrosz555njd4jf3375ostnmdmm 2580 17 Résumé Résumé NFP work_xrosz555njd4jf3375ostnmdmm 2580 18 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2580 19 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2580 20 22 22 CD work_xrosz555njd4jf3375ostnmdmm 2580 21 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2580 22 . . . work_xrosz555njd4jf3375ostnmdmm 2581 1 INFORMATION INFORMATION NNP work_xrosz555njd4jf3375ostnmdmm 2581 2 EXTRACTION extraction NN work_xrosz555njd4jf3375ostnmdmm 2581 3 In in IN work_xrosz555njd4jf3375ostnmdmm 2581 4 this this DT work_xrosz555njd4jf3375ostnmdmm 2581 5 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2581 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2581 7 will will MD work_xrosz555njd4jf3375ostnmdmm 2581 8 explain explain VB work_xrosz555njd4jf3375ostnmdmm 2581 9 how how WRB work_xrosz555njd4jf3375ostnmdmm 2581 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2581 11 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2581 12 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2581 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2581 14 IE IE NNP work_xrosz555njd4jf3375ostnmdmm 2581 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2581 16 module module NN work_xrosz555njd4jf3375ostnmdmm 2581 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2581 18 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2581 19 system system NN work_xrosz555njd4jf3375ostnmdmm 2581 20 extracts extract VBZ work_xrosz555njd4jf3375ostnmdmm 2581 21 information information NN work_xrosz555njd4jf3375ostnmdmm 2581 22 from from IN work_xrosz555njd4jf3375ostnmdmm 2581 23 these these DT work_xrosz555njd4jf3375ostnmdmm 2581 24 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2581 25 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2581 26 source source NN work_xrosz555njd4jf3375ostnmdmm 2581 27 . . . work_xrosz555njd4jf3375ostnmdmm 2582 1 An an DT work_xrosz555njd4jf3375ostnmdmm 2582 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2582 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2582 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2582 5 description description NN work_xrosz555njd4jf3375ostnmdmm 2582 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2582 7 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2582 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2582 9 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2582 10 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 2582 11 . . . work_xrosz555njd4jf3375ostnmdmm 2583 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2583 2 IE IE NNP work_xrosz555njd4jf3375ostnmdmm 2583 3 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2583 4 will will MD work_xrosz555njd4jf3375ostnmdmm 2583 5 be be VB work_xrosz555njd4jf3375ostnmdmm 2583 6 introduced introduce VBN work_xrosz555njd4jf3375ostnmdmm 2583 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2583 8 example example NN work_xrosz555njd4jf3375ostnmdmm 2583 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2583 10 processing process VBG work_xrosz555njd4jf3375ostnmdmm 2583 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2583 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2583 13 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2583 14 . . . work_xrosz555njd4jf3375ostnmdmm 2584 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2584 2 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2584 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2584 4 State State NNP work_xrosz555njd4jf3375ostnmdmm 2584 5 Transducer(FST Transducer(FST NNP work_xrosz555njd4jf3375ostnmdmm 2584 6 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2584 7 library library NN work_xrosz555njd4jf3375ostnmdmm 2584 8 , , , work_xrosz555njd4jf3375ostnmdmm 2584 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2584 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2584 11 used use VBN work_xrosz555njd4jf3375ostnmdmm 2584 12 as as IN work_xrosz555njd4jf3375ostnmdmm 2584 13 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2584 14 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2584 15 tools tool NNS work_xrosz555njd4jf3375ostnmdmm 2584 16 , , , work_xrosz555njd4jf3375ostnmdmm 2584 17 will will MD work_xrosz555njd4jf3375ostnmdmm 2584 18 be be VB work_xrosz555njd4jf3375ostnmdmm 2584 19 introduced introduce VBN work_xrosz555njd4jf3375ostnmdmm 2584 20 as as RB work_xrosz555njd4jf3375ostnmdmm 2584 21 well well RB work_xrosz555njd4jf3375ostnmdmm 2584 22 . . . work_xrosz555njd4jf3375ostnmdmm 2585 1 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 2585 2 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2585 3 Labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2585 4 In in IN work_xrosz555njd4jf3375ostnmdmm 2585 5 this this DT work_xrosz555njd4jf3375ostnmdmm 2585 6 section section NN work_xrosz555njd4jf3375ostnmdmm 2585 7 , , , work_xrosz555njd4jf3375ostnmdmm 2585 8 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2585 9 will will MD work_xrosz555njd4jf3375ostnmdmm 2585 10 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2585 11 why why WRB work_xrosz555njd4jf3375ostnmdmm 2585 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2585 13 how how WRB work_xrosz555njd4jf3375ostnmdmm 2585 14 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2585 15 add add VBP work_xrosz555njd4jf3375ostnmdmm 2585 16 two two CD work_xrosz555njd4jf3375ostnmdmm 2585 17 layers layer NNS work_xrosz555njd4jf3375ostnmdmm 2585 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2585 19 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2585 20 to to IN work_xrosz555njd4jf3375ostnmdmm 2585 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2585 22 tokenized tokenize VBN work_xrosz555njd4jf3375ostnmdmm 2585 23 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2585 24 . . . work_xrosz555njd4jf3375ostnmdmm 2586 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2586 2 natural natural JJ work_xrosz555njd4jf3375ostnmdmm 2586 3 language language NN work_xrosz555njd4jf3375ostnmdmm 2586 4 , , , work_xrosz555njd4jf3375ostnmdmm 2586 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2586 6 single single JJ work_xrosz555njd4jf3375ostnmdmm 2586 7 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2586 8 often often RB work_xrosz555njd4jf3375ostnmdmm 2586 9 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2586 10 multiple multiple JJ work_xrosz555njd4jf3375ostnmdmm 2586 11 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2586 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2586 13 represent represent VB work_xrosz555njd4jf3375ostnmdmm 2586 14 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2586 15 . . . work_xrosz555njd4jf3375ostnmdmm 2587 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2587 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2587 3 , , , work_xrosz555njd4jf3375ostnmdmm 2587 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2587 5 simple simple JJ work_xrosz555njd4jf3375ostnmdmm 2587 6 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2587 7 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2587 8 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2587 9 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2587 10 , , , work_xrosz555njd4jf3375ostnmdmm 2587 11 can can MD work_xrosz555njd4jf3375ostnmdmm 2587 12 be be VB work_xrosz555njd4jf3375ostnmdmm 2587 13 expressed express VBN work_xrosz555njd4jf3375ostnmdmm 2587 14 in in IN work_xrosz555njd4jf3375ostnmdmm 2587 15 many many JJ work_xrosz555njd4jf3375ostnmdmm 2587 16 ways way NNS work_xrosz555njd4jf3375ostnmdmm 2587 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2587 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2587 19 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2587 20 , , , work_xrosz555njd4jf3375ostnmdmm 2587 21 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2588 1 B.S. B.S. NNP work_xrosz555njd4jf3375ostnmdmm 2588 2 , , , work_xrosz555njd4jf3375ostnmdmm 2588 3 BA BA NNP work_xrosz555njd4jf3375ostnmdmm 2588 4 / / SYM work_xrosz555njd4jf3375ostnmdmm 2588 5 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2588 6 , , , work_xrosz555njd4jf3375ostnmdmm 2588 7 4-years 4-years CD work_xrosz555njd4jf3375ostnmdmm 2588 8 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2588 9 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2588 10 , , , work_xrosz555njd4jf3375ostnmdmm 2588 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2588 12 so so RB work_xrosz555njd4jf3375ostnmdmm 2588 13 on on RB work_xrosz555njd4jf3375ostnmdmm 2588 14 . . . work_xrosz555njd4jf3375ostnmdmm 2589 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2589 2 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2589 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2589 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2589 5 words word NNS work_xrosz555njd4jf3375ostnmdmm 2589 6 that that WDT work_xrosz555njd4jf3375ostnmdmm 2589 7 if if IN work_xrosz555njd4jf3375ostnmdmm 2589 8 followed follow VBN work_xrosz555njd4jf3375ostnmdmm 2589 9 with with IN work_xrosz555njd4jf3375ostnmdmm 2589 10 word word NN work_xrosz555njd4jf3375ostnmdmm 2589 11 “ " `` work_xrosz555njd4jf3375ostnmdmm 2589 12 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2589 13 ” " '' work_xrosz555njd4jf3375ostnmdmm 2589 14 have have VBP work_xrosz555njd4jf3375ostnmdmm 2589 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2589 16 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2589 17 value value NN work_xrosz555njd4jf3375ostnmdmm 2589 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2589 19 “ " `` work_xrosz555njd4jf3375ostnmdmm 2589 20 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2589 21 ’s ’s NNP work_xrosz555njd4jf3375ostnmdmm 2589 22 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2589 23 ” " '' work_xrosz555njd4jf3375ostnmdmm 2589 24 . . . work_xrosz555njd4jf3375ostnmdmm 2590 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2590 2 add add VB work_xrosz555njd4jf3375ostnmdmm 2590 3 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2590 4 to to IN work_xrosz555njd4jf3375ostnmdmm 2590 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2590 6 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2590 7 , , , work_xrosz555njd4jf3375ostnmdmm 2590 8 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2590 9 use use VBP work_xrosz555njd4jf3375ostnmdmm 2590 10 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2590 11 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2590 12 over over IN work_xrosz555njd4jf3375ostnmdmm 2590 13 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2590 14 . . . work_xrosz555njd4jf3375ostnmdmm 2591 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2591 2 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2591 3 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2591 4 over over IN work_xrosz555njd4jf3375ostnmdmm 2591 5 token token JJ work_xrosz555njd4jf3375ostnmdmm 2591 6 transfer transfer NN work_xrosz555njd4jf3375ostnmdmm 2591 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2591 8 patten patten NN work_xrosz555njd4jf3375ostnmdmm 2591 9 to to IN work_xrosz555njd4jf3375ostnmdmm 2591 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2591 11 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2591 12 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2591 13 State State NNP work_xrosz555njd4jf3375ostnmdmm 2591 14 Transducer Transducer NNP work_xrosz555njd4jf3375ostnmdmm 2591 15 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2591 16 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2591 17 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2591 18 , , , work_xrosz555njd4jf3375ostnmdmm 2591 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2591 20 every every DT work_xrosz555njd4jf3375ostnmdmm 2591 21 token token NN work_xrosz555njd4jf3375ostnmdmm 2591 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2591 23 that that DT work_xrosz555njd4jf3375ostnmdmm 2591 24 will will MD work_xrosz555njd4jf3375ostnmdmm 2591 25 be be VB work_xrosz555njd4jf3375ostnmdmm 2591 26 transferred transfer VBN work_xrosz555njd4jf3375ostnmdmm 2591 27 to to IN work_xrosz555njd4jf3375ostnmdmm 2591 28 an an DT work_xrosz555njd4jf3375ostnmdmm 2591 29 edge edge NN work_xrosz555njd4jf3375ostnmdmm 2591 30 of of IN work_xrosz555njd4jf3375ostnmdmm 2591 31 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2591 32 . . . work_xrosz555njd4jf3375ostnmdmm 2592 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2592 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2592 3 use use VBP work_xrosz555njd4jf3375ostnmdmm 2592 4 all all PDT work_xrosz555njd4jf3375ostnmdmm 2592 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2592 6 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2592 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2592 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2592 9 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2592 10 value value NN work_xrosz555njd4jf3375ostnmdmm 2592 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2592 12 create create VB work_xrosz555njd4jf3375ostnmdmm 2592 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2592 14 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2592 15 , , , work_xrosz555njd4jf3375ostnmdmm 2592 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2592 17 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2592 18 will will MD work_xrosz555njd4jf3375ostnmdmm 2592 19 be be VB work_xrosz555njd4jf3375ostnmdmm 2592 20 very very RB work_xrosz555njd4jf3375ostnmdmm 2592 21 large large JJ work_xrosz555njd4jf3375ostnmdmm 2592 22 , , , work_xrosz555njd4jf3375ostnmdmm 2592 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2592 24 there there EX work_xrosz555njd4jf3375ostnmdmm 2592 25 are be VBP work_xrosz555njd4jf3375ostnmdmm 2592 26 too too RB work_xrosz555njd4jf3375ostnmdmm 2592 27 many many JJ work_xrosz555njd4jf3375ostnmdmm 2592 28 states state NNS work_xrosz555njd4jf3375ostnmdmm 2592 29 in in IN work_xrosz555njd4jf3375ostnmdmm 2592 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2592 31 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2592 32 . . . work_xrosz555njd4jf3375ostnmdmm 2593 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2593 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2593 3 , , , work_xrosz555njd4jf3375ostnmdmm 2593 4 if if IN work_xrosz555njd4jf3375ostnmdmm 2593 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2593 6 use use VBP work_xrosz555njd4jf3375ostnmdmm 2593 7 some some DT work_xrosz555njd4jf3375ostnmdmm 2593 8 words word NNS work_xrosz555njd4jf3375ostnmdmm 2593 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2593 10 Table table NN work_xrosz555njd4jf3375ostnmdmm 2593 11 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2593 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2593 13 create create VB work_xrosz555njd4jf3375ostnmdmm 2593 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 15 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2593 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2593 17 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2593 18 value value NN work_xrosz555njd4jf3375ostnmdmm 2593 19 “ " `` work_xrosz555njd4jf3375ostnmdmm 2593 20 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2593 21 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2593 22 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2593 23 ” " '' work_xrosz555njd4jf3375ostnmdmm 2593 24 , , , work_xrosz555njd4jf3375ostnmdmm 2593 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 26 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2593 27 will will MD work_xrosz555njd4jf3375ostnmdmm 2593 28 like like VB work_xrosz555njd4jf3375ostnmdmm 2593 29 below below RB work_xrosz555njd4jf3375ostnmdmm 2593 30 : : : work_xrosz555njd4jf3375ostnmdmm 2593 31 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2593 32 Baccalaureate baccalaureate NN work_xrosz555njd4jf3375ostnmdmm 2593 33 | | NNP work_xrosz555njd4jf3375ostnmdmm 2593 34 bachelors bachelor NNS work_xrosz555njd4jf3375ostnmdmm 2593 35 | | CD work_xrosz555njd4jf3375ostnmdmm 2593 36 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2593 37 | | NNP work_xrosz555njd4jf3375ostnmdmm 2593 38 B.S B.S NNP work_xrosz555njd4jf3375ostnmdmm 2593 39 | | NNP work_xrosz555njd4jf3375ostnmdmm 2593 40 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2593 41 | | CD work_xrosz555njd4jf3375ostnmdmm 2593 42 BA BA NNP work_xrosz555njd4jf3375ostnmdmm 2593 43 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2593 44 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2593 45 If if IN work_xrosz555njd4jf3375ostnmdmm 2593 46 all all DT work_xrosz555njd4jf3375ostnmdmm 2593 47 words word NNS work_xrosz555njd4jf3375ostnmdmm 2593 48 in in IN work_xrosz555njd4jf3375ostnmdmm 2593 49 Table table NN work_xrosz555njd4jf3375ostnmdmm 2593 50 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2593 51 are be VBP work_xrosz555njd4jf3375ostnmdmm 2593 52 added add VBN work_xrosz555njd4jf3375ostnmdmm 2593 53 to to IN work_xrosz555njd4jf3375ostnmdmm 2593 54 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 55 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2593 56 , , , work_xrosz555njd4jf3375ostnmdmm 2593 57 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 58 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2593 59 will will MD work_xrosz555njd4jf3375ostnmdmm 2593 60 have have VB work_xrosz555njd4jf3375ostnmdmm 2593 61 too too RB work_xrosz555njd4jf3375ostnmdmm 2593 62 many many JJ work_xrosz555njd4jf3375ostnmdmm 2593 63 edges edge NNS work_xrosz555njd4jf3375ostnmdmm 2593 64 , , , work_xrosz555njd4jf3375ostnmdmm 2593 65 and and CC work_xrosz555njd4jf3375ostnmdmm 2593 66 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 67 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2593 68 process process NN work_xrosz555njd4jf3375ostnmdmm 2593 69 will will MD work_xrosz555njd4jf3375ostnmdmm 2593 70 be be VB work_xrosz555njd4jf3375ostnmdmm 2593 71 very very RB work_xrosz555njd4jf3375ostnmdmm 2593 72 slow slow JJ work_xrosz555njd4jf3375ostnmdmm 2593 73 because because IN work_xrosz555njd4jf3375ostnmdmm 2593 74 of of IN work_xrosz555njd4jf3375ostnmdmm 2593 75 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 76 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2593 77 of of IN work_xrosz555njd4jf3375ostnmdmm 2593 78 combinatorial combinatorial JJ work_xrosz555njd4jf3375ostnmdmm 2593 79 23 23 CD work_xrosz555njd4jf3375ostnmdmm 2593 80 Table table NN work_xrosz555njd4jf3375ostnmdmm 2593 81 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 2593 82 : : : work_xrosz555njd4jf3375ostnmdmm 2593 83 Example example NN work_xrosz555njd4jf3375ostnmdmm 2593 84 of of IN work_xrosz555njd4jf3375ostnmdmm 2593 85 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2593 86 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 2593 87 Senior Senior NNP work_xrosz555njd4jf3375ostnmdmm 2593 88 / / SYM work_xrosz555njd4jf3375ostnmdmm 2593 89 Principal Principal NNP work_xrosz555njd4jf3375ostnmdmm 2593 90 Software Software NNP work_xrosz555njd4jf3375ostnmdmm 2593 91 Engineer Engineer NNP work_xrosz555njd4jf3375ostnmdmm 2593 92 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2593 93 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2593 94 San San NNP work_xrosz555njd4jf3375ostnmdmm 2593 95 Francisco Francisco NNP work_xrosz555njd4jf3375ostnmdmm 2593 96 , , , work_xrosz555njd4jf3375ostnmdmm 2593 97 CA CA NNP work_xrosz555njd4jf3375ostnmdmm 2593 98 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2593 99 powers power NNS work_xrosz555njd4jf3375ostnmdmm 2593 100 personalized personalize VBD work_xrosz555njd4jf3375ostnmdmm 2593 101 shopping shopping NN work_xrosz555njd4jf3375ostnmdmm 2593 102 experiences experience NNS work_xrosz555njd4jf3375ostnmdmm 2593 103 for for IN work_xrosz555njd4jf3375ostnmdmm 2593 104 the the DT work_xrosz555njd4jf3375ostnmdmm 2593 105 worlds world NNS work_xrosz555njd4jf3375ostnmdmm 2593 106 largest large JJS work_xrosz555njd4jf3375ostnmdmm 2593 107 and and CC work_xrosz555njd4jf3375ostnmdmm 2593 108 most most RBS work_xrosz555njd4jf3375ostnmdmm 2593 109 innovative innovative JJ work_xrosz555njd4jf3375ostnmdmm 2593 110 retail retail JJ work_xrosz555njd4jf3375ostnmdmm 2593 111 brands brand NNS work_xrosz555njd4jf3375ostnmdmm 2593 112 , , , work_xrosz555njd4jf3375ostnmdmm 2593 113 including include VBG work_xrosz555njd4jf3375ostnmdmm 2593 114 Target Target NNP work_xrosz555njd4jf3375ostnmdmm 2593 115 , , , work_xrosz555njd4jf3375ostnmdmm 2593 116 Sears Sears NNP work_xrosz555njd4jf3375ostnmdmm 2593 117 , , , work_xrosz555njd4jf3375ostnmdmm 2593 118 Marks Marks NNP work_xrosz555njd4jf3375ostnmdmm 2593 119 & & CC work_xrosz555njd4jf3375ostnmdmm 2593 120 Spencer Spencer NNP work_xrosz555njd4jf3375ostnmdmm 2593 121 , , , work_xrosz555njd4jf3375ostnmdmm 2593 122 John John NNP work_xrosz555njd4jf3375ostnmdmm 2593 123 Lewis Lewis NNP work_xrosz555njd4jf3375ostnmdmm 2593 124 and and CC work_xrosz555njd4jf3375ostnmdmm 2593 125 oth- oth- RB work_xrosz555njd4jf3375ostnmdmm 2593 126 ers er NNS work_xrosz555njd4jf3375ostnmdmm 2593 127 . . . work_xrosz555njd4jf3375ostnmdmm 2594 1 Founded found VBN work_xrosz555njd4jf3375ostnmdmm 2594 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2594 3 led lead VBN work_xrosz555njd4jf3375ostnmdmm 2594 4 by by IN work_xrosz555njd4jf3375ostnmdmm 2594 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2594 6 e e NNP work_xrosz555njd4jf3375ostnmdmm 2594 7 - - NNP work_xrosz555njd4jf3375ostnmdmm 2594 8 commerce commerce NNP work_xrosz555njd4jf3375ostnmdmm 2594 9 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2594 10 who who WP work_xrosz555njd4jf3375ostnmdmm 2594 11 helped help VBD work_xrosz555njd4jf3375ostnmdmm 2594 12 pioneer pioneer VB work_xrosz555njd4jf3375ostnmdmm 2594 13 personalization personalization NN work_xrosz555njd4jf3375ostnmdmm 2594 14 at at IN work_xrosz555njd4jf3375ostnmdmm 2594 15 Amazon.com Amazon.com NNP work_xrosz555njd4jf3375ostnmdmm 2594 16 , , , work_xrosz555njd4jf3375ostnmdmm 2594 17 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2594 18 helps help VBZ work_xrosz555njd4jf3375ostnmdmm 2594 19 retailers retailer NNS work_xrosz555njd4jf3375ostnmdmm 2594 20 increase increase VB work_xrosz555njd4jf3375ostnmdmm 2594 21 sales sale NNS work_xrosz555njd4jf3375ostnmdmm 2594 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2594 23 customer customer NN work_xrosz555njd4jf3375ostnmdmm 2594 24 engagement engagement NN work_xrosz555njd4jf3375ostnmdmm 2594 25 by by IN work_xrosz555njd4jf3375ostnmdmm 2594 26 recommending recommend VBG work_xrosz555njd4jf3375ostnmdmm 2594 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2594 28 most most RBS work_xrosz555njd4jf3375ostnmdmm 2594 29 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2594 30 content content NN work_xrosz555njd4jf3375ostnmdmm 2594 31 to to IN work_xrosz555njd4jf3375ostnmdmm 2594 32 consumers consumer NNS work_xrosz555njd4jf3375ostnmdmm 2594 33 regardless regardless RB work_xrosz555njd4jf3375ostnmdmm 2594 34 of of IN work_xrosz555njd4jf3375ostnmdmm 2594 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2594 36 channel channel NN work_xrosz555njd4jf3375ostnmdmm 2594 37 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2594 38 are be VBP work_xrosz555njd4jf3375ostnmdmm 2594 39 shopping shop VBG work_xrosz555njd4jf3375ostnmdmm 2594 40 . . . work_xrosz555njd4jf3375ostnmdmm 2595 1 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2595 2 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2595 3 delivered deliver VBN work_xrosz555njd4jf3375ostnmdmm 2595 4 more more JJR work_xrosz555njd4jf3375ostnmdmm 2595 5 than than IN work_xrosz555njd4jf3375ostnmdmm 2595 6 $ $ $ work_xrosz555njd4jf3375ostnmdmm 2595 7 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2595 8 billion billion CD work_xrosz555njd4jf3375ostnmdmm 2595 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2595 10 attributable attributable JJ work_xrosz555njd4jf3375ostnmdmm 2595 11 sales sale NNS work_xrosz555njd4jf3375ostnmdmm 2595 12 for for IN work_xrosz555njd4jf3375ostnmdmm 2595 13 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2595 14 retail retail JJ work_xrosz555njd4jf3375ostnmdmm 2595 15 clients client NNS work_xrosz555njd4jf3375ostnmdmm 2595 16 to to IN work_xrosz555njd4jf3375ostnmdmm 2595 17 date date NN work_xrosz555njd4jf3375ostnmdmm 2595 18 , , , work_xrosz555njd4jf3375ostnmdmm 2595 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2595 20 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2595 21 accelerating accelerate VBG work_xrosz555njd4jf3375ostnmdmm 2595 22 these these DT work_xrosz555njd4jf3375ostnmdmm 2595 23 results result NNS work_xrosz555njd4jf3375ostnmdmm 2595 24 with with IN work_xrosz555njd4jf3375ostnmdmm 2595 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2595 26 introduction introduction NN work_xrosz555njd4jf3375ostnmdmm 2595 27 of of IN work_xrosz555njd4jf3375ostnmdmm 2595 28 a a DT work_xrosz555njd4jf3375ostnmdmm 2595 29 new new JJ work_xrosz555njd4jf3375ostnmdmm 2595 30 form form NN work_xrosz555njd4jf3375ostnmdmm 2595 31 of of IN work_xrosz555njd4jf3375ostnmdmm 2595 32 digital digital JJ work_xrosz555njd4jf3375ostnmdmm 2595 33 advertising advertising NN work_xrosz555njd4jf3375ostnmdmm 2595 34 called call VBN work_xrosz555njd4jf3375ostnmdmm 2595 35 Shopping Shopping NNP work_xrosz555njd4jf3375ostnmdmm 2595 36 Media Media NNP work_xrosz555njd4jf3375ostnmdmm 2595 37 which which WDT work_xrosz555njd4jf3375ostnmdmm 2595 38 allows allow VBZ work_xrosz555njd4jf3375ostnmdmm 2595 39 manufacturers manufacturer NNS work_xrosz555njd4jf3375ostnmdmm 2595 40 to to TO work_xrosz555njd4jf3375ostnmdmm 2595 41 en- en- VB work_xrosz555njd4jf3375ostnmdmm 2595 42 gage gage NN work_xrosz555njd4jf3375ostnmdmm 2595 43 shoppers shopper NNS work_xrosz555njd4jf3375ostnmdmm 2595 44 where where WRB work_xrosz555njd4jf3375ostnmdmm 2595 45 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2595 46 matters matter VBZ work_xrosz555njd4jf3375ostnmdmm 2595 47 most most RBS work_xrosz555njd4jf3375ostnmdmm 2595 48 – – : work_xrosz555njd4jf3375ostnmdmm 2595 49 in in IN work_xrosz555njd4jf3375ostnmdmm 2595 50 the the DT work_xrosz555njd4jf3375ostnmdmm 2595 51 digital digital JJ work_xrosz555njd4jf3375ostnmdmm 2595 52 aisles aisle NNS work_xrosz555njd4jf3375ostnmdmm 2595 53 on on IN work_xrosz555njd4jf3375ostnmdmm 2595 54 the the DT work_xrosz555njd4jf3375ostnmdmm 2595 55 largest large JJS work_xrosz555njd4jf3375ostnmdmm 2595 56 retail retail JJ work_xrosz555njd4jf3375ostnmdmm 2595 57 sites site NNS work_xrosz555njd4jf3375ostnmdmm 2595 58 in in IN work_xrosz555njd4jf3375ostnmdmm 2595 59 world world NN work_xrosz555njd4jf3375ostnmdmm 2595 60 . . . work_xrosz555njd4jf3375ostnmdmm 2596 1 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2596 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2596 3 headquartered headquarter VBN work_xrosz555njd4jf3375ostnmdmm 2596 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2596 5 San San NNP work_xrosz555njd4jf3375ostnmdmm 2596 6 Francisco Francisco NNP work_xrosz555njd4jf3375ostnmdmm 2596 7 , , , work_xrosz555njd4jf3375ostnmdmm 2596 8 with with IN work_xrosz555njd4jf3375ostnmdmm 2596 9 offices office NNS work_xrosz555njd4jf3375ostnmdmm 2596 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2596 11 New New NNP work_xrosz555njd4jf3375ostnmdmm 2596 12 York York NNP work_xrosz555njd4jf3375ostnmdmm 2596 13 , , , work_xrosz555njd4jf3375ostnmdmm 2596 14 Seattle Seattle NNP work_xrosz555njd4jf3375ostnmdmm 2596 15 , , , work_xrosz555njd4jf3375ostnmdmm 2596 16 Boston Boston NNP work_xrosz555njd4jf3375ostnmdmm 2596 17 , , , work_xrosz555njd4jf3375ostnmdmm 2596 18 Reading Reading NNP work_xrosz555njd4jf3375ostnmdmm 2596 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2596 20 Malmho Malmho NNP work_xrosz555njd4jf3375ostnmdmm 2596 21 , , , work_xrosz555njd4jf3375ostnmdmm 2596 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2596 23 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2596 24 been be VBN work_xrosz555njd4jf3375ostnmdmm 2596 25 twice twice RB work_xrosz555njd4jf3375ostnmdmm 2596 26 recognized recognize VBN work_xrosz555njd4jf3375ostnmdmm 2596 27 as as IN work_xrosz555njd4jf3375ostnmdmm 2596 28 one one CD work_xrosz555njd4jf3375ostnmdmm 2596 29 of of IN work_xrosz555njd4jf3375ostnmdmm 2596 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2596 31 Best good JJS work_xrosz555njd4jf3375ostnmdmm 2596 32 Places Places NNPS work_xrosz555njd4jf3375ostnmdmm 2596 33 to to TO work_xrosz555njd4jf3375ostnmdmm 2596 34 Work work VB work_xrosz555njd4jf3375ostnmdmm 2596 35 in in IN work_xrosz555njd4jf3375ostnmdmm 2596 36 the the DT work_xrosz555njd4jf3375ostnmdmm 2596 37 Bay Bay NNP work_xrosz555njd4jf3375ostnmdmm 2596 38 Area Area NNP work_xrosz555njd4jf3375ostnmdmm 2596 39 . . . work_xrosz555njd4jf3375ostnmdmm 2597 1 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2597 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2597 3 looking look VBG work_xrosz555njd4jf3375ostnmdmm 2597 4 for for IN work_xrosz555njd4jf3375ostnmdmm 2597 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2597 6 Senior Senior NNP work_xrosz555njd4jf3375ostnmdmm 2597 7 / / SYM work_xrosz555njd4jf3375ostnmdmm 2597 8 Principal Principal NNP work_xrosz555njd4jf3375ostnmdmm 2597 9 Software Software NNP work_xrosz555njd4jf3375ostnmdmm 2597 10 Engineer Engineer NNP work_xrosz555njd4jf3375ostnmdmm 2597 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2597 12 join join VB work_xrosz555njd4jf3375ostnmdmm 2597 13 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2597 14 growing grow VBG work_xrosz555njd4jf3375ostnmdmm 2597 15 team team NN work_xrosz555njd4jf3375ostnmdmm 2597 16 ! ! . work_xrosz555njd4jf3375ostnmdmm 2598 1 Primary primary JJ work_xrosz555njd4jf3375ostnmdmm 2598 2 responsibilities responsibility NNS work_xrosz555njd4jf3375ostnmdmm 2598 3 : : : work_xrosz555njd4jf3375ostnmdmm 2598 4 • • VB work_xrosz555njd4jf3375ostnmdmm 2598 5 Working work VBG work_xrosz555njd4jf3375ostnmdmm 2598 6 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 7 large large JJ work_xrosz555njd4jf3375ostnmdmm 2598 8 scale scale NN work_xrosz555njd4jf3375ostnmdmm 2598 9 distributed distribute VBN work_xrosz555njd4jf3375ostnmdmm 2598 10 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2598 11 • • VBP work_xrosz555njd4jf3375ostnmdmm 2598 12 Work work VBP work_xrosz555njd4jf3375ostnmdmm 2598 13 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 14 Hadoop Hadoop NNP work_xrosz555njd4jf3375ostnmdmm 2598 15 ecosystem ecosystem NN work_xrosz555njd4jf3375ostnmdmm 2598 16 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2598 17 technologies technology NNS work_xrosz555njd4jf3375ostnmdmm 2598 18 like like IN work_xrosz555njd4jf3375ostnmdmm 2598 19 Hive Hive NNP work_xrosz555njd4jf3375ostnmdmm 2598 20 , , , work_xrosz555njd4jf3375ostnmdmm 2598 21 Impala Impala NNP work_xrosz555njd4jf3375ostnmdmm 2598 22 , , , work_xrosz555njd4jf3375ostnmdmm 2598 23 HBase HBase NNP work_xrosz555njd4jf3375ostnmdmm 2598 24 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2598 25 • • VB work_xrosz555njd4jf3375ostnmdmm 2598 26 Algorithmic algorithmic JJ work_xrosz555njd4jf3375ostnmdmm 2598 27 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 28 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 29 primary primary JJ work_xrosz555njd4jf3375ostnmdmm 2598 30 focus focus NN work_xrosz555njd4jf3375ostnmdmm 2598 31 Machine Machine NNP work_xrosz555njd4jf3375ostnmdmm 2598 32 Learning Learning NNP work_xrosz555njd4jf3375ostnmdmm 2598 33 • • NNP work_xrosz555njd4jf3375ostnmdmm 2598 34 Working work VBG work_xrosz555njd4jf3375ostnmdmm 2598 35 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 36 rapid rapid JJ work_xrosz555njd4jf3375ostnmdmm 2598 37 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 38 innovative innovative JJ work_xrosz555njd4jf3375ostnmdmm 2598 39 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 40 methodologies methodology NNS work_xrosz555njd4jf3375ostnmdmm 2598 41 like like IN work_xrosz555njd4jf3375ostnmdmm 2598 42 : : : work_xrosz555njd4jf3375ostnmdmm 2598 43 Kanban Kanban NNP work_xrosz555njd4jf3375ostnmdmm 2598 44 , , , work_xrosz555njd4jf3375ostnmdmm 2598 45 Continuous Continuous NNP work_xrosz555njd4jf3375ostnmdmm 2598 46 Integration Integration NNP work_xrosz555njd4jf3375ostnmdmm 2598 47 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 48 Daily Daily NNP work_xrosz555njd4jf3375ostnmdmm 2598 49 deployments deployment NNS work_xrosz555njd4jf3375ostnmdmm 2598 50 • • VBP work_xrosz555njd4jf3375ostnmdmm 2598 51 Unit unit NN work_xrosz555njd4jf3375ostnmdmm 2598 52 testing test VBG work_xrosz555njd4jf3375ostnmdmm 2598 53 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 54 JUnit JUnit NNP work_xrosz555njd4jf3375ostnmdmm 2598 55 , , , work_xrosz555njd4jf3375ostnmdmm 2598 56 Performance Performance NNP work_xrosz555njd4jf3375ostnmdmm 2598 57 testing testing NN work_xrosz555njd4jf3375ostnmdmm 2598 58 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 59 tuning tune VBG work_xrosz555njd4jf3375ostnmdmm 2598 60 Minimum minimum JJ work_xrosz555njd4jf3375ostnmdmm 2598 61 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 2598 62 : : : work_xrosz555njd4jf3375ostnmdmm 2598 63 • • NNP work_xrosz555njd4jf3375ostnmdmm 2598 64 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2598 65 / / SYM work_xrosz555njd4jf3375ostnmdmm 2598 66 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2598 67 in in IN work_xrosz555njd4jf3375ostnmdmm 2598 68 CS CS NNP work_xrosz555njd4jf3375ostnmdmm 2598 69 , , , work_xrosz555njd4jf3375ostnmdmm 2598 70 Electrical Electrical NNP work_xrosz555njd4jf3375ostnmdmm 2598 71 Engineering Engineering NNP work_xrosz555njd4jf3375ostnmdmm 2598 72 or or CC work_xrosz555njd4jf3375ostnmdmm 2598 73 foreign foreign JJ work_xrosz555njd4jf3375ostnmdmm 2598 74 equivalent equivalent JJ work_xrosz555njd4jf3375ostnmdmm 2598 75 plus plus CC work_xrosz555njd4jf3375ostnmdmm 2598 76 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2598 77 software software NN work_xrosz555njd4jf3375ostnmdmm 2598 78 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 79 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2598 80 • • VBP work_xrosz555njd4jf3375ostnmdmm 2598 81 At at IN work_xrosz555njd4jf3375ostnmdmm 2598 82 least least JJS work_xrosz555njd4jf3375ostnmdmm 2598 83 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2598 84 + + SYM work_xrosz555njd4jf3375ostnmdmm 2598 85 years year NNS work_xrosz555njd4jf3375ostnmdmm 2598 86 of of IN work_xrosz555njd4jf3375ostnmdmm 2598 87 software software NN work_xrosz555njd4jf3375ostnmdmm 2598 88 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 89 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2598 90 • • VBP work_xrosz555njd4jf3375ostnmdmm 2598 91 Expert expert NN work_xrosz555njd4jf3375ostnmdmm 2598 92 in in IN work_xrosz555njd4jf3375ostnmdmm 2598 93 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2598 94 , , , work_xrosz555njd4jf3375ostnmdmm 2598 95 Scala Scala NNP work_xrosz555njd4jf3375ostnmdmm 2598 96 or or CC work_xrosz555njd4jf3375ostnmdmm 2598 97 any any DT work_xrosz555njd4jf3375ostnmdmm 2598 98 other other JJ work_xrosz555njd4jf3375ostnmdmm 2598 99 object object NN work_xrosz555njd4jf3375ostnmdmm 2598 100 oriented orient VBN work_xrosz555njd4jf3375ostnmdmm 2598 101 language language NN work_xrosz555njd4jf3375ostnmdmm 2598 102 • • NNP work_xrosz555njd4jf3375ostnmdmm 2598 103 Proficient proficient JJ work_xrosz555njd4jf3375ostnmdmm 2598 104 in in IN work_xrosz555njd4jf3375ostnmdmm 2598 105 SQL SQL NNP work_xrosz555njd4jf3375ostnmdmm 2598 106 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2598 107 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2598 108 HiveQL HiveQL NNP work_xrosz555njd4jf3375ostnmdmm 2598 109 or or CC work_xrosz555njd4jf3375ostnmdmm 2598 110 Postgres Postgres NNP work_xrosz555njd4jf3375ostnmdmm 2598 111 a a DT work_xrosz555njd4jf3375ostnmdmm 2598 112 plus plus NN work_xrosz555njd4jf3375ostnmdmm 2598 113 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2598 114 • • VB work_xrosz555njd4jf3375ostnmdmm 2598 115 Additional additional JJ work_xrosz555njd4jf3375ostnmdmm 2598 116 language language NN work_xrosz555njd4jf3375ostnmdmm 2598 117 skills skill VBZ work_xrosz555njd4jf3375ostnmdmm 2598 118 for for IN work_xrosz555njd4jf3375ostnmdmm 2598 119 scripting scripting NN work_xrosz555njd4jf3375ostnmdmm 2598 120 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 121 rapid rapid JJ work_xrosz555njd4jf3375ostnmdmm 2598 122 application application NN work_xrosz555njd4jf3375ostnmdmm 2598 123 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 124 Desired desire VBN work_xrosz555njd4jf3375ostnmdmm 2598 125 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2598 126 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 127 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2598 128 : : : work_xrosz555njd4jf3375ostnmdmm 2598 129 • • VB work_xrosz555njd4jf3375ostnmdmm 2598 130 Working work VBG work_xrosz555njd4jf3375ostnmdmm 2598 131 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 132 large large JJ work_xrosz555njd4jf3375ostnmdmm 2598 133 data data NN work_xrosz555njd4jf3375ostnmdmm 2598 134 sets set NNS work_xrosz555njd4jf3375ostnmdmm 2598 135 in in IN work_xrosz555njd4jf3375ostnmdmm 2598 136 the the DT work_xrosz555njd4jf3375ostnmdmm 2598 137 PBs pb NNS work_xrosz555njd4jf3375ostnmdmm 2598 138 • • VBP work_xrosz555njd4jf3375ostnmdmm 2598 139 Familiarity Familiarity NNP work_xrosz555njd4jf3375ostnmdmm 2598 140 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 141 UNIX UNIX NNP work_xrosz555njd4jf3375ostnmdmm 2598 142 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2598 143 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2598 144 skills skill VBZ work_xrosz555njd4jf3375ostnmdmm 2598 145 a a DT work_xrosz555njd4jf3375ostnmdmm 2598 146 plus plus NN work_xrosz555njd4jf3375ostnmdmm 2598 147 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2598 148 • • VB work_xrosz555njd4jf3375ostnmdmm 2598 149 Working work VBG work_xrosz555njd4jf3375ostnmdmm 2598 150 in in IN work_xrosz555njd4jf3375ostnmdmm 2598 151 a a DT work_xrosz555njd4jf3375ostnmdmm 2598 152 distributed distribute VBN work_xrosz555njd4jf3375ostnmdmm 2598 153 environment environment NN work_xrosz555njd4jf3375ostnmdmm 2598 154 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 155 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2598 156 dealt deal VBN work_xrosz555njd4jf3375ostnmdmm 2598 157 with with IN work_xrosz555njd4jf3375ostnmdmm 2598 158 challenges challenge NNS work_xrosz555njd4jf3375ostnmdmm 2598 159 around around IN work_xrosz555njd4jf3375ostnmdmm 2598 160 scaling scale VBG work_xrosz555njd4jf3375ostnmdmm 2598 161 and and CC work_xrosz555njd4jf3375ostnmdmm 2598 162 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2598 163 • • NNP work_xrosz555njd4jf3375ostnmdmm 2598 164 Mobile Mobile NNP work_xrosz555njd4jf3375ostnmdmm 2598 165 development development NN work_xrosz555njd4jf3375ostnmdmm 2598 166 for for IN work_xrosz555njd4jf3375ostnmdmm 2598 167 Android Android NNP work_xrosz555njd4jf3375ostnmdmm 2598 168 or or CC work_xrosz555njd4jf3375ostnmdmm 2598 169 iOS iOS NNP work_xrosz555njd4jf3375ostnmdmm 2598 170 . . . work_xrosz555njd4jf3375ostnmdmm 2599 1 RichRelevance RichRelevance NNP work_xrosz555njd4jf3375ostnmdmm 2599 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2599 3 an an DT work_xrosz555njd4jf3375ostnmdmm 2599 4 Equal Equal NNP work_xrosz555njd4jf3375ostnmdmm 2599 5 Opportunity Opportunity NNP work_xrosz555njd4jf3375ostnmdmm 2599 6 Employer Employer NNP work_xrosz555njd4jf3375ostnmdmm 2599 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2599 8 does do VBZ work_xrosz555njd4jf3375ostnmdmm 2599 9 not not RB work_xrosz555njd4jf3375ostnmdmm 2599 10 discriminate discriminate VB work_xrosz555njd4jf3375ostnmdmm 2599 11 against against IN work_xrosz555njd4jf3375ostnmdmm 2599 12 any any DT work_xrosz555njd4jf3375ostnmdmm 2599 13 applicant applicant NN work_xrosz555njd4jf3375ostnmdmm 2599 14 on on IN work_xrosz555njd4jf3375ostnmdmm 2599 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2599 16 basis basis NN work_xrosz555njd4jf3375ostnmdmm 2599 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2599 18 race race NN work_xrosz555njd4jf3375ostnmdmm 2599 19 , , , work_xrosz555njd4jf3375ostnmdmm 2599 20 color color NN work_xrosz555njd4jf3375ostnmdmm 2599 21 , , , work_xrosz555njd4jf3375ostnmdmm 2599 22 religion religion NN work_xrosz555njd4jf3375ostnmdmm 2599 23 , , , work_xrosz555njd4jf3375ostnmdmm 2599 24 national national JJ work_xrosz555njd4jf3375ostnmdmm 2599 25 origin origin NN work_xrosz555njd4jf3375ostnmdmm 2599 26 , , , work_xrosz555njd4jf3375ostnmdmm 2599 27 gender gender NN work_xrosz555njd4jf3375ostnmdmm 2599 28 , , , work_xrosz555njd4jf3375ostnmdmm 2599 29 marital marital JJ work_xrosz555njd4jf3375ostnmdmm 2599 30 status status NN work_xrosz555njd4jf3375ostnmdmm 2599 31 , , , work_xrosz555njd4jf3375ostnmdmm 2599 32 age age NN work_xrosz555njd4jf3375ostnmdmm 2599 33 , , , work_xrosz555njd4jf3375ostnmdmm 2599 34 disability disability NN work_xrosz555njd4jf3375ostnmdmm 2599 35 , , , work_xrosz555njd4jf3375ostnmdmm 2599 36 sexual sexual JJ work_xrosz555njd4jf3375ostnmdmm 2599 37 orientation orientation NN work_xrosz555njd4jf3375ostnmdmm 2599 38 , , , work_xrosz555njd4jf3375ostnmdmm 2599 39 military military JJ work_xrosz555njd4jf3375ostnmdmm 2599 40 / / SYM work_xrosz555njd4jf3375ostnmdmm 2599 41 veteran veteran NN work_xrosz555njd4jf3375ostnmdmm 2599 42 status status NN work_xrosz555njd4jf3375ostnmdmm 2599 43 , , , work_xrosz555njd4jf3375ostnmdmm 2599 44 or or CC work_xrosz555njd4jf3375ostnmdmm 2599 45 any any DT work_xrosz555njd4jf3375ostnmdmm 2599 46 other other JJ work_xrosz555njd4jf3375ostnmdmm 2599 47 status status NN work_xrosz555njd4jf3375ostnmdmm 2599 48 protected protect VBN work_xrosz555njd4jf3375ostnmdmm 2599 49 by by IN work_xrosz555njd4jf3375ostnmdmm 2599 50 Federal Federal NNP work_xrosz555njd4jf3375ostnmdmm 2599 51 or or CC work_xrosz555njd4jf3375ostnmdmm 2599 52 State State NNP work_xrosz555njd4jf3375ostnmdmm 2599 53 law law NN work_xrosz555njd4jf3375ostnmdmm 2599 54 or or CC work_xrosz555njd4jf3375ostnmdmm 2599 55 local local JJ work_xrosz555njd4jf3375ostnmdmm 2599 56 ordinance ordinance NN work_xrosz555njd4jf3375ostnmdmm 2599 57 . . . work_xrosz555njd4jf3375ostnmdmm 2600 1 24 24 CD work_xrosz555njd4jf3375ostnmdmm 2600 2 Table table NN work_xrosz555njd4jf3375ostnmdmm 2600 3 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2600 4 : : : work_xrosz555njd4jf3375ostnmdmm 2600 5 All all DT work_xrosz555njd4jf3375ostnmdmm 2600 6 Words word NNS work_xrosz555njd4jf3375ostnmdmm 2600 7 Mean Mean NNP work_xrosz555njd4jf3375ostnmdmm 2600 8 Bachelors Bachelors NNPS work_xrosz555njd4jf3375ostnmdmm 2600 9 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 10 Baccalaureate”,”bachelors Baccalaureate”,”bachelors NNP work_xrosz555njd4jf3375ostnmdmm 2600 11 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 12 , , , work_xrosz555njd4jf3375ostnmdmm 2600 13 ” " `` work_xrosz555njd4jf3375ostnmdmm 2600 14 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2600 15 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 16 , , , work_xrosz555njd4jf3375ostnmdmm 2600 17 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 18 B.S. B.S. NNP work_xrosz555njd4jf3375ostnmdmm 2600 19 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 20 , , , work_xrosz555njd4jf3375ostnmdmm 2600 21 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 22 B.S”,”BS”,”BA”,”BA B.S”,”BS”,”BA”,”BA NNP work_xrosz555njd4jf3375ostnmdmm 2600 23 / / SYM work_xrosz555njd4jf3375ostnmdmm 2600 24 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2600 25 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 26 , , , work_xrosz555njd4jf3375ostnmdmm 2600 27 ” " `` work_xrosz555njd4jf3375ostnmdmm 2600 28 BABS bab NNS work_xrosz555njd4jf3375ostnmdmm 2600 29 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 30 , , , work_xrosz555njd4jf3375ostnmdmm 2600 31 ” " `` work_xrosz555njd4jf3375ostnmdmm 2600 32 BSBA BSBA NNP work_xrosz555njd4jf3375ostnmdmm 2600 33 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 34 , , , work_xrosz555njd4jf3375ostnmdmm 2600 35 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 36 B.A. B.A. NNP work_xrosz555njd4jf3375ostnmdmm 2600 37 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 38 , , , work_xrosz555njd4jf3375ostnmdmm 2600 39 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 40 4-year”,”4-year 4-year”,”4-year CD work_xrosz555njd4jf3375ostnmdmm 2600 41 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 42 , , , work_xrosz555njd4jf3375ostnmdmm 2600 43 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 44 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2600 45 year year NN work_xrosz555njd4jf3375ostnmdmm 2600 46 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 47 , , , work_xrosz555njd4jf3375ostnmdmm 2600 48 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 49 four four CD work_xrosz555njd4jf3375ostnmdmm 2600 50 year”,”college”,”Undergraduate year”,”college”,”Undergraduate NNP work_xrosz555njd4jf3375ostnmdmm 2600 51 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 52 , , , work_xrosz555njd4jf3375ostnmdmm 2600 53 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 54 University University NNP work_xrosz555njd4jf3375ostnmdmm 2600 55 ” " '' work_xrosz555njd4jf3375ostnmdmm 2600 56 explosion explosion NN work_xrosz555njd4jf3375ostnmdmm 2600 57 . . . work_xrosz555njd4jf3375ostnmdmm 2601 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2601 2 resolve resolve VB work_xrosz555njd4jf3375ostnmdmm 2601 3 this this DT work_xrosz555njd4jf3375ostnmdmm 2601 4 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2601 5 , , , work_xrosz555njd4jf3375ostnmdmm 2601 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2601 7 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2601 8 an an DT work_xrosz555njd4jf3375ostnmdmm 2601 9 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2601 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2601 11 use use VB work_xrosz555njd4jf3375ostnmdmm 2601 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2601 13 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2601 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2601 15 match match VB work_xrosz555njd4jf3375ostnmdmm 2601 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2601 17 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2601 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2601 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2601 20 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2601 21 , , , work_xrosz555njd4jf3375ostnmdmm 2601 22 not not RB work_xrosz555njd4jf3375ostnmdmm 2601 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2601 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2601 25 original original JJ work_xrosz555njd4jf3375ostnmdmm 2601 26 text text NN work_xrosz555njd4jf3375ostnmdmm 2601 27 . . . work_xrosz555njd4jf3375ostnmdmm 2602 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2602 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2602 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2602 4 , , , work_xrosz555njd4jf3375ostnmdmm 2602 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2602 6 do do VBP work_xrosz555njd4jf3375ostnmdmm 2602 7 n’t not RB work_xrosz555njd4jf3375ostnmdmm 2602 8 care care VB work_xrosz555njd4jf3375ostnmdmm 2602 9 what what WP work_xrosz555njd4jf3375ostnmdmm 2602 10 words word VBZ work_xrosz555njd4jf3375ostnmdmm 2602 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2602 12 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2602 13 really really RB work_xrosz555njd4jf3375ostnmdmm 2602 14 use use VBP work_xrosz555njd4jf3375ostnmdmm 2602 15 , , , work_xrosz555njd4jf3375ostnmdmm 2602 16 but but CC work_xrosz555njd4jf3375ostnmdmm 2602 17 want want VBP work_xrosz555njd4jf3375ostnmdmm 2602 18 to to TO work_xrosz555njd4jf3375ostnmdmm 2602 19 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2602 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2602 21 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2602 22 value value NN work_xrosz555njd4jf3375ostnmdmm 2602 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2602 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2602 25 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2602 26 which which WDT work_xrosz555njd4jf3375ostnmdmm 2602 27 match match VBP work_xrosz555njd4jf3375ostnmdmm 2602 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2602 29 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2602 30 . . . work_xrosz555njd4jf3375ostnmdmm 2603 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2603 2 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2603 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2603 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2603 5 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2603 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2603 7 described describe VBN work_xrosz555njd4jf3375ostnmdmm 2603 8 below below RB work_xrosz555njd4jf3375ostnmdmm 2603 9 . . . work_xrosz555njd4jf3375ostnmdmm 2604 1 At at IN work_xrosz555njd4jf3375ostnmdmm 2604 2 first first RB work_xrosz555njd4jf3375ostnmdmm 2604 3 , , , work_xrosz555njd4jf3375ostnmdmm 2604 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2604 5 created create VBD work_xrosz555njd4jf3375ostnmdmm 2604 6 two two CD work_xrosz555njd4jf3375ostnmdmm 2604 7 dictionaries dictionary NNS work_xrosz555njd4jf3375ostnmdmm 2604 8 , , , work_xrosz555njd4jf3375ostnmdmm 2604 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2604 10 are be VBP work_xrosz555njd4jf3375ostnmdmm 2604 11 used use VBN work_xrosz555njd4jf3375ostnmdmm 2604 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2604 13 label label VB work_xrosz555njd4jf3375ostnmdmm 2604 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2604 15 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2604 16 . . . work_xrosz555njd4jf3375ostnmdmm 2605 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2605 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2605 3 first first JJ work_xrosz555njd4jf3375ostnmdmm 2605 4 dictionary dictionary NNP work_xrosz555njd4jf3375ostnmdmm 2605 5 , , , work_xrosz555njd4jf3375ostnmdmm 2605 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2605 7 keys key NNS work_xrosz555njd4jf3375ostnmdmm 2605 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2605 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2605 10 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2605 11 , , , work_xrosz555njd4jf3375ostnmdmm 2605 12 like like IN work_xrosz555njd4jf3375ostnmdmm 2605 13 words word NNS work_xrosz555njd4jf3375ostnmdmm 2605 14 in in IN work_xrosz555njd4jf3375ostnmdmm 2605 15 Table table NN work_xrosz555njd4jf3375ostnmdmm 2605 16 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2605 17 , , , work_xrosz555njd4jf3375ostnmdmm 2605 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2605 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2605 20 values value NNS work_xrosz555njd4jf3375ostnmdmm 2605 21 are be VBP work_xrosz555njd4jf3375ostnmdmm 2605 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2605 23 symbols symbol NNS work_xrosz555njd4jf3375ostnmdmm 2605 24 for for IN work_xrosz555njd4jf3375ostnmdmm 2605 25 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2605 26 values value NNS work_xrosz555njd4jf3375ostnmdmm 2605 27 , , , work_xrosz555njd4jf3375ostnmdmm 2605 28 like like IN work_xrosz555njd4jf3375ostnmdmm 2605 29 “ " `` work_xrosz555njd4jf3375ostnmdmm 2605 30 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2605 31 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2605 32 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2605 33 ” " '' work_xrosz555njd4jf3375ostnmdmm 2605 34 for for IN work_xrosz555njd4jf3375ostnmdmm 2605 35 “ " `` work_xrosz555njd4jf3375ostnmdmm 2605 36 bachelor bachelor NNP work_xrosz555njd4jf3375ostnmdmm 2605 37 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2605 38 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2605 39 ” " '' work_xrosz555njd4jf3375ostnmdmm 2605 40 , , , work_xrosz555njd4jf3375ostnmdmm 2605 41 or or CC work_xrosz555njd4jf3375ostnmdmm 2605 42 “ " `` work_xrosz555njd4jf3375ostnmdmm 2605 43 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2605 44 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2605 45 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2605 46 ” " '' work_xrosz555njd4jf3375ostnmdmm 2605 47 for for IN work_xrosz555njd4jf3375ostnmdmm 2605 48 “ " `` work_xrosz555njd4jf3375ostnmdmm 2605 49 master master NNP work_xrosz555njd4jf3375ostnmdmm 2605 50 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2605 51 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2605 52 ” " '' work_xrosz555njd4jf3375ostnmdmm 2605 53 . . . work_xrosz555njd4jf3375ostnmdmm 2606 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2606 2 values value NNS work_xrosz555njd4jf3375ostnmdmm 2606 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2606 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2606 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2606 6 second second JJ work_xrosz555njd4jf3375ostnmdmm 2606 7 dictionary dictionary NNP work_xrosz555njd4jf3375ostnmdmm 2606 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2606 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2606 10 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2606 11 hypernym hypernym NN work_xrosz555njd4jf3375ostnmdmm 2606 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2606 13 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2606 14 keys key NNS work_xrosz555njd4jf3375ostnmdmm 2606 15 , , , work_xrosz555njd4jf3375ostnmdmm 2606 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2606 17 keys key NNS work_xrosz555njd4jf3375ostnmdmm 2606 18 “ " `` work_xrosz555njd4jf3375ostnmdmm 2606 19 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2606 20 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2606 21 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2606 22 ” " '' work_xrosz555njd4jf3375ostnmdmm 2606 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2606 24 “ " `` work_xrosz555njd4jf3375ostnmdmm 2606 25 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2606 26 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2606 27 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2606 28 ” " '' work_xrosz555njd4jf3375ostnmdmm 2606 29 both both DT work_xrosz555njd4jf3375ostnmdmm 2606 30 have have VBP work_xrosz555njd4jf3375ostnmdmm 2606 31 value value NN work_xrosz555njd4jf3375ostnmdmm 2606 32 “ " `` work_xrosz555njd4jf3375ostnmdmm 2606 33 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2606 34 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2606 35 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2606 36 ” " '' work_xrosz555njd4jf3375ostnmdmm 2606 37 , , , work_xrosz555njd4jf3375ostnmdmm 2606 38 which which WDT work_xrosz555njd4jf3375ostnmdmm 2606 39 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2606 40 that that IN work_xrosz555njd4jf3375ostnmdmm 2606 41 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2606 42 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2606 43 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2606 44 and and CC work_xrosz555njd4jf3375ostnmdmm 2606 45 master master NN work_xrosz555njd4jf3375ostnmdmm 2606 46 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2606 47 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2606 48 are be VBP work_xrosz555njd4jf3375ostnmdmm 2606 49 both both DT work_xrosz555njd4jf3375ostnmdmm 2606 50 one one CD work_xrosz555njd4jf3375ostnmdmm 2606 51 kind kind NN work_xrosz555njd4jf3375ostnmdmm 2606 52 of of IN work_xrosz555njd4jf3375ostnmdmm 2606 53 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2606 54 level level NN work_xrosz555njd4jf3375ostnmdmm 2606 55 . . . work_xrosz555njd4jf3375ostnmdmm 2607 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2607 2 show show VBP work_xrosz555njd4jf3375ostnmdmm 2607 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2607 4 dictionaries dictionary NNS work_xrosz555njd4jf3375ostnmdmm 2607 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2607 6 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2607 7 information information NN work_xrosz555njd4jf3375ostnmdmm 2607 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2607 9 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2607 10 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 2607 11 . . . work_xrosz555njd4jf3375ostnmdmm 2608 1 There there EX work_xrosz555njd4jf3375ostnmdmm 2608 2 are be VBP work_xrosz555njd4jf3375ostnmdmm 2608 3 also also RB work_xrosz555njd4jf3375ostnmdmm 2608 4 some some DT work_xrosz555njd4jf3375ostnmdmm 2608 5 words word NNS work_xrosz555njd4jf3375ostnmdmm 2608 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2608 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2608 8 dictionaries dictionary NNS work_xrosz555njd4jf3375ostnmdmm 2608 9 that that WDT work_xrosz555njd4jf3375ostnmdmm 2608 10 have have VBP work_xrosz555njd4jf3375ostnmdmm 2608 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2608 12 same same JJ work_xrosz555njd4jf3375ostnmdmm 2608 13 first first JJ work_xrosz555njd4jf3375ostnmdmm 2608 14 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2608 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2608 16 second second JJ work_xrosz555njd4jf3375ostnmdmm 2608 17 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2608 18 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2608 19 , , , work_xrosz555njd4jf3375ostnmdmm 2608 20 which which WDT work_xrosz555njd4jf3375ostnmdmm 2608 21 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2608 22 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2608 23 in in IN work_xrosz555njd4jf3375ostnmdmm 2608 24 Table table NN work_xrosz555njd4jf3375ostnmdmm 2608 25 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 2608 26 . . . work_xrosz555njd4jf3375ostnmdmm 2609 1 With with IN work_xrosz555njd4jf3375ostnmdmm 2609 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2609 3 two two CD work_xrosz555njd4jf3375ostnmdmm 2609 4 dictionaries dictionary NNS work_xrosz555njd4jf3375ostnmdmm 2609 5 , , , work_xrosz555njd4jf3375ostnmdmm 2609 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2609 7 can can MD work_xrosz555njd4jf3375ostnmdmm 2609 8 label label VB work_xrosz555njd4jf3375ostnmdmm 2609 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2609 10 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2609 11 with with IN work_xrosz555njd4jf3375ostnmdmm 2609 12 two two CD work_xrosz555njd4jf3375ostnmdmm 2609 13 layers layer NNS work_xrosz555njd4jf3375ostnmdmm 2609 14 . . . work_xrosz555njd4jf3375ostnmdmm 2610 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2610 2 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2610 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2610 4 how how WRB work_xrosz555njd4jf3375ostnmdmm 2610 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2610 6 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2610 7 “ " `` work_xrosz555njd4jf3375ostnmdmm 2610 8 Bachelors bachelor NNS work_xrosz555njd4jf3375ostnmdmm 2610 9 degree degree VBP work_xrosz555njd4jf3375ostnmdmm 2610 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2610 11 computer computer NN work_xrosz555njd4jf3375ostnmdmm 2610 12 science science NN work_xrosz555njd4jf3375ostnmdmm 2610 13 or or CC work_xrosz555njd4jf3375ostnmdmm 2610 14 information information NN work_xrosz555njd4jf3375ostnmdmm 2610 15 sys- sys- NN work_xrosz555njd4jf3375ostnmdmm 2610 16 tems tem NNS work_xrosz555njd4jf3375ostnmdmm 2610 17 . . . work_xrosz555njd4jf3375ostnmdmm 2610 18 ” " '' work_xrosz555njd4jf3375ostnmdmm 2610 19 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2610 20 labeled label VBN work_xrosz555njd4jf3375ostnmdmm 2610 21 . . . work_xrosz555njd4jf3375ostnmdmm 2611 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2611 2 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2611 3 “ " `` work_xrosz555njd4jf3375ostnmdmm 2611 4 DE de NN work_xrosz555njd4jf3375ostnmdmm 2611 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2611 6 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2611 7 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2611 8 IN in IN work_xrosz555njd4jf3375ostnmdmm 2611 9 MAJOR major JJ work_xrosz555njd4jf3375ostnmdmm 2611 10 OR or CC work_xrosz555njd4jf3375ostnmdmm 2611 11 MAJOR MAJOR NNS work_xrosz555njd4jf3375ostnmdmm 2611 12 ” " '' work_xrosz555njd4jf3375ostnmdmm 2611 13 can can MD work_xrosz555njd4jf3375ostnmdmm 2611 14 match match VB work_xrosz555njd4jf3375ostnmdmm 2611 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2611 16 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2611 17 above above RB work_xrosz555njd4jf3375ostnmdmm 2611 18 , , , work_xrosz555njd4jf3375ostnmdmm 2611 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2611 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2611 21 output output NN work_xrosz555njd4jf3375ostnmdmm 2611 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2611 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2611 24 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2611 25 process process NN work_xrosz555njd4jf3375ostnmdmm 2611 26 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2611 27 “ " `` work_xrosz555njd4jf3375ostnmdmm 2611 28 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2611 29 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2611 30 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2611 31 ” " '' work_xrosz555njd4jf3375ostnmdmm 2611 32 for for IN work_xrosz555njd4jf3375ostnmdmm 2611 33 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2611 34 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2611 35 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2611 36 , , , work_xrosz555njd4jf3375ostnmdmm 2611 37 “ " `` work_xrosz555njd4jf3375ostnmdmm 2611 38 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2611 39 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2611 40 CS CS NNP work_xrosz555njd4jf3375ostnmdmm 2611 41 ” " '' work_xrosz555njd4jf3375ostnmdmm 2611 42 and and CC work_xrosz555njd4jf3375ostnmdmm 2611 43 “ " `` work_xrosz555njd4jf3375ostnmdmm 2611 44 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2611 45 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2611 46 INFO INFO NNP work_xrosz555njd4jf3375ostnmdmm 2611 47 ” " '' work_xrosz555njd4jf3375ostnmdmm 2611 48 for for IN work_xrosz555njd4jf3375ostnmdmm 2611 49 two two CD work_xrosz555njd4jf3375ostnmdmm 2611 50 majors major NNS work_xrosz555njd4jf3375ostnmdmm 2611 51 mentioned mention VBN work_xrosz555njd4jf3375ostnmdmm 2611 52 in in IN work_xrosz555njd4jf3375ostnmdmm 2611 53 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2611 54 . . . work_xrosz555njd4jf3375ostnmdmm 2612 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2612 2 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2612 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2612 4 , , , work_xrosz555njd4jf3375ostnmdmm 2612 5 most most JJS work_xrosz555njd4jf3375ostnmdmm 2612 6 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2612 7 match match VBP work_xrosz555njd4jf3375ostnmdmm 2612 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2612 9 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2612 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2612 11 second second JJ work_xrosz555njd4jf3375ostnmdmm 2612 12 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2612 13 . . . work_xrosz555njd4jf3375ostnmdmm 2613 1 With with IN work_xrosz555njd4jf3375ostnmdmm 2613 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2613 3 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2613 4 , , , work_xrosz555njd4jf3375ostnmdmm 2613 5 25 25 CD work_xrosz555njd4jf3375ostnmdmm 2613 6 Table table NN work_xrosz555njd4jf3375ostnmdmm 2613 7 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 2613 8 : : : work_xrosz555njd4jf3375ostnmdmm 2613 9 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2613 10 Labeling Labeling NNP work_xrosz555njd4jf3375ostnmdmm 2613 11 Original Original NNP work_xrosz555njd4jf3375ostnmdmm 2613 12 Text Text NNP work_xrosz555njd4jf3375ostnmdmm 2613 13 Layer Layer NNP work_xrosz555njd4jf3375ostnmdmm 2613 14 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2613 15 Layer layer NN work_xrosz555njd4jf3375ostnmdmm 2613 16 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2613 17 bachelors bachelor NNS work_xrosz555njd4jf3375ostnmdmm 2613 18 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2613 19 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2613 20 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2613 21 DE de NN work_xrosz555njd4jf3375ostnmdmm 2613 22 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2613 23 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2613 24 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2613 25 B.S. B.S. NNP work_xrosz555njd4jf3375ostnmdmm 2614 1 Baccalaureate Baccalaureate NNP work_xrosz555njd4jf3375ostnmdmm 2614 2 Master Master NNP work_xrosz555njd4jf3375ostnmdmm 2614 3 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2614 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2614 5 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2614 6 MS MS NNP work_xrosz555njd4jf3375ostnmdmm 2614 7 M.S. M.S. NNP work_xrosz555njd4jf3375ostnmdmm 2615 1 PhD phd NN work_xrosz555njd4jf3375ostnmdmm 2615 2 PHD phd NN work_xrosz555njd4jf3375ostnmdmm 2615 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 4 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2615 5 Ph Ph NNP work_xrosz555njd4jf3375ostnmdmm 2615 6 . . NNP work_xrosz555njd4jf3375ostnmdmm 2615 7 D D NNP work_xrosz555njd4jf3375ostnmdmm 2615 8 Doctorate Doctorate NNP work_xrosz555njd4jf3375ostnmdmm 2615 9 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2615 10 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 2615 11 : : : work_xrosz555njd4jf3375ostnmdmm 2615 12 More More JJR work_xrosz555njd4jf3375ostnmdmm 2615 13 Labels Labels NNPS work_xrosz555njd4jf3375ostnmdmm 2615 14 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 15 Be be VB work_xrosz555njd4jf3375ostnmdmm 2615 16 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 17 , , , work_xrosz555njd4jf3375ostnmdmm 2615 18 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 19 be be VB work_xrosz555njd4jf3375ostnmdmm 2615 20 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 21 , , , work_xrosz555njd4jf3375ostnmdmm 2615 22 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 23 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2615 24 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 25 , , , work_xrosz555njd4jf3375ostnmdmm 2615 26 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 27 are be VBP work_xrosz555njd4jf3375ostnmdmm 2615 28 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 29 , , , work_xrosz555njd4jf3375ostnmdmm 2615 30 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 31 am be VBP work_xrosz555njd4jf3375ostnmdmm 2615 32 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 33 BE be VB work_xrosz555njd4jf3375ostnmdmm 2615 34 BE be VB work_xrosz555njd4jf3375ostnmdmm 2615 35 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 36 a a NN work_xrosz555njd4jf3375ostnmdmm 2615 37 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 38 , , , work_xrosz555njd4jf3375ostnmdmm 2615 39 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 40 A a NN work_xrosz555njd4jf3375ostnmdmm 2615 41 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 42 , , , work_xrosz555njd4jf3375ostnmdmm 2615 43 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 44 an an DT work_xrosz555njd4jf3375ostnmdmm 2615 45 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 46 , , , work_xrosz555njd4jf3375ostnmdmm 2615 47 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 48 An an DT work_xrosz555njd4jf3375ostnmdmm 2615 49 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 50 , , , work_xrosz555njd4jf3375ostnmdmm 2615 51 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 52 The the DT work_xrosz555njd4jf3375ostnmdmm 2615 53 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 54 , , , work_xrosz555njd4jf3375ostnmdmm 2615 55 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 56 the the DT work_xrosz555njd4jf3375ostnmdmm 2615 57 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 58 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2615 59 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2615 60 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 61 MBA MBA NNP work_xrosz555njd4jf3375ostnmdmm 2615 62 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 63 , , , work_xrosz555njd4jf3375ostnmdmm 2615 64 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 65 BSCS BSCS NNP work_xrosz555njd4jf3375ostnmdmm 2615 66 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 67 , , , work_xrosz555njd4jf3375ostnmdmm 2615 68 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 69 BSEE BSEE NNP work_xrosz555njd4jf3375ostnmdmm 2615 70 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 71 , , , work_xrosz555njd4jf3375ostnmdmm 2615 72 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 73 MSCS mscs JJ work_xrosz555njd4jf3375ostnmdmm 2615 74 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 75 MAJOR MAJOR NNS work_xrosz555njd4jf3375ostnmdmm 2615 76 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 77 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2615 78 MAJOR MAJOR NNS work_xrosz555njd4jf3375ostnmdmm 2615 79 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 80 DEGREE DEGREE NNP work_xrosz555njd4jf3375ostnmdmm 2615 81 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 82 MSEE MSEE NNP work_xrosz555njd4jf3375ostnmdmm 2615 83 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 84 , , , work_xrosz555njd4jf3375ostnmdmm 2615 85 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 86 MSCE”,”MPH MSCE”,”MPH NNP work_xrosz555njd4jf3375ostnmdmm 2615 87 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 88 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 89 practical practical JJ work_xrosz555njd4jf3375ostnmdmm 2615 90 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2615 91 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 92 , , , work_xrosz555njd4jf3375ostnmdmm 2615 93 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 94 work work NN work_xrosz555njd4jf3375ostnmdmm 2615 95 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2615 96 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 97 EXPERIENCE experience NN work_xrosz555njd4jf3375ostnmdmm 2615 98 EXPERIENCE EXPERIENCE NNS work_xrosz555njd4jf3375ostnmdmm 2615 99 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 100 professional professional JJ work_xrosz555njd4jf3375ostnmdmm 2615 101 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2615 102 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 103 , , , work_xrosz555njd4jf3375ostnmdmm 2615 104 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 105 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2615 106 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 107 preferred prefer VBN work_xrosz555njd4jf3375ostnmdmm 2615 108 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 109 , , , work_xrosz555njd4jf3375ostnmdmm 2615 110 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 111 required require VBN work_xrosz555njd4jf3375ostnmdmm 2615 112 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 113 , , , work_xrosz555njd4jf3375ostnmdmm 2615 114 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 115 desired desire VBN work_xrosz555njd4jf3375ostnmdmm 2615 116 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 117 PREFER PREFER NNP work_xrosz555njd4jf3375ostnmdmm 2615 118 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 119 VBD VBD NNP work_xrosz555njd4jf3375ostnmdmm 2615 120 PREFER PREFER NNP work_xrosz555njd4jf3375ostnmdmm 2615 121 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 122 VBD VBD NNP work_xrosz555njd4jf3375ostnmdmm 2615 123 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 124 a a NNP work_xrosz555njd4jf3375ostnmdmm 2615 125 plus plus NN work_xrosz555njd4jf3375ostnmdmm 2615 126 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 127 , , , work_xrosz555njd4jf3375ostnmdmm 2615 128 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 129 mandatory mandatory JJ work_xrosz555njd4jf3375ostnmdmm 2615 130 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 131 , , , work_xrosz555njd4jf3375ostnmdmm 2615 132 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 133 desirable desirable JJ work_xrosz555njd4jf3375ostnmdmm 2615 134 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 135 PREFER PREFER NNP work_xrosz555njd4jf3375ostnmdmm 2615 136 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 137 JJ JJ NNP work_xrosz555njd4jf3375ostnmdmm 2615 138 PREFER PREFER NNP work_xrosz555njd4jf3375ostnmdmm 2615 139 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 140 JJ JJ NNP work_xrosz555njd4jf3375ostnmdmm 2615 141 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 142 similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2615 143 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 144 , , , work_xrosz555njd4jf3375ostnmdmm 2615 145 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 146 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2615 147 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 148 , , , work_xrosz555njd4jf3375ostnmdmm 2615 149 ” " `` work_xrosz555njd4jf3375ostnmdmm 2615 150 Relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2615 151 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 152 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2615 153 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 154 JJ JJ NNP work_xrosz555njd4jf3375ostnmdmm 2615 155 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2615 156 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2615 157 JJ JJ NNP work_xrosz555njd4jf3375ostnmdmm 2615 158 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 159 equivalent equivalent JJ work_xrosz555njd4jf3375ostnmdmm 2615 160 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 161 , , , work_xrosz555njd4jf3375ostnmdmm 2615 162 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 163 based base VBN work_xrosz555njd4jf3375ostnmdmm 2615 164 ” " '' work_xrosz555njd4jf3375ostnmdmm 2615 165 the the DT work_xrosz555njd4jf3375ostnmdmm 2615 166 size size NN work_xrosz555njd4jf3375ostnmdmm 2615 167 of of IN work_xrosz555njd4jf3375ostnmdmm 2615 168 the the DT work_xrosz555njd4jf3375ostnmdmm 2615 169 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2615 170 for for IN work_xrosz555njd4jf3375ostnmdmm 2615 171 the the DT work_xrosz555njd4jf3375ostnmdmm 2615 172 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2615 173 will will MD work_xrosz555njd4jf3375ostnmdmm 2615 174 be be VB work_xrosz555njd4jf3375ostnmdmm 2615 175 minimized minimize VBN work_xrosz555njd4jf3375ostnmdmm 2615 176 , , , work_xrosz555njd4jf3375ostnmdmm 2615 177 so so CC work_xrosz555njd4jf3375ostnmdmm 2615 178 speed speed NN work_xrosz555njd4jf3375ostnmdmm 2615 179 of of IN work_xrosz555njd4jf3375ostnmdmm 2615 180 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2615 181 process process NN work_xrosz555njd4jf3375ostnmdmm 2615 182 can can MD work_xrosz555njd4jf3375ostnmdmm 2615 183 be be VB work_xrosz555njd4jf3375ostnmdmm 2615 184 improved improve VBN work_xrosz555njd4jf3375ostnmdmm 2615 185 . . . work_xrosz555njd4jf3375ostnmdmm 2616 1 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2616 2 Patterns Patterns NNPS work_xrosz555njd4jf3375ostnmdmm 2616 3 for for IN work_xrosz555njd4jf3375ostnmdmm 2616 4 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2616 5 As as IN work_xrosz555njd4jf3375ostnmdmm 2616 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2616 7 explained explain VBD work_xrosz555njd4jf3375ostnmdmm 2616 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2616 9 section section NN work_xrosz555njd4jf3375ostnmdmm 2616 10 B b NN work_xrosz555njd4jf3375ostnmdmm 2616 11 , , , work_xrosz555njd4jf3375ostnmdmm 2616 12 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2616 13 mentioned mention VBD work_xrosz555njd4jf3375ostnmdmm 2616 14 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2616 15 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2616 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2616 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2616 18 second second JJ work_xrosz555njd4jf3375ostnmdmm 2616 19 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2616 20 to to IN work_xrosz555njd4jf3375ostnmdmm 2616 21 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2616 22 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2616 23 defined define VBD work_xrosz555njd4jf3375ostnmdmm 2616 24 . . . work_xrosz555njd4jf3375ostnmdmm 2617 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2617 2 match match VB work_xrosz555njd4jf3375ostnmdmm 2617 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2617 4 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2617 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2617 6 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2617 7 to to IN work_xrosz555njd4jf3375ostnmdmm 2617 8 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2617 9 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2617 10 , , , work_xrosz555njd4jf3375ostnmdmm 2617 11 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2617 12 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2617 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2617 14 library library NN work_xrosz555njd4jf3375ostnmdmm 2617 15 that that WDT work_xrosz555njd4jf3375ostnmdmm 2617 16 support support VBP work_xrosz555njd4jf3375ostnmdmm 2617 17 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2617 18 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2617 19 over over IN work_xrosz555njd4jf3375ostnmdmm 2617 20 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2617 21 . . . work_xrosz555njd4jf3375ostnmdmm 2618 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2618 2 difference difference NN work_xrosz555njd4jf3375ostnmdmm 2618 3 between between IN work_xrosz555njd4jf3375ostnmdmm 2618 4 this this DT work_xrosz555njd4jf3375ostnmdmm 2618 5 library library NN work_xrosz555njd4jf3375ostnmdmm 2618 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2618 7 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 2618 8 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2618 9 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2618 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2618 11 that that IN work_xrosz555njd4jf3375ostnmdmm 2618 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2618 13 basic basic JJ work_xrosz555njd4jf3375ostnmdmm 2618 14 unit unit NN work_xrosz555njd4jf3375ostnmdmm 2618 15 to to TO work_xrosz555njd4jf3375ostnmdmm 2618 16 be be VB work_xrosz555njd4jf3375ostnmdmm 2618 17 matched match VBN work_xrosz555njd4jf3375ostnmdmm 2618 18 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2618 19 token token JJ work_xrosz555njd4jf3375ostnmdmm 2618 20 , , , work_xrosz555njd4jf3375ostnmdmm 2618 21 not not RB work_xrosz555njd4jf3375ostnmdmm 2618 22 character character NN work_xrosz555njd4jf3375ostnmdmm 2618 23 . . . work_xrosz555njd4jf3375ostnmdmm 2619 1 Some some DT work_xrosz555njd4jf3375ostnmdmm 2619 2 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2619 3 used use VBD work_xrosz555njd4jf3375ostnmdmm 2619 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2619 5 match match VB work_xrosz555njd4jf3375ostnmdmm 2619 6 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2619 7 phrases phrase NNS work_xrosz555njd4jf3375ostnmdmm 2619 8 are be VBP work_xrosz555njd4jf3375ostnmdmm 2619 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2619 10 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2619 11 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2619 12 . . . work_xrosz555njd4jf3375ostnmdmm 2620 1 26 26 CD work_xrosz555njd4jf3375ostnmdmm 2620 2 Table table NN work_xrosz555njd4jf3375ostnmdmm 2620 3 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2620 4 : : : work_xrosz555njd4jf3375ostnmdmm 2620 5 Labeled label VBN work_xrosz555njd4jf3375ostnmdmm 2620 6 Sentence Sentence NNP work_xrosz555njd4jf3375ostnmdmm 2620 7 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2620 8 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2620 9 DE de NN work_xrosz555njd4jf3375ostnmdmm 2620 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2620 11 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2620 12 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2620 13 IN in IN work_xrosz555njd4jf3375ostnmdmm 2620 14 MAJOR major JJ work_xrosz555njd4jf3375ostnmdmm 2620 15 OR or CC work_xrosz555njd4jf3375ostnmdmm 2620 16 MAJOR MAJOR NNS work_xrosz555njd4jf3375ostnmdmm 2620 17 . . . work_xrosz555njd4jf3375ostnmdmm 2621 1 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2621 2 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2621 3 BS BS NNP work_xrosz555njd4jf3375ostnmdmm 2621 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2621 5 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2621 6 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2621 7 IN in IN work_xrosz555njd4jf3375ostnmdmm 2621 8 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2621 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2621 10 CS CS NNP work_xrosz555njd4jf3375ostnmdmm 2621 11 OR or CC work_xrosz555njd4jf3375ostnmdmm 2621 12 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2621 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2621 14 INFO INFO NNP work_xrosz555njd4jf3375ostnmdmm 2621 15 . . . work_xrosz555njd4jf3375ostnmdmm 2622 1 words word NNS work_xrosz555njd4jf3375ostnmdmm 2622 2 bachelors bachelor NNS work_xrosz555njd4jf3375ostnmdmm 2622 3 degree degree VBP work_xrosz555njd4jf3375ostnmdmm 2622 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2622 5 computer computer NN work_xrosz555njd4jf3375ostnmdmm 2622 6 science science NN work_xrosz555njd4jf3375ostnmdmm 2622 7 or or CC work_xrosz555njd4jf3375ostnmdmm 2622 8 information information NN work_xrosz555njd4jf3375ostnmdmm 2622 9 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2622 10 . . . work_xrosz555njd4jf3375ostnmdmm 2623 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2623 2 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2623 3 looks look VBZ work_xrosz555njd4jf3375ostnmdmm 2623 4 like like IN work_xrosz555njd4jf3375ostnmdmm 2623 5 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2623 6 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2623 7 , , , work_xrosz555njd4jf3375ostnmdmm 2623 8 but but CC work_xrosz555njd4jf3375ostnmdmm 2623 9 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2623 10 use use VBP work_xrosz555njd4jf3375ostnmdmm 2623 11 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2623 12 as as IN work_xrosz555njd4jf3375ostnmdmm 2623 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2623 14 basic basic JJ work_xrosz555njd4jf3375ostnmdmm 2623 15 units unit NNS work_xrosz555njd4jf3375ostnmdmm 2623 16 . . . work_xrosz555njd4jf3375ostnmdmm 2624 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2624 2 5.6 5.6 CD work_xrosz555njd4jf3375ostnmdmm 2624 3 : : : work_xrosz555njd4jf3375ostnmdmm 2624 4 Patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2624 5 to to IN work_xrosz555njd4jf3375ostnmdmm 2624 6 Match Match NNP work_xrosz555njd4jf3375ostnmdmm 2624 7 Degree Degree NNP work_xrosz555njd4jf3375ostnmdmm 2624 8 Sentences Sentences NNP work_xrosz555njd4jf3375ostnmdmm 2624 9 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2624 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 11 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2624 12 , , , work_xrosz555njd4jf3375ostnmdmm 2624 13 DE de NN work_xrosz555njd4jf3375ostnmdmm 2624 14 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 15 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2624 16 , , , work_xrosz555njd4jf3375ostnmdmm 2624 17 OR or CC work_xrosz555njd4jf3375ostnmdmm 2624 18 DE de NN work_xrosz555njd4jf3375ostnmdmm 2624 19 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 20 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2624 21 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2624 22 DE de NN work_xrosz555njd4jf3375ostnmdmm 2624 23 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 24 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2624 25 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2624 26 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2624 27 IN in IN work_xrosz555njd4jf3375ostnmdmm 2624 28 | | CD work_xrosz555njd4jf3375ostnmdmm 2624 29 OF of IN work_xrosz555njd4jf3375ostnmdmm 2624 30 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2624 31 DT dt NN work_xrosz555njd4jf3375ostnmdmm 2624 32 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2624 33 MAJOR MAJOR NNS work_xrosz555njd4jf3375ostnmdmm 2624 34 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 35 DEGREE DEGREE NNP work_xrosz555njd4jf3375ostnmdmm 2624 36 , , , work_xrosz555njd4jf3375ostnmdmm 2624 37 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2624 38 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 39 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2624 40 OR or CC work_xrosz555njd4jf3375ostnmdmm 2624 41 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2624 42 DE de NN work_xrosz555njd4jf3375ostnmdmm 2624 43 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 44 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2624 45 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2624 46 , , , work_xrosz555njd4jf3375ostnmdmm 2624 47 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2624 48 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 49 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2624 50 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2624 51 * * NFP work_xrosz555njd4jf3375ostnmdmm 2624 52 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2624 53 OR or CC work_xrosz555njd4jf3375ostnmdmm 2624 54 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2624 55 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2624 56 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2624 57 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2624 58 ? ? . work_xrosz555njd4jf3375ostnmdmm 2625 1 BE be VB work_xrosz555njd4jf3375ostnmdmm 2625 2 ? ? . work_xrosz555njd4jf3375ostnmdmm 2626 1 PERFER PERFER NNP work_xrosz555njd4jf3375ostnmdmm 2626 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2626 3 VBD VBD NNP work_xrosz555njd4jf3375ostnmdmm 2626 4 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 2626 5 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2626 6 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2626 7 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 2626 8 In in IN work_xrosz555njd4jf3375ostnmdmm 2626 9 section section NN work_xrosz555njd4jf3375ostnmdmm 2626 10 C c NN work_xrosz555njd4jf3375ostnmdmm 2626 11 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2626 12 introduced introduce VBD work_xrosz555njd4jf3375ostnmdmm 2626 13 how how WRB work_xrosz555njd4jf3375ostnmdmm 2626 14 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2626 15 use use VBP work_xrosz555njd4jf3375ostnmdmm 2626 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2626 17 library library NN work_xrosz555njd4jf3375ostnmdmm 2626 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2626 19 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2626 20 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2626 21 over over IN work_xrosz555njd4jf3375ostnmdmm 2626 22 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2626 23 to to TO work_xrosz555njd4jf3375ostnmdmm 2626 24 match match VB work_xrosz555njd4jf3375ostnmdmm 2626 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2626 26 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2626 27 . . . work_xrosz555njd4jf3375ostnmdmm 2627 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2627 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2627 3 section section NN work_xrosz555njd4jf3375ostnmdmm 2627 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2627 5 will will MD work_xrosz555njd4jf3375ostnmdmm 2627 6 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2627 7 more more JJR work_xrosz555njd4jf3375ostnmdmm 2627 8 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2627 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2627 10 this this DT work_xrosz555njd4jf3375ostnmdmm 2627 11 library library NN work_xrosz555njd4jf3375ostnmdmm 2627 12 , , , work_xrosz555njd4jf3375ostnmdmm 2627 13 including include VBG work_xrosz555njd4jf3375ostnmdmm 2627 14 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2627 15 advantages advantage NNS work_xrosz555njd4jf3375ostnmdmm 2627 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2627 17 implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2627 18 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2627 19 . . . work_xrosz555njd4jf3375ostnmdmm 2628 1 5.3.1 5.3.1 CD work_xrosz555njd4jf3375ostnmdmm 2628 2 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2628 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2628 4 State State NNP work_xrosz555njd4jf3375ostnmdmm 2628 5 Transducer Transducer NNP work_xrosz555njd4jf3375ostnmdmm 2628 6 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2628 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2628 8 State State NNP work_xrosz555njd4jf3375ostnmdmm 2628 9 Transducers Transducers NNPS work_xrosz555njd4jf3375ostnmdmm 2628 10 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2628 11 39 39 CD work_xrosz555njd4jf3375ostnmdmm 2628 12 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2628 13 have have VBP work_xrosz555njd4jf3375ostnmdmm 2628 14 been be VBN work_xrosz555njd4jf3375ostnmdmm 2628 15 used use VBN work_xrosz555njd4jf3375ostnmdmm 2628 16 as as IN work_xrosz555njd4jf3375ostnmdmm 2628 17 a a DT work_xrosz555njd4jf3375ostnmdmm 2628 18 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2628 19 to to TO work_xrosz555njd4jf3375ostnmdmm 2628 20 match match VB work_xrosz555njd4jf3375ostnmdmm 2628 21 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2628 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2628 23 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2628 24 information information NN work_xrosz555njd4jf3375ostnmdmm 2628 25 for for IN work_xrosz555njd4jf3375ostnmdmm 2628 26 more more JJR work_xrosz555njd4jf3375ostnmdmm 2628 27 than than IN work_xrosz555njd4jf3375ostnmdmm 2628 28 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2628 29 years year NNS work_xrosz555njd4jf3375ostnmdmm 2628 30 . . . work_xrosz555njd4jf3375ostnmdmm 2629 1 This this DT work_xrosz555njd4jf3375ostnmdmm 2629 2 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2629 3 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2629 4 been be VBN work_xrosz555njd4jf3375ostnmdmm 2629 5 demonstrated demonstrate VBN work_xrosz555njd4jf3375ostnmdmm 2629 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2629 7 be be VB work_xrosz555njd4jf3375ostnmdmm 2629 8 very very RB work_xrosz555njd4jf3375ostnmdmm 2629 9 effective effective JJ work_xrosz555njd4jf3375ostnmdmm 2629 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2629 11 extracting extract VBG work_xrosz555njd4jf3375ostnmdmm 2629 12 information information NN work_xrosz555njd4jf3375ostnmdmm 2629 13 from from IN work_xrosz555njd4jf3375ostnmdmm 2629 14 text text NN work_xrosz555njd4jf3375ostnmdmm 2629 15 like like IN work_xrosz555njd4jf3375ostnmdmm 2629 16 CIRCUS CIRCUS NNP work_xrosz555njd4jf3375ostnmdmm 2629 17 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2629 18 25 25 CD work_xrosz555njd4jf3375ostnmdmm 2629 19 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2629 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2629 21 FAS- fas- IN work_xrosz555njd4jf3375ostnmdmm 2629 22 TUS TUS NNP work_xrosz555njd4jf3375ostnmdmm 2629 23 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2629 24 19 19 CD work_xrosz555njd4jf3375ostnmdmm 2629 25 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2629 26 . . . work_xrosz555njd4jf3375ostnmdmm 2630 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2630 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2630 3 widely widely RB work_xrosz555njd4jf3375ostnmdmm 2630 4 used use VBN work_xrosz555njd4jf3375ostnmdmm 2630 5 NLP NLP NNP work_xrosz555njd4jf3375ostnmdmm 2630 6 toolkit toolkit VBZ work_xrosz555njd4jf3375ostnmdmm 2630 7 GATE GATE NNP work_xrosz555njd4jf3375ostnmdmm 2630 8 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2630 9 9 9 CD work_xrosz555njd4jf3375ostnmdmm 2630 10 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2630 11 , , , work_xrosz555njd4jf3375ostnmdmm 2630 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2630 13 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2630 14 tagger tagger NN work_xrosz555njd4jf3375ostnmdmm 2630 15 JAPE JAPE NNP work_xrosz555njd4jf3375ostnmdmm 2630 16 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2630 17 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2630 18 Annotations Annotations NNP work_xrosz555njd4jf3375ostnmdmm 2630 19 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2630 20 Engine Engine NNP work_xrosz555njd4jf3375ostnmdmm 2630 21 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2630 22 could could MD work_xrosz555njd4jf3375ostnmdmm 2630 23 describe describe VB work_xrosz555njd4jf3375ostnmdmm 2630 24 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2630 25 that that WDT work_xrosz555njd4jf3375ostnmdmm 2630 26 are be VBP work_xrosz555njd4jf3375ostnmdmm 2630 27 used use VBN work_xrosz555njd4jf3375ostnmdmm 2630 28 to to TO work_xrosz555njd4jf3375ostnmdmm 2630 29 match match VB work_xrosz555njd4jf3375ostnmdmm 2630 30 and and CC work_xrosz555njd4jf3375ostnmdmm 2630 31 annotate annotate VB work_xrosz555njd4jf3375ostnmdmm 2630 32 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2630 33 . . . work_xrosz555njd4jf3375ostnmdmm 2631 1 JAPE JAPE NNP work_xrosz555njd4jf3375ostnmdmm 2631 2 adopts adopt VBZ work_xrosz555njd4jf3375ostnmdmm 2631 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2631 4 version version NN work_xrosz555njd4jf3375ostnmdmm 2631 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2631 6 CPSL CPSL NNP work_xrosz555njd4jf3375ostnmdmm 2631 7 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2631 8 Common Common NNP work_xrosz555njd4jf3375ostnmdmm 2631 9 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2631 10 Specifica- Specifica- NNP work_xrosz555njd4jf3375ostnmdmm 2631 11 tion tion NN work_xrosz555njd4jf3375ostnmdmm 2631 12 Language Language NNP work_xrosz555njd4jf3375ostnmdmm 2631 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2631 14 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2631 15 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2631 16 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2631 17 , , , work_xrosz555njd4jf3375ostnmdmm 2631 18 which which WDT work_xrosz555njd4jf3375ostnmdmm 2631 19 provides provide VBZ work_xrosz555njd4jf3375ostnmdmm 2631 20 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2631 21 over over IN work_xrosz555njd4jf3375ostnmdmm 2631 22 annotations annotation NNS work_xrosz555njd4jf3375ostnmdmm 2631 23 . . . work_xrosz555njd4jf3375ostnmdmm 2632 1 Chang Chang NNP work_xrosz555njd4jf3375ostnmdmm 2632 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2632 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2632 4 . . . work_xrosz555njd4jf3375ostnmdmm 2633 1 presented present VBN work_xrosz555njd4jf3375ostnmdmm 2633 2 cascaded cascade VBD work_xrosz555njd4jf3375ostnmdmm 2633 3 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2633 4 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2633 5 over over IN work_xrosz555njd4jf3375ostnmdmm 2633 6 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2633 7 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2633 8 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2633 9 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2633 10 , , , work_xrosz555njd4jf3375ostnmdmm 2633 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2633 12 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2633 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2633 14 cascaded cascade VBN work_xrosz555njd4jf3375ostnmdmm 2633 15 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2633 16 27 27 CD work_xrosz555njd4jf3375ostnmdmm 2633 17 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2633 18 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2633 19 over over IN work_xrosz555njd4jf3375ostnmdmm 2633 20 token token JJ work_xrosz555njd4jf3375ostnmdmm 2633 21 sequences sequence NNS work_xrosz555njd4jf3375ostnmdmm 2633 22 . . . work_xrosz555njd4jf3375ostnmdmm 2634 1 After after IN work_xrosz555njd4jf3375ostnmdmm 2634 2 studying study VBG work_xrosz555njd4jf3375ostnmdmm 2634 3 these these DT work_xrosz555njd4jf3375ostnmdmm 2634 4 tools tool NNS work_xrosz555njd4jf3375ostnmdmm 2634 5 , , , work_xrosz555njd4jf3375ostnmdmm 2634 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2634 7 found find VBD work_xrosz555njd4jf3375ostnmdmm 2634 8 most most JJS work_xrosz555njd4jf3375ostnmdmm 2634 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2634 10 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2634 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2634 12 be be VB work_xrosz555njd4jf3375ostnmdmm 2634 13 powerful powerful JJ work_xrosz555njd4jf3375ostnmdmm 2634 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2634 15 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2634 16 , , , work_xrosz555njd4jf3375ostnmdmm 2634 17 but but CC work_xrosz555njd4jf3375ostnmdmm 2634 18 not not RB work_xrosz555njd4jf3375ostnmdmm 2634 19 very very RB work_xrosz555njd4jf3375ostnmdmm 2634 20 flexible flexible JJ work_xrosz555njd4jf3375ostnmdmm 2634 21 . . . work_xrosz555njd4jf3375ostnmdmm 2635 1 One one CD work_xrosz555njd4jf3375ostnmdmm 2635 2 reason reason NN work_xrosz555njd4jf3375ostnmdmm 2635 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2635 4 that that IN work_xrosz555njd4jf3375ostnmdmm 2635 5 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2635 6 need need VBP work_xrosz555njd4jf3375ostnmdmm 2635 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2635 8 learn learn VB work_xrosz555njd4jf3375ostnmdmm 2635 9 some some DT work_xrosz555njd4jf3375ostnmdmm 2635 10 Domain Domain NNP work_xrosz555njd4jf3375ostnmdmm 2635 11 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2635 12 Languages language NNS work_xrosz555njd4jf3375ostnmdmm 2635 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2635 14 DSLs DSLs NNPS work_xrosz555njd4jf3375ostnmdmm 2635 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2635 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2635 17 CPSL CPSL NNP work_xrosz555njd4jf3375ostnmdmm 2635 18 . . . work_xrosz555njd4jf3375ostnmdmm 2636 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2636 2 other other JJ work_xrosz555njd4jf3375ostnmdmm 2636 3 reason reason NN work_xrosz555njd4jf3375ostnmdmm 2636 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2636 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2636 6 extra extra JJ work_xrosz555njd4jf3375ostnmdmm 2636 7 effort effort NN work_xrosz555njd4jf3375ostnmdmm 2636 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2636 9 time time NN work_xrosz555njd4jf3375ostnmdmm 2636 10 required require VBN work_xrosz555njd4jf3375ostnmdmm 2636 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2636 12 integrate integrate VB work_xrosz555njd4jf3375ostnmdmm 2636 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2636 14 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2636 15 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2636 16 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2636 17 into into IN work_xrosz555njd4jf3375ostnmdmm 2636 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2636 19 system system NN work_xrosz555njd4jf3375ostnmdmm 2636 20 . . . work_xrosz555njd4jf3375ostnmdmm 2637 1 So so CC work_xrosz555njd4jf3375ostnmdmm 2637 2 here here RB work_xrosz555njd4jf3375ostnmdmm 2637 3 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2637 4 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2637 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2637 6 more more RBR work_xrosz555njd4jf3375ostnmdmm 2637 7 flexible flexible JJ work_xrosz555njd4jf3375ostnmdmm 2637 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2637 9 lightweight lightweight JJ work_xrosz555njd4jf3375ostnmdmm 2637 10 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2637 11 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2637 12 , , , work_xrosz555njd4jf3375ostnmdmm 2637 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2637 14 can can MD work_xrosz555njd4jf3375ostnmdmm 2637 15 do do VB work_xrosz555njd4jf3375ostnmdmm 2637 16 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2637 17 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2637 18 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2637 19 over over IN work_xrosz555njd4jf3375ostnmdmm 2637 20 labeled label VBN work_xrosz555njd4jf3375ostnmdmm 2637 21 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2637 22 . . . work_xrosz555njd4jf3375ostnmdmm 2638 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2638 2 give give VBP work_xrosz555njd4jf3375ostnmdmm 2638 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2638 4 definition definition NN work_xrosz555njd4jf3375ostnmdmm 2638 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2638 6 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2638 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2638 8 State State NNP work_xrosz555njd4jf3375ostnmdmm 2638 9 Transducer Transducer NNP work_xrosz555njd4jf3375ostnmdmm 2638 10 here here RB work_xrosz555njd4jf3375ostnmdmm 2638 11 . . . work_xrosz555njd4jf3375ostnmdmm 2639 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2639 2 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2639 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2639 4 State State NNP work_xrosz555njd4jf3375ostnmdmm 2639 5 Transducer Transducer NNP work_xrosz555njd4jf3375ostnmdmm 2639 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2639 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2639 8 6-tuple 6-tuple CD work_xrosz555njd4jf3375ostnmdmm 2639 9 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2639 10 Σ1 Σ1 VBN work_xrosz555njd4jf3375ostnmdmm 2639 11 , , , work_xrosz555njd4jf3375ostnmdmm 2639 12 Σ2,Q Σ2,Q NNP work_xrosz555njd4jf3375ostnmdmm 2639 13 , , , work_xrosz555njd4jf3375ostnmdmm 2639 14 i i PRP work_xrosz555njd4jf3375ostnmdmm 2639 15 , , , work_xrosz555njd4jf3375ostnmdmm 2639 16 F F NNP work_xrosz555njd4jf3375ostnmdmm 2639 17 , , , work_xrosz555njd4jf3375ostnmdmm 2639 18 E E NNP work_xrosz555njd4jf3375ostnmdmm 2639 19 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2639 20 where where WRB work_xrosz555njd4jf3375ostnmdmm 2639 21 : : : work_xrosz555njd4jf3375ostnmdmm 2639 22 • • NNP work_xrosz555njd4jf3375ostnmdmm 2639 23 Σ1 σ1 NN work_xrosz555njd4jf3375ostnmdmm 2639 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2639 25 a a DT work_xrosz555njd4jf3375ostnmdmm 2639 26 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2639 27 alphabet alphabet NN work_xrosz555njd4jf3375ostnmdmm 2639 28 , , , work_xrosz555njd4jf3375ostnmdmm 2639 29 called call VBD work_xrosz555njd4jf3375ostnmdmm 2639 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2639 31 input input NN work_xrosz555njd4jf3375ostnmdmm 2639 32 alphabet alphabet NN work_xrosz555njd4jf3375ostnmdmm 2639 33 . . . work_xrosz555njd4jf3375ostnmdmm 2640 1 • • NNP work_xrosz555njd4jf3375ostnmdmm 2640 2 Σ2 σ2 NN work_xrosz555njd4jf3375ostnmdmm 2640 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2640 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2640 5 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2640 6 alphabet alphabet NN work_xrosz555njd4jf3375ostnmdmm 2640 7 , , , work_xrosz555njd4jf3375ostnmdmm 2640 8 called call VBD work_xrosz555njd4jf3375ostnmdmm 2640 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2640 10 output output NN work_xrosz555njd4jf3375ostnmdmm 2640 11 alphabet alphabet NN work_xrosz555njd4jf3375ostnmdmm 2640 12 . . . work_xrosz555njd4jf3375ostnmdmm 2641 1 • • NNP work_xrosz555njd4jf3375ostnmdmm 2641 2 Q Q NNP work_xrosz555njd4jf3375ostnmdmm 2641 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2641 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2641 5 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2641 6 set set NN work_xrosz555njd4jf3375ostnmdmm 2641 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2641 8 states state NNS work_xrosz555njd4jf3375ostnmdmm 2641 9 . . . work_xrosz555njd4jf3375ostnmdmm 2642 1 • • NN work_xrosz555njd4jf3375ostnmdmm 2642 2 i i PRP work_xrosz555njd4jf3375ostnmdmm 2642 3 ∈ ∈ VBP work_xrosz555njd4jf3375ostnmdmm 2642 4 Q Q NNP work_xrosz555njd4jf3375ostnmdmm 2642 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2642 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2642 7 initial initial JJ work_xrosz555njd4jf3375ostnmdmm 2642 8 state state NN work_xrosz555njd4jf3375ostnmdmm 2642 9 . . . work_xrosz555njd4jf3375ostnmdmm 2643 1 • • NNP work_xrosz555njd4jf3375ostnmdmm 2643 2 F F NNP work_xrosz555njd4jf3375ostnmdmm 2643 3 ⊂ ⊂ CD work_xrosz555njd4jf3375ostnmdmm 2643 4 Q Q NNP work_xrosz555njd4jf3375ostnmdmm 2643 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2643 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2643 7 set set NN work_xrosz555njd4jf3375ostnmdmm 2643 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2643 9 final final JJ work_xrosz555njd4jf3375ostnmdmm 2643 10 states state NNS work_xrosz555njd4jf3375ostnmdmm 2643 11 . . . work_xrosz555njd4jf3375ostnmdmm 2644 1 • • NN work_xrosz555njd4jf3375ostnmdmm 2644 2 E e NN work_xrosz555njd4jf3375ostnmdmm 2644 3 ⊂ ⊂ CD work_xrosz555njd4jf3375ostnmdmm 2644 4 Q× q× NN work_xrosz555njd4jf3375ostnmdmm 2644 5 Σ∗1 σ∗1 NN work_xrosz555njd4jf3375ostnmdmm 2644 6 × × NN work_xrosz555njd4jf3375ostnmdmm 2644 7 Σ∗2 Σ∗2 NNP work_xrosz555njd4jf3375ostnmdmm 2644 8 ×Q ×q CD work_xrosz555njd4jf3375ostnmdmm 2644 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2644 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2644 11 set set NN work_xrosz555njd4jf3375ostnmdmm 2644 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2644 13 edges edge NNS work_xrosz555njd4jf3375ostnmdmm 2644 14 . . . work_xrosz555njd4jf3375ostnmdmm 2645 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2645 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2645 3 , , , work_xrosz555njd4jf3375ostnmdmm 2645 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2645 5 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2645 6 Td3 td3 NN work_xrosz555njd4jf3375ostnmdmm 2645 7 = = NFP work_xrosz555njd4jf3375ostnmdmm 2645 8 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 9 { { -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 10 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 11 , , , work_xrosz555njd4jf3375ostnmdmm 2645 12 1},{0 1},{0 CD work_xrosz555njd4jf3375ostnmdmm 2645 13 , , , work_xrosz555njd4jf3375ostnmdmm 2645 14 1},{0 1},{0 CD work_xrosz555njd4jf3375ostnmdmm 2645 15 , , , work_xrosz555njd4jf3375ostnmdmm 2645 16 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 17 , , , work_xrosz555njd4jf3375ostnmdmm 2645 18 2},Ed3 2},ed3 CD work_xrosz555njd4jf3375ostnmdmm 2645 19 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 20 where where WRB work_xrosz555njd4jf3375ostnmdmm 2645 21 Ed3 ed3 NN work_xrosz555njd4jf3375ostnmdmm 2645 22 = = NFP work_xrosz555njd4jf3375ostnmdmm 2645 23 { { -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 24 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 25 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 26 , , , work_xrosz555njd4jf3375ostnmdmm 2645 27 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 28 , , , work_xrosz555njd4jf3375ostnmdmm 2645 29 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 30 , , , work_xrosz555njd4jf3375ostnmdmm 2645 31 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 32 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 33 , , , work_xrosz555njd4jf3375ostnmdmm 2645 34 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 35 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 36 , , , work_xrosz555njd4jf3375ostnmdmm 2645 37 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 38 , , , work_xrosz555njd4jf3375ostnmdmm 2645 39 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 40 , , , work_xrosz555njd4jf3375ostnmdmm 2645 41 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 42 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 43 , , , work_xrosz555njd4jf3375ostnmdmm 2645 44 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 45 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 46 , , , work_xrosz555njd4jf3375ostnmdmm 2645 47 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 48 , , , work_xrosz555njd4jf3375ostnmdmm 2645 49 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 50 , , , work_xrosz555njd4jf3375ostnmdmm 2645 51 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2645 52 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 53 , , , work_xrosz555njd4jf3375ostnmdmm 2645 54 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 55 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 56 , , , work_xrosz555njd4jf3375ostnmdmm 2645 57 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 58 , , , work_xrosz555njd4jf3375ostnmdmm 2645 59 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 60 , , , work_xrosz555njd4jf3375ostnmdmm 2645 61 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 62 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 63 , , , work_xrosz555njd4jf3375ostnmdmm 2645 64 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 65 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2645 66 , , , work_xrosz555njd4jf3375ostnmdmm 2645 67 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 68 , , , work_xrosz555njd4jf3375ostnmdmm 2645 69 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 70 , , , work_xrosz555njd4jf3375ostnmdmm 2645 71 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2645 72 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 73 , , , work_xrosz555njd4jf3375ostnmdmm 2645 74 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2645 75 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2645 76 , , , work_xrosz555njd4jf3375ostnmdmm 2645 77 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2645 78 , , , work_xrosz555njd4jf3375ostnmdmm 2645 79 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 80 , , , work_xrosz555njd4jf3375ostnmdmm 2645 81 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2645 82 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 83 } } -RRB- work_xrosz555njd4jf3375ostnmdmm 2645 84 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2645 85 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2645 86 in in IN work_xrosz555njd4jf3375ostnmdmm 2645 87 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2645 88 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 2645 89 . . . work_xrosz555njd4jf3375ostnmdmm 2646 1 Regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2646 2 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2646 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2646 4 be be VB work_xrosz555njd4jf3375ostnmdmm 2646 5 converted convert VBN work_xrosz555njd4jf3375ostnmdmm 2646 6 to to IN work_xrosz555njd4jf3375ostnmdmm 2646 7 automata automata NN work_xrosz555njd4jf3375ostnmdmm 2646 8 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2646 9 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2646 10 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2646 11 , , , work_xrosz555njd4jf3375ostnmdmm 2646 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2646 13 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2646 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2646 15 also also RB work_xrosz555njd4jf3375ostnmdmm 2646 16 an an DT work_xrosz555njd4jf3375ostnmdmm 2646 17 au- au- NN work_xrosz555njd4jf3375ostnmdmm 2646 18 tomata tomata NN work_xrosz555njd4jf3375ostnmdmm 2646 19 . . . work_xrosz555njd4jf3375ostnmdmm 2647 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2647 2 convert convert VB work_xrosz555njd4jf3375ostnmdmm 2647 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2647 4 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2647 5 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2647 6 over over IN work_xrosz555njd4jf3375ostnmdmm 2647 7 token token JJ work_xrosz555njd4jf3375ostnmdmm 2647 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2647 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2647 10 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2647 11 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2647 12 need need VBP work_xrosz555njd4jf3375ostnmdmm 2647 13 two two CD work_xrosz555njd4jf3375ostnmdmm 2647 14 steps step NNS work_xrosz555njd4jf3375ostnmdmm 2647 15 : : : work_xrosz555njd4jf3375ostnmdmm 2647 16 The the DT work_xrosz555njd4jf3375ostnmdmm 2647 17 first first JJ work_xrosz555njd4jf3375ostnmdmm 2647 18 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2647 19 parsing parse VBG work_xrosz555njd4jf3375ostnmdmm 2647 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2647 21 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2647 22 to to IN work_xrosz555njd4jf3375ostnmdmm 2647 23 a a DT work_xrosz555njd4jf3375ostnmdmm 2647 24 tree tree NN work_xrosz555njd4jf3375ostnmdmm 2647 25 of of IN work_xrosz555njd4jf3375ostnmdmm 2647 26 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2647 27 , , , work_xrosz555njd4jf3375ostnmdmm 2647 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2647 29 second second JJ work_xrosz555njd4jf3375ostnmdmm 2647 30 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2647 31 transfer transfer NN work_xrosz555njd4jf3375ostnmdmm 2647 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2647 33 tree tree NN work_xrosz555njd4jf3375ostnmdmm 2647 34 of of IN work_xrosz555njd4jf3375ostnmdmm 2647 35 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2647 36 to to IN work_xrosz555njd4jf3375ostnmdmm 2647 37 the the DT work_xrosz555njd4jf3375ostnmdmm 2647 38 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2647 39 . . . work_xrosz555njd4jf3375ostnmdmm 2648 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2648 2 will will MD work_xrosz555njd4jf3375ostnmdmm 2648 3 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2648 4 these these DT work_xrosz555njd4jf3375ostnmdmm 2648 5 two two CD work_xrosz555njd4jf3375ostnmdmm 2648 6 steps step NNS work_xrosz555njd4jf3375ostnmdmm 2648 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2648 8 next next JJ work_xrosz555njd4jf3375ostnmdmm 2648 9 . . . work_xrosz555njd4jf3375ostnmdmm 2649 1 28 28 CD work_xrosz555njd4jf3375ostnmdmm 2649 2 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2649 3 5.1 5.1 CD work_xrosz555njd4jf3375ostnmdmm 2649 4 : : : work_xrosz555njd4jf3375ostnmdmm 2649 5 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 2649 6 or or CC work_xrosz555njd4jf3375ostnmdmm 2649 7 One one CD work_xrosz555njd4jf3375ostnmdmm 2649 8 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2649 9 5.3.2 5.3.2 CD work_xrosz555njd4jf3375ostnmdmm 2649 10 Matchers Matchers NNPS work_xrosz555njd4jf3375ostnmdmm 2649 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2649 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2649 13 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2649 14 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2649 15 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 2649 16 In in IN work_xrosz555njd4jf3375ostnmdmm 2649 17 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2649 18 library library NN work_xrosz555njd4jf3375ostnmdmm 2649 19 , , , work_xrosz555njd4jf3375ostnmdmm 2649 20 a a DT work_xrosz555njd4jf3375ostnmdmm 2649 21 “ " `` work_xrosz555njd4jf3375ostnmdmm 2649 22 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2649 23 ” " '' work_xrosz555njd4jf3375ostnmdmm 2649 24 could could MD work_xrosz555njd4jf3375ostnmdmm 2649 25 be be VB work_xrosz555njd4jf3375ostnmdmm 2649 26 a a DT work_xrosz555njd4jf3375ostnmdmm 2649 27 token token NN work_xrosz555njd4jf3375ostnmdmm 2649 28 to to TO work_xrosz555njd4jf3375ostnmdmm 2649 29 be be VB work_xrosz555njd4jf3375ostnmdmm 2649 30 matched match VBN work_xrosz555njd4jf3375ostnmdmm 2649 31 , , , work_xrosz555njd4jf3375ostnmdmm 2649 32 or or CC work_xrosz555njd4jf3375ostnmdmm 2649 33 a a DT work_xrosz555njd4jf3375ostnmdmm 2649 34 composition composition NN work_xrosz555njd4jf3375ostnmdmm 2649 35 of of IN work_xrosz555njd4jf3375ostnmdmm 2649 36 other other JJ work_xrosz555njd4jf3375ostnmdmm 2649 37 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2649 38 . . . work_xrosz555njd4jf3375ostnmdmm 2650 1 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2650 2 library library NN work_xrosz555njd4jf3375ostnmdmm 2650 3 supports support VBZ work_xrosz555njd4jf3375ostnmdmm 2650 4 syntax syntax NN work_xrosz555njd4jf3375ostnmdmm 2650 5 used use VBN work_xrosz555njd4jf3375ostnmdmm 2650 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2650 7 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 2650 8 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2650 9 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2650 10 over over IN work_xrosz555njd4jf3375ostnmdmm 2650 11 strings string NNS work_xrosz555njd4jf3375ostnmdmm 2650 12 . . . work_xrosz555njd4jf3375ostnmdmm 2651 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2651 2 list list VBP work_xrosz555njd4jf3375ostnmdmm 2651 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2651 4 syntax syntax NN work_xrosz555njd4jf3375ostnmdmm 2651 5 that that IN work_xrosz555njd4jf3375ostnmdmm 2651 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2651 7 library library NN work_xrosz555njd4jf3375ostnmdmm 2651 8 supports support VBZ work_xrosz555njd4jf3375ostnmdmm 2651 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2651 10 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2651 11 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 2651 12 . . . work_xrosz555njd4jf3375ostnmdmm 2652 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2652 2 first first JJ work_xrosz555njd4jf3375ostnmdmm 2652 3 column column NN work_xrosz555njd4jf3375ostnmdmm 2652 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2652 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 6 names name NNS work_xrosz555njd4jf3375ostnmdmm 2652 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2652 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 9 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2652 10 , , , work_xrosz555njd4jf3375ostnmdmm 2652 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 12 second second JJ work_xrosz555njd4jf3375ostnmdmm 2652 13 column column NN work_xrosz555njd4jf3375ostnmdmm 2652 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2652 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 16 explanation explanation NN work_xrosz555njd4jf3375ostnmdmm 2652 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2652 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 19 function function NN work_xrosz555njd4jf3375ostnmdmm 2652 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2652 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 22 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2652 23 , , , work_xrosz555njd4jf3375ostnmdmm 2652 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2652 25 third third JJ work_xrosz555njd4jf3375ostnmdmm 2652 26 column column NN work_xrosz555njd4jf3375ostnmdmm 2652 27 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2652 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2652 29 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2652 30 counterpart counterpart NN work_xrosz555njd4jf3375ostnmdmm 2652 31 syntaxes syntax NNS work_xrosz555njd4jf3375ostnmdmm 2652 32 of of IN work_xrosz555njd4jf3375ostnmdmm 2652 33 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 2652 34 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2652 35 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2652 36 . . . work_xrosz555njd4jf3375ostnmdmm 2653 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2653 2 RegexMatcher RegexMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2653 3 in in IN work_xrosz555njd4jf3375ostnmdmm 2653 4 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2653 5 library library NN work_xrosz555njd4jf3375ostnmdmm 2653 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2653 7 constructed construct VBN work_xrosz555njd4jf3375ostnmdmm 2653 8 with with IN work_xrosz555njd4jf3375ostnmdmm 2653 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2653 10 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2653 11 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2653 12 , , , work_xrosz555njd4jf3375ostnmdmm 2653 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2653 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2653 15 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2653 16 matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2653 17 any any DT work_xrosz555njd4jf3375ostnmdmm 2653 18 string string NN work_xrosz555njd4jf3375ostnmdmm 2653 19 that that WDT work_xrosz555njd4jf3375ostnmdmm 2653 20 matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2653 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2653 22 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2653 23 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2653 24 in in IN work_xrosz555njd4jf3375ostnmdmm 2653 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2653 26 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2653 27 . . . work_xrosz555njd4jf3375ostnmdmm 2654 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2654 2 give give VBP work_xrosz555njd4jf3375ostnmdmm 2654 3 examples example NNS work_xrosz555njd4jf3375ostnmdmm 2654 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2654 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2654 6 syntax syntax NN work_xrosz555njd4jf3375ostnmdmm 2654 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2654 8 these these DT work_xrosz555njd4jf3375ostnmdmm 2654 9 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2654 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2654 11 Table table NN work_xrosz555njd4jf3375ostnmdmm 2654 12 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 2654 13 . . . work_xrosz555njd4jf3375ostnmdmm 2655 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2655 2 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 2655 3 : : : work_xrosz555njd4jf3375ostnmdmm 2655 4 Matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2655 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2655 6 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2655 7 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 2655 8 Matcher Matcher NNP work_xrosz555njd4jf3375ostnmdmm 2655 9 Name Name NNP work_xrosz555njd4jf3375ostnmdmm 2655 10 Function Function NNP work_xrosz555njd4jf3375ostnmdmm 2655 11 Counter Counter NNP work_xrosz555njd4jf3375ostnmdmm 2655 12 Part Part NNP work_xrosz555njd4jf3375ostnmdmm 2655 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2655 14 regex regex NN work_xrosz555njd4jf3375ostnmdmm 2655 15 UnitMatcher UnitMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2655 16 token token NN work_xrosz555njd4jf3375ostnmdmm 2655 17 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2655 18 matches match NNS work_xrosz555njd4jf3375ostnmdmm 2655 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2655 20 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2655 21 character character NN work_xrosz555njd4jf3375ostnmdmm 2655 22 in in IN work_xrosz555njd4jf3375ostnmdmm 2655 23 regex regex NN work_xrosz555njd4jf3375ostnmdmm 2655 24 SequenceMatcher SequenceMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2655 25 A a DT work_xrosz555njd4jf3375ostnmdmm 2655 26 list list NN work_xrosz555njd4jf3375ostnmdmm 2655 27 of of IN work_xrosz555njd4jf3375ostnmdmm 2655 28 Matcher matcher JJ work_xrosz555njd4jf3375ostnmdmm 2655 29 sequence sequence NN work_xrosz555njd4jf3375ostnmdmm 2655 30 of of IN work_xrosz555njd4jf3375ostnmdmm 2655 31 characters character NNS work_xrosz555njd4jf3375ostnmdmm 2655 32 QuestionMatcher QuestionMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2655 33 One one CD work_xrosz555njd4jf3375ostnmdmm 2655 34 or or CC work_xrosz555njd4jf3375ostnmdmm 2655 35 more more JJR work_xrosz555njd4jf3375ostnmdmm 2655 36 of of IN work_xrosz555njd4jf3375ostnmdmm 2655 37 the the DT work_xrosz555njd4jf3375ostnmdmm 2655 38 preceding precede VBG work_xrosz555njd4jf3375ostnmdmm 2655 39 token token JJ work_xrosz555njd4jf3375ostnmdmm 2655 40 ? ? . work_xrosz555njd4jf3375ostnmdmm 2656 1 StarMatcher StarMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2656 2 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 2656 3 or or CC work_xrosz555njd4jf3375ostnmdmm 2656 4 more more JJR work_xrosz555njd4jf3375ostnmdmm 2656 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2656 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2656 7 preceding precede VBG work_xrosz555njd4jf3375ostnmdmm 2656 8 token token JJ work_xrosz555njd4jf3375ostnmdmm 2656 9 * * NFP work_xrosz555njd4jf3375ostnmdmm 2656 10 PlusMatcher PlusMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2656 11 Zero Zero NNP work_xrosz555njd4jf3375ostnmdmm 2656 12 or or CC work_xrosz555njd4jf3375ostnmdmm 2656 13 one one CD work_xrosz555njd4jf3375ostnmdmm 2656 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2656 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2656 16 preceding precede VBG work_xrosz555njd4jf3375ostnmdmm 2656 17 token token JJ work_xrosz555njd4jf3375ostnmdmm 2656 18 + + CC work_xrosz555njd4jf3375ostnmdmm 2656 19 DotMatcher dotmatcher NN work_xrosz555njd4jf3375ostnmdmm 2656 20 Any any DT work_xrosz555njd4jf3375ostnmdmm 2656 21 token token NN work_xrosz555njd4jf3375ostnmdmm 2656 22 . . . work_xrosz555njd4jf3375ostnmdmm 2657 1 RegexMatcher RegexMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2657 2 Any any DT work_xrosz555njd4jf3375ostnmdmm 2657 3 token token JJ work_xrosz555njd4jf3375ostnmdmm 2657 4 matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2657 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2657 6 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2657 7 ex- ex- JJ work_xrosz555njd4jf3375ostnmdmm 2657 8 pression pression NN work_xrosz555njd4jf3375ostnmdmm 2657 9 N N NNP work_xrosz555njd4jf3375ostnmdmm 2657 10 / / SYM work_xrosz555njd4jf3375ostnmdmm 2657 11 A a NN work_xrosz555njd4jf3375ostnmdmm 2657 12 29 29 CD work_xrosz555njd4jf3375ostnmdmm 2657 13 Table table NN work_xrosz555njd4jf3375ostnmdmm 2657 14 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 2657 15 : : : work_xrosz555njd4jf3375ostnmdmm 2657 16 Examples example NNS work_xrosz555njd4jf3375ostnmdmm 2657 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2657 18 Matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2657 19 Matcher Matcher NNP work_xrosz555njd4jf3375ostnmdmm 2657 20 Name Name NNP work_xrosz555njd4jf3375ostnmdmm 2657 21 Example Example NNP work_xrosz555njd4jf3375ostnmdmm 2657 22 UnitMatcher UnitMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2657 23 DEGREE DEGREE NNP work_xrosz555njd4jf3375ostnmdmm 2657 24 SequenceMatcher SequenceMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2657 25 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2657 26 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2657 27 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2657 28 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2657 29 QuestionMatcher QuestionMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2657 30 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2657 31 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2657 32 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2657 33 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2657 34 OR or CC work_xrosz555njd4jf3375ostnmdmm 2657 35 DE de NN work_xrosz555njd4jf3375ostnmdmm 2657 36 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2657 37 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2657 38 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2657 39 ? ? . work_xrosz555njd4jf3375ostnmdmm 2658 1 DEGREE DEGREE NNP work_xrosz555njd4jf3375ostnmdmm 2658 2 StarMatcher StarMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2658 3 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2658 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2658 5 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2658 6 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2658 7 , , , work_xrosz555njd4jf3375ostnmdmm 2658 8 DE DE NNP work_xrosz555njd4jf3375ostnmdmm 2658 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2658 10 LEVEL LEVEL NNP work_xrosz555njd4jf3375ostnmdmm 2658 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2658 12 * * NFP work_xrosz555njd4jf3375ostnmdmm 2658 13 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2658 14 PlusMatcher PlusMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2658 15 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2658 16 IN in IN work_xrosz555njd4jf3375ostnmdmm 2658 17 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2658 18 + + SYM work_xrosz555njd4jf3375ostnmdmm 2658 19 DotMatcher DotMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2658 20 HAS have VBZ work_xrosz555njd4jf3375ostnmdmm 2658 21 . . . work_xrosz555njd4jf3375ostnmdmm 2659 1 DEGREE DEGREE VBD work_xrosz555njd4jf3375ostnmdmm 2659 2 RegexMatcher RegexMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2659 3 r“d r“d NNP work_xrosz555njd4jf3375ostnmdmm 2659 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2659 5 d d NNP work_xrosz555njd4jf3375ostnmdmm 2659 6 ” " '' work_xrosz555njd4jf3375ostnmdmm 2659 7 years year NNS work_xrosz555njd4jf3375ostnmdmm 2659 8 The the DT work_xrosz555njd4jf3375ostnmdmm 2659 9 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2659 10 supports support VBZ work_xrosz555njd4jf3375ostnmdmm 2659 11 three three CD work_xrosz555njd4jf3375ostnmdmm 2659 12 styles style NNS work_xrosz555njd4jf3375ostnmdmm 2659 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2659 14 creating create VBG work_xrosz555njd4jf3375ostnmdmm 2659 15 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2659 16 : : : work_xrosz555njd4jf3375ostnmdmm 2659 17 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2659 18 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2659 19 style style NN work_xrosz555njd4jf3375ostnmdmm 2659 20 , , , work_xrosz555njd4jf3375ostnmdmm 2659 21 operator operator NN work_xrosz555njd4jf3375ostnmdmm 2659 22 style style NN work_xrosz555njd4jf3375ostnmdmm 2659 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2659 24 object object NN work_xrosz555njd4jf3375ostnmdmm 2659 25 style style NN work_xrosz555njd4jf3375ostnmdmm 2659 26 . . . work_xrosz555njd4jf3375ostnmdmm 2660 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2660 2 second second JJ work_xrosz555njd4jf3375ostnmdmm 2660 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2660 4 third third JJ work_xrosz555njd4jf3375ostnmdmm 2660 5 styles style NNS work_xrosz555njd4jf3375ostnmdmm 2660 6 are be VBP work_xrosz555njd4jf3375ostnmdmm 2660 7 flexible flexible JJ work_xrosz555njd4jf3375ostnmdmm 2660 8 be- be- XX work_xrosz555njd4jf3375ostnmdmm 2660 9 cause cause NN work_xrosz555njd4jf3375ostnmdmm 2660 10 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2660 11 can can MD work_xrosz555njd4jf3375ostnmdmm 2660 12 create create VB work_xrosz555njd4jf3375ostnmdmm 2660 13 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2660 14 own own JJ work_xrosz555njd4jf3375ostnmdmm 2660 15 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2660 16 class class NN work_xrosz555njd4jf3375ostnmdmm 2660 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2660 18 extend extend VB work_xrosz555njd4jf3375ostnmdmm 2660 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2660 20 feature feature NN work_xrosz555njd4jf3375ostnmdmm 2660 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2660 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2660 23 library library NN work_xrosz555njd4jf3375ostnmdmm 2660 24 . . . work_xrosz555njd4jf3375ostnmdmm 2661 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2661 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2661 3 examples example NNS work_xrosz555njd4jf3375ostnmdmm 2661 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2661 5 show show VB work_xrosz555njd4jf3375ostnmdmm 2661 6 how how WRB work_xrosz555njd4jf3375ostnmdmm 2661 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2661 8 three three CD work_xrosz555njd4jf3375ostnmdmm 2661 9 styles style NNS work_xrosz555njd4jf3375ostnmdmm 2661 10 work work NN work_xrosz555njd4jf3375ostnmdmm 2661 11 . . . work_xrosz555njd4jf3375ostnmdmm 2662 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2662 2 most most RBS work_xrosz555njd4jf3375ostnmdmm 2662 3 common common JJ work_xrosz555njd4jf3375ostnmdmm 2662 4 style style NN work_xrosz555njd4jf3375ostnmdmm 2662 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2662 6 defining define VBG work_xrosz555njd4jf3375ostnmdmm 2662 7 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2662 8 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2662 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2662 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2662 11 string string NN work_xrosz555njd4jf3375ostnmdmm 2662 12 , , , work_xrosz555njd4jf3375ostnmdmm 2662 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2662 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2662 15 much much RB work_xrosz555njd4jf3375ostnmdmm 2662 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2662 17 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 2662 18 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2662 19 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2662 20 . . . work_xrosz555njd4jf3375ostnmdmm 2663 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2663 2 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2663 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2663 4 : : : work_xrosz555njd4jf3375ostnmdmm 2663 5 DE de NN work_xrosz555njd4jf3375ostnmdmm 2663 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2663 7 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2663 8 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2663 9 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2663 10 IN in IN work_xrosz555njd4jf3375ostnmdmm 2663 11 | | CD work_xrosz555njd4jf3375ostnmdmm 2663 12 OF of IN work_xrosz555njd4jf3375ostnmdmm 2663 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2663 14 DT DT NNP work_xrosz555njd4jf3375ostnmdmm 2663 15 ? ? . work_xrosz555njd4jf3375ostnmdmm 2664 1 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2664 2 The the DT work_xrosz555njd4jf3375ostnmdmm 2664 3 code code NN work_xrosz555njd4jf3375ostnmdmm 2664 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2664 5 : : : work_xrosz555njd4jf3375ostnmdmm 2664 6 seqMatcher seqmatcher ADD work_xrosz555njd4jf3375ostnmdmm 2664 7 = = NFP work_xrosz555njd4jf3375ostnmdmm 2664 8 parser.parse("DE parser.parse("de VB work_xrosz555njd4jf3375ostnmdmm 2664 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2664 10 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2664 11 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2664 12 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2664 13 IN in IN work_xrosz555njd4jf3375ostnmdmm 2664 14 | | CD work_xrosz555njd4jf3375ostnmdmm 2664 15 OF of IN work_xrosz555njd4jf3375ostnmdmm 2664 16 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2664 17 DT DT NNP work_xrosz555njd4jf3375ostnmdmm 2664 18 ? ? . work_xrosz555njd4jf3375ostnmdmm 2665 1 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2665 2 " " '' work_xrosz555njd4jf3375ostnmdmm 2665 3 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2665 4 The the DT work_xrosz555njd4jf3375ostnmdmm 2665 5 second second JJ work_xrosz555njd4jf3375ostnmdmm 2665 6 style style NN work_xrosz555njd4jf3375ostnmdmm 2665 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2665 8 using use VBG work_xrosz555njd4jf3375ostnmdmm 2665 9 algebraic algebraic NN work_xrosz555njd4jf3375ostnmdmm 2665 10 operators operator NNS work_xrosz555njd4jf3375ostnmdmm 2665 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2665 12 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2665 13 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2665 14 , , , work_xrosz555njd4jf3375ostnmdmm 2665 15 which which WDT work_xrosz555njd4jf3375ostnmdmm 2665 16 can can MD work_xrosz555njd4jf3375ostnmdmm 2665 17 help help VB work_xrosz555njd4jf3375ostnmdmm 2665 18 developer developer NN work_xrosz555njd4jf3375ostnmdmm 2665 19 reuse reuse VB work_xrosz555njd4jf3375ostnmdmm 2665 20 previous previous JJ work_xrosz555njd4jf3375ostnmdmm 2665 21 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2665 22 when when WRB work_xrosz555njd4jf3375ostnmdmm 2665 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2665 24 new new JJ work_xrosz555njd4jf3375ostnmdmm 2665 25 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2665 26 include include VBP work_xrosz555njd4jf3375ostnmdmm 2665 27 old old JJ work_xrosz555njd4jf3375ostnmdmm 2665 28 ones one NNS work_xrosz555njd4jf3375ostnmdmm 2665 29 . . . work_xrosz555njd4jf3375ostnmdmm 2666 1 It -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2666 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2666 3 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2666 4 in in IN work_xrosz555njd4jf3375ostnmdmm 2666 5 follows follow VBZ work_xrosz555njd4jf3375ostnmdmm 2666 6 : : : work_xrosz555njd4jf3375ostnmdmm 2666 7 The the DT work_xrosz555njd4jf3375ostnmdmm 2666 8 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2666 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2666 10 : : : work_xrosz555njd4jf3375ostnmdmm 2666 11 ” " `` work_xrosz555njd4jf3375ostnmdmm 2666 12 DE de NN work_xrosz555njd4jf3375ostnmdmm 2666 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2666 14 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2666 15 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2666 16 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2666 17 IN in IN work_xrosz555njd4jf3375ostnmdmm 2666 18 | | CD work_xrosz555njd4jf3375ostnmdmm 2666 19 OF of IN work_xrosz555njd4jf3375ostnmdmm 2666 20 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 21 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2666 22 ” " '' work_xrosz555njd4jf3375ostnmdmm 2666 23 The the DT work_xrosz555njd4jf3375ostnmdmm 2666 24 code code NN work_xrosz555njd4jf3375ostnmdmm 2666 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2666 26 : : : work_xrosz555njd4jf3375ostnmdmm 2666 27 seqMatcher seqmatcher ADD work_xrosz555njd4jf3375ostnmdmm 2666 28 = = NFP work_xrosz555njd4jf3375ostnmdmm 2666 29 UnitMatcher("DE unitmatcher("de JJ work_xrosz555njd4jf3375ostnmdmm 2666 30 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2666 31 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2666 32 " " '' work_xrosz555njd4jf3375ostnmdmm 2666 33 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 34 + + CC work_xrosz555njd4jf3375ostnmdmm 2666 35 UnitMatcher("DEGREE unitmatcher("degree NN work_xrosz555njd4jf3375ostnmdmm 2666 36 " " '' work_xrosz555njd4jf3375ostnmdmm 2666 37 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 38 + + CC work_xrosz555njd4jf3375ostnmdmm 2666 39 30 30 CD work_xrosz555njd4jf3375ostnmdmm 2666 40 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2666 41 UnitMatcher("IN UnitMatcher("IN NNP work_xrosz555njd4jf3375ostnmdmm 2666 42 " " '' work_xrosz555njd4jf3375ostnmdmm 2666 43 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 44 | | CD work_xrosz555njd4jf3375ostnmdmm 2666 45 UnitMatcher("OF unitmatcher("of NN work_xrosz555njd4jf3375ostnmdmm 2666 46 " " '' work_xrosz555njd4jf3375ostnmdmm 2666 47 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 48 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 49 + + NFP work_xrosz555njd4jf3375ostnmdmm 2666 50 UnitMatcher("MAJOR unitmatcher("major NN work_xrosz555njd4jf3375ostnmdmm 2666 51 " " '' work_xrosz555njd4jf3375ostnmdmm 2666 52 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2666 53 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2666 54 also also RB work_xrosz555njd4jf3375ostnmdmm 2666 55 could could MD work_xrosz555njd4jf3375ostnmdmm 2666 56 create create VB work_xrosz555njd4jf3375ostnmdmm 2666 57 a a DT work_xrosz555njd4jf3375ostnmdmm 2666 58 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2666 59 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2666 60 in in IN work_xrosz555njd4jf3375ostnmdmm 2666 61 object object NN work_xrosz555njd4jf3375ostnmdmm 2666 62 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2666 63 oriented orient VBN work_xrosz555njd4jf3375ostnmdmm 2666 64 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2666 65 style style NN work_xrosz555njd4jf3375ostnmdmm 2666 66 . . . work_xrosz555njd4jf3375ostnmdmm 2667 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2667 2 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2667 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2667 4 : : : work_xrosz555njd4jf3375ostnmdmm 2667 5 ” " `` work_xrosz555njd4jf3375ostnmdmm 2667 6 DE de NN work_xrosz555njd4jf3375ostnmdmm 2667 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2667 8 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2667 9 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2667 10 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2667 11 IN in IN work_xrosz555njd4jf3375ostnmdmm 2667 12 | | CD work_xrosz555njd4jf3375ostnmdmm 2667 13 OF of IN work_xrosz555njd4jf3375ostnmdmm 2667 14 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 15 MAJOR MAJOR NNP work_xrosz555njd4jf3375ostnmdmm 2667 16 ” " '' work_xrosz555njd4jf3375ostnmdmm 2667 17 The the DT work_xrosz555njd4jf3375ostnmdmm 2667 18 code code NN work_xrosz555njd4jf3375ostnmdmm 2667 19 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2667 20 : : : work_xrosz555njd4jf3375ostnmdmm 2667 21 matcher1 matcher1 NN work_xrosz555njd4jf3375ostnmdmm 2667 22 = = SYM work_xrosz555njd4jf3375ostnmdmm 2667 23 UnitMatcher("DE UnitMatcher("DE NNP work_xrosz555njd4jf3375ostnmdmm 2667 24 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2667 25 LEVEL level NN work_xrosz555njd4jf3375ostnmdmm 2667 26 " " '' work_xrosz555njd4jf3375ostnmdmm 2667 27 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 28 matcher2 matcher2 NNP work_xrosz555njd4jf3375ostnmdmm 2667 29 = = NNP work_xrosz555njd4jf3375ostnmdmm 2667 30 UnitMatcher("DEGREE UnitMatcher("DEGREE NNP work_xrosz555njd4jf3375ostnmdmm 2667 31 " " '' work_xrosz555njd4jf3375ostnmdmm 2667 32 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 33 matcher3 matcher3 NNP work_xrosz555njd4jf3375ostnmdmm 2667 34 = = SYM work_xrosz555njd4jf3375ostnmdmm 2667 35 UnitMatcher("IN unitmatcher("in NN work_xrosz555njd4jf3375ostnmdmm 2667 36 " " '' work_xrosz555njd4jf3375ostnmdmm 2667 37 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 38 matcher4 matcher4 NNP work_xrosz555njd4jf3375ostnmdmm 2667 39 = = SYM work_xrosz555njd4jf3375ostnmdmm 2667 40 UnitMatcher("OF UnitMatcher("OF NNP work_xrosz555njd4jf3375ostnmdmm 2667 41 " " '' work_xrosz555njd4jf3375ostnmdmm 2667 42 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 43 matcher5 matcher5 FW work_xrosz555njd4jf3375ostnmdmm 2667 44 = = SYM work_xrosz555njd4jf3375ostnmdmm 2667 45 UnitMatcher("MAJOR unitmatcher("major NN work_xrosz555njd4jf3375ostnmdmm 2667 46 " " '' work_xrosz555njd4jf3375ostnmdmm 2667 47 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 48 matcher6 matcher6 NNP work_xrosz555njd4jf3375ostnmdmm 2667 49 = = SYM work_xrosz555njd4jf3375ostnmdmm 2667 50 AlternateMatcher([matcher3,matcher4 AlternateMatcher([matcher3,matcher4 NNP work_xrosz555njd4jf3375ostnmdmm 2667 51 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 52 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 53 seqMatcher seqmatcher ADD work_xrosz555njd4jf3375ostnmdmm 2667 54 = = NFP work_xrosz555njd4jf3375ostnmdmm 2667 55 SeqMatcher([matcher1 SeqMatcher([matcher1 NNP work_xrosz555njd4jf3375ostnmdmm 2667 56 , , , work_xrosz555njd4jf3375ostnmdmm 2667 57 matcher2 matcher2 NNP work_xrosz555njd4jf3375ostnmdmm 2667 58 , , , work_xrosz555njd4jf3375ostnmdmm 2667 59 matcher6 matcher6 NNP work_xrosz555njd4jf3375ostnmdmm 2667 60 , , , work_xrosz555njd4jf3375ostnmdmm 2667 61 matcher5 matcher5 NN work_xrosz555njd4jf3375ostnmdmm 2667 62 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 63 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2667 64 The the DT work_xrosz555njd4jf3375ostnmdmm 2667 65 flexibility flexibility NN work_xrosz555njd4jf3375ostnmdmm 2667 66 of of IN work_xrosz555njd4jf3375ostnmdmm 2667 67 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 68 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2667 69 also also RB work_xrosz555njd4jf3375ostnmdmm 2667 70 comes come VBZ work_xrosz555njd4jf3375ostnmdmm 2667 71 from from IN work_xrosz555njd4jf3375ostnmdmm 2667 72 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 73 fact fact NN work_xrosz555njd4jf3375ostnmdmm 2667 74 that that IN work_xrosz555njd4jf3375ostnmdmm 2667 75 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2667 76 can can MD work_xrosz555njd4jf3375ostnmdmm 2667 77 determine determine VB work_xrosz555njd4jf3375ostnmdmm 2667 78 which which WDT work_xrosz555njd4jf3375ostnmdmm 2667 79 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2667 80 of of IN work_xrosz555njd4jf3375ostnmdmm 2667 81 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 82 array array NN work_xrosz555njd4jf3375ostnmdmm 2667 83 should should MD work_xrosz555njd4jf3375ostnmdmm 2667 84 be be VB work_xrosz555njd4jf3375ostnmdmm 2667 85 matched match VBN work_xrosz555njd4jf3375ostnmdmm 2667 86 , , , work_xrosz555njd4jf3375ostnmdmm 2667 87 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 88 original original JJ work_xrosz555njd4jf3375ostnmdmm 2667 89 text text NN work_xrosz555njd4jf3375ostnmdmm 2667 90 , , , work_xrosz555njd4jf3375ostnmdmm 2667 91 or or CC work_xrosz555njd4jf3375ostnmdmm 2667 92 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2667 93 in in IN work_xrosz555njd4jf3375ostnmdmm 2667 94 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 95 first first JJ work_xrosz555njd4jf3375ostnmdmm 2667 96 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2667 97 or or CC work_xrosz555njd4jf3375ostnmdmm 2667 98 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2667 99 in in IN work_xrosz555njd4jf3375ostnmdmm 2667 100 the the DT work_xrosz555njd4jf3375ostnmdmm 2667 101 second second JJ work_xrosz555njd4jf3375ostnmdmm 2667 102 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2667 103 . . . work_xrosz555njd4jf3375ostnmdmm 2668 1 Developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2668 2 can can MD work_xrosz555njd4jf3375ostnmdmm 2668 3 assign assign VB work_xrosz555njd4jf3375ostnmdmm 2668 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2668 5 lambda lambda NN work_xrosz555njd4jf3375ostnmdmm 2668 6 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2668 7 to to IN work_xrosz555njd4jf3375ostnmdmm 2668 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2668 9 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2668 10 ’s ’s NN work_xrosz555njd4jf3375ostnmdmm 2668 11 catching catch VBG work_xrosz555njd4jf3375ostnmdmm 2668 12 function function NN work_xrosz555njd4jf3375ostnmdmm 2668 13 , , , work_xrosz555njd4jf3375ostnmdmm 2668 14 which which WDT work_xrosz555njd4jf3375ostnmdmm 2668 15 defines define VBZ work_xrosz555njd4jf3375ostnmdmm 2668 16 how how WRB work_xrosz555njd4jf3375ostnmdmm 2668 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2668 18 get get VB work_xrosz555njd4jf3375ostnmdmm 2668 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2668 20 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2668 21 input input NN work_xrosz555njd4jf3375ostnmdmm 2668 22 strings string NNS work_xrosz555njd4jf3375ostnmdmm 2668 23 from from IN work_xrosz555njd4jf3375ostnmdmm 2668 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2668 25 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2668 26 , , , work_xrosz555njd4jf3375ostnmdmm 2668 27 as as RB work_xrosz555njd4jf3375ostnmdmm 2668 28 well well RB work_xrosz555njd4jf3375ostnmdmm 2668 29 as as IN work_xrosz555njd4jf3375ostnmdmm 2668 30 an an DT work_xrosz555njd4jf3375ostnmdmm 2668 31 out out JJ work_xrosz555njd4jf3375ostnmdmm 2668 32 function function NN work_xrosz555njd4jf3375ostnmdmm 2668 33 , , , work_xrosz555njd4jf3375ostnmdmm 2668 34 which which WDT work_xrosz555njd4jf3375ostnmdmm 2668 35 defines define VBZ work_xrosz555njd4jf3375ostnmdmm 2668 36 what what WP work_xrosz555njd4jf3375ostnmdmm 2668 37 should should MD work_xrosz555njd4jf3375ostnmdmm 2668 38 be be VB work_xrosz555njd4jf3375ostnmdmm 2668 39 outputed output VBN work_xrosz555njd4jf3375ostnmdmm 2668 40 . . . work_xrosz555njd4jf3375ostnmdmm 2669 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2669 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2669 3 , , , work_xrosz555njd4jf3375ostnmdmm 2669 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2669 5 labeled label VBN work_xrosz555njd4jf3375ostnmdmm 2669 6 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2669 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2669 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2669 9 sequence sequence NN work_xrosz555njd4jf3375ostnmdmm 2669 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2669 11 arrays arrays NNP work_xrosz555njd4jf3375ostnmdmm 2669 12 , , , work_xrosz555njd4jf3375ostnmdmm 2669 13 each each DT work_xrosz555njd4jf3375ostnmdmm 2669 14 array array NN work_xrosz555njd4jf3375ostnmdmm 2669 15 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2669 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2669 17 original original JJ work_xrosz555njd4jf3375ostnmdmm 2669 18 text text NN work_xrosz555njd4jf3375ostnmdmm 2669 19 token token NN work_xrosz555njd4jf3375ostnmdmm 2669 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2669 21 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2669 22 labels label NNS work_xrosz555njd4jf3375ostnmdmm 2669 23 in in IN work_xrosz555njd4jf3375ostnmdmm 2669 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2669 25 other other JJ work_xrosz555njd4jf3375ostnmdmm 2669 26 two two CD work_xrosz555njd4jf3375ostnmdmm 2669 27 layers layer NNS work_xrosz555njd4jf3375ostnmdmm 2669 28 , , , work_xrosz555njd4jf3375ostnmdmm 2669 29 which which WDT work_xrosz555njd4jf3375ostnmdmm 2669 30 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2669 31 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2669 32 in in IN work_xrosz555njd4jf3375ostnmdmm 2669 33 table table NN work_xrosz555njd4jf3375ostnmdmm 2669 34 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2669 35 . . . work_xrosz555njd4jf3375ostnmdmm 2670 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2670 2 match match VB work_xrosz555njd4jf3375ostnmdmm 2670 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 4 labeled label VBN work_xrosz555njd4jf3375ostnmdmm 2670 5 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2670 6 , , , work_xrosz555njd4jf3375ostnmdmm 2670 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2670 8 set set VBD work_xrosz555njd4jf3375ostnmdmm 2670 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 10 lambda lambda NN work_xrosz555njd4jf3375ostnmdmm 2670 11 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2670 12 for for IN work_xrosz555njd4jf3375ostnmdmm 2670 13 catching catch VBG work_xrosz555njd4jf3375ostnmdmm 2670 14 function function NN work_xrosz555njd4jf3375ostnmdmm 2670 15 to to TO work_xrosz555njd4jf3375ostnmdmm 2670 16 “ " `` work_xrosz555njd4jf3375ostnmdmm 2670 17 lambda lambda VB work_xrosz555njd4jf3375ostnmdmm 2670 18 x x SYM work_xrosz555njd4jf3375ostnmdmm 2670 19 : : : work_xrosz555njd4jf3375ostnmdmm 2670 20 x[2 x[2 NNP work_xrosz555njd4jf3375ostnmdmm 2670 21 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2670 22 ” " '' work_xrosz555njd4jf3375ostnmdmm 2670 23 , , , work_xrosz555njd4jf3375ostnmdmm 2670 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2670 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 26 out out JJ work_xrosz555njd4jf3375ostnmdmm 2670 27 function function NN work_xrosz555njd4jf3375ostnmdmm 2670 28 to to TO work_xrosz555njd4jf3375ostnmdmm 2670 29 “ " `` work_xrosz555njd4jf3375ostnmdmm 2670 30 lambda lambda VB work_xrosz555njd4jf3375ostnmdmm 2670 31 x x SYM work_xrosz555njd4jf3375ostnmdmm 2670 32 : : : work_xrosz555njd4jf3375ostnmdmm 2670 33 x[1 x[1 NNP work_xrosz555njd4jf3375ostnmdmm 2670 34 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2670 35 ” " '' work_xrosz555njd4jf3375ostnmdmm 2670 36 , , , work_xrosz555njd4jf3375ostnmdmm 2670 37 which which WDT work_xrosz555njd4jf3375ostnmdmm 2670 38 make make VBP work_xrosz555njd4jf3375ostnmdmm 2670 39 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 40 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2670 41 match match VB work_xrosz555njd4jf3375ostnmdmm 2670 42 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 43 label label NN work_xrosz555njd4jf3375ostnmdmm 2670 44 in in IN work_xrosz555njd4jf3375ostnmdmm 2670 45 second second JJ work_xrosz555njd4jf3375ostnmdmm 2670 46 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2670 47 , , , work_xrosz555njd4jf3375ostnmdmm 2670 48 and and CC work_xrosz555njd4jf3375ostnmdmm 2670 49 output output VB work_xrosz555njd4jf3375ostnmdmm 2670 50 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 51 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 52 value value NN work_xrosz555njd4jf3375ostnmdmm 2670 53 of of IN work_xrosz555njd4jf3375ostnmdmm 2670 54 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2670 55 value value NN work_xrosz555njd4jf3375ostnmdmm 2670 56 in in IN work_xrosz555njd4jf3375ostnmdmm 2670 57 the the DT work_xrosz555njd4jf3375ostnmdmm 2670 58 first first JJ work_xrosz555njd4jf3375ostnmdmm 2670 59 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2670 60 . . . work_xrosz555njd4jf3375ostnmdmm 2671 1 31 31 CD work_xrosz555njd4jf3375ostnmdmm 2671 2 5.3.3 5.3.3 CD work_xrosz555njd4jf3375ostnmdmm 2671 3 Implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2671 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2671 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2671 6 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2671 7 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2671 8 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 2671 9 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2671 10 use use VBP work_xrosz555njd4jf3375ostnmdmm 2671 11 PLY(Python PLY(Python NNP work_xrosz555njd4jf3375ostnmdmm 2671 12 Lex Lex NNP work_xrosz555njd4jf3375ostnmdmm 2671 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2671 14 Yacc Yacc NNP work_xrosz555njd4jf3375ostnmdmm 2671 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2671 16 as as IN work_xrosz555njd4jf3375ostnmdmm 2671 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2671 18 grammar grammar NNP work_xrosz555njd4jf3375ostnmdmm 2671 19 parser parser NNP work_xrosz555njd4jf3375ostnmdmm 2671 20 , , , work_xrosz555njd4jf3375ostnmdmm 2671 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2671 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2671 23 a a DT work_xrosz555njd4jf3375ostnmdmm 2671 24 pure pure JJ work_xrosz555njd4jf3375ostnmdmm 2671 25 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2671 26 Python python JJ work_xrosz555njd4jf3375ostnmdmm 2671 27 implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2671 28 of of IN work_xrosz555njd4jf3375ostnmdmm 2671 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2671 30 popular popular JJ work_xrosz555njd4jf3375ostnmdmm 2671 31 compiler compiler NN work_xrosz555njd4jf3375ostnmdmm 2671 32 construction construction NN work_xrosz555njd4jf3375ostnmdmm 2671 33 tools tool NNS work_xrosz555njd4jf3375ostnmdmm 2671 34 lex lex NN work_xrosz555njd4jf3375ostnmdmm 2671 35 and and CC work_xrosz555njd4jf3375ostnmdmm 2671 36 yacc yacc NNP work_xrosz555njd4jf3375ostnmdmm 2671 37 . . . work_xrosz555njd4jf3375ostnmdmm 2672 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2672 2 defined define VBD work_xrosz555njd4jf3375ostnmdmm 2672 3 syntaxes syntax NNS work_xrosz555njd4jf3375ostnmdmm 2672 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2672 5 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2672 6 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2672 7 over over IN work_xrosz555njd4jf3375ostnmdmm 2672 8 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2672 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2672 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2672 11 parser parser NN work_xrosz555njd4jf3375ostnmdmm 2672 12 , , , work_xrosz555njd4jf3375ostnmdmm 2672 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2672 14 can can MD work_xrosz555njd4jf3375ostnmdmm 2672 15 parse parse VB work_xrosz555njd4jf3375ostnmdmm 2672 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2672 17 token token JJ work_xrosz555njd4jf3375ostnmdmm 2672 18 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2672 19 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2672 20 to to IN work_xrosz555njd4jf3375ostnmdmm 2672 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2672 22 tree tree NN work_xrosz555njd4jf3375ostnmdmm 2672 23 structure structure NN work_xrosz555njd4jf3375ostnmdmm 2672 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2672 25 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2672 26 . . . work_xrosz555njd4jf3375ostnmdmm 2673 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2673 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2673 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2673 4 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2673 5 proposed propose VBN work_xrosz555njd4jf3375ostnmdmm 2673 6 by by IN work_xrosz555njd4jf3375ostnmdmm 2673 7 Thompson Thompson NNP work_xrosz555njd4jf3375ostnmdmm 2673 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2673 9 Ken Ken NNP work_xrosz555njd4jf3375ostnmdmm 2673 10 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2673 11 45 45 CD work_xrosz555njd4jf3375ostnmdmm 2673 12 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2673 13 to to TO work_xrosz555njd4jf3375ostnmdmm 2673 14 construct construct VB work_xrosz555njd4jf3375ostnmdmm 2673 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2673 16 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2673 17 from from IN work_xrosz555njd4jf3375ostnmdmm 2673 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2673 19 tree tree NN work_xrosz555njd4jf3375ostnmdmm 2673 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2673 21 matchers matcher NNS work_xrosz555njd4jf3375ostnmdmm 2673 22 , , , work_xrosz555njd4jf3375ostnmdmm 2673 23 which which WDT work_xrosz555njd4jf3375ostnmdmm 2673 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2673 25 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2673 26 in in IN work_xrosz555njd4jf3375ostnmdmm 2673 27 Algorithm Algorithm NNP work_xrosz555njd4jf3375ostnmdmm 2673 28 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2673 29 . . . work_xrosz555njd4jf3375ostnmdmm 2674 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2674 2 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2674 3 accesses access VBZ work_xrosz555njd4jf3375ostnmdmm 2674 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2674 5 inner inner JJ work_xrosz555njd4jf3375ostnmdmm 2674 6 structure structure NN work_xrosz555njd4jf3375ostnmdmm 2674 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2674 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2674 9 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2674 10 recursively recursively RB work_xrosz555njd4jf3375ostnmdmm 2674 11 , , , work_xrosz555njd4jf3375ostnmdmm 2674 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2674 13 create create VB work_xrosz555njd4jf3375ostnmdmm 2674 14 state state NN work_xrosz555njd4jf3375ostnmdmm 2674 15 for for IN work_xrosz555njd4jf3375ostnmdmm 2674 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2674 17 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2674 18 . . . work_xrosz555njd4jf3375ostnmdmm 2675 1 Each each DT work_xrosz555njd4jf3375ostnmdmm 2675 2 state state NN work_xrosz555njd4jf3375ostnmdmm 2675 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2675 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2675 5 partial partial JJ work_xrosz555njd4jf3375ostnmdmm 2675 6 Nondeterministic Nondeterministic NNP work_xrosz555njd4jf3375ostnmdmm 2675 7 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2675 8 Automaton Automaton NNP work_xrosz555njd4jf3375ostnmdmm 2675 9 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2675 10 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2675 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2675 12 , , , work_xrosz555njd4jf3375ostnmdmm 2675 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2675 14 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2675 15 one one CD work_xrosz555njd4jf3375ostnmdmm 2675 16 or or CC work_xrosz555njd4jf3375ostnmdmm 2675 17 more more JJR work_xrosz555njd4jf3375ostnmdmm 2675 18 dangling dangling JJ work_xrosz555njd4jf3375ostnmdmm 2675 19 arrows arrow NNS work_xrosz555njd4jf3375ostnmdmm 2675 20 . . . work_xrosz555njd4jf3375ostnmdmm 2676 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2676 2 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2676 3 builds build VBZ work_xrosz555njd4jf3375ostnmdmm 2676 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2676 5 whole whole JJ work_xrosz555njd4jf3375ostnmdmm 2676 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2676 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2676 8 connecting connect VBG work_xrosz555njd4jf3375ostnmdmm 2676 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2676 10 arrows arrow NNS work_xrosz555njd4jf3375ostnmdmm 2676 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2676 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2676 13 partial partial JJ work_xrosz555njd4jf3375ostnmdmm 2676 14 NFAs nfa NNS work_xrosz555njd4jf3375ostnmdmm 2676 15 . . . work_xrosz555njd4jf3375ostnmdmm 2677 1 Different different JJ work_xrosz555njd4jf3375ostnmdmm 2677 2 operator operator NN work_xrosz555njd4jf3375ostnmdmm 2677 3 will will MD work_xrosz555njd4jf3375ostnmdmm 2677 4 have have VB work_xrosz555njd4jf3375ostnmdmm 2677 5 different different JJ work_xrosz555njd4jf3375ostnmdmm 2677 6 structures structure NNS work_xrosz555njd4jf3375ostnmdmm 2677 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2677 8 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2677 9 , , , work_xrosz555njd4jf3375ostnmdmm 2677 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2677 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2677 12 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2677 13 below below IN work_xrosz555njd4jf3375ostnmdmm 2677 14 : : : work_xrosz555njd4jf3375ostnmdmm 2677 15 The the DT work_xrosz555njd4jf3375ostnmdmm 2677 16 NFAs nfa NNS work_xrosz555njd4jf3375ostnmdmm 2677 17 for for IN work_xrosz555njd4jf3375ostnmdmm 2677 18 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2677 19 single single JJ work_xrosz555njd4jf3375ostnmdmm 2677 20 token token NN work_xrosz555njd4jf3375ostnmdmm 2677 21 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2677 22 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2677 23 in in IN work_xrosz555njd4jf3375ostnmdmm 2677 24 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2677 25 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2677 26 . . . work_xrosz555njd4jf3375ostnmdmm 2678 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2678 2 5.2 5.2 CD work_xrosz555njd4jf3375ostnmdmm 2678 3 : : : work_xrosz555njd4jf3375ostnmdmm 2678 4 Single single JJ work_xrosz555njd4jf3375ostnmdmm 2678 5 Token Token NNP work_xrosz555njd4jf3375ostnmdmm 2678 6 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2678 7 The the DT work_xrosz555njd4jf3375ostnmdmm 2678 8 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2678 9 for for IN work_xrosz555njd4jf3375ostnmdmm 2678 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2678 11 concatenation concatenation NN work_xrosz555njd4jf3375ostnmdmm 2678 12 e1e2 e1e2 , work_xrosz555njd4jf3375ostnmdmm 2678 13 connects connect VBZ work_xrosz555njd4jf3375ostnmdmm 2678 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2678 15 final final JJ work_xrosz555njd4jf3375ostnmdmm 2678 16 arrow arrow NN work_xrosz555njd4jf3375ostnmdmm 2678 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2678 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2678 19 e1 e1 JJ work_xrosz555njd4jf3375ostnmdmm 2678 20 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2678 21 to to IN work_xrosz555njd4jf3375ostnmdmm 2678 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2678 23 start start NN work_xrosz555njd4jf3375ostnmdmm 2678 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2678 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2678 26 e2 e2 NN work_xrosz555njd4jf3375ostnmdmm 2678 27 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2678 28 , , , work_xrosz555njd4jf3375ostnmdmm 2678 29 as as IN work_xrosz555njd4jf3375ostnmdmm 2678 30 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2678 31 in in IN work_xrosz555njd4jf3375ostnmdmm 2678 32 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2678 33 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 2678 34 . . . work_xrosz555njd4jf3375ostnmdmm 2679 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2679 2 5.3 5.3 CD work_xrosz555njd4jf3375ostnmdmm 2679 3 : : : work_xrosz555njd4jf3375ostnmdmm 2679 4 Concatenation concatenation NN work_xrosz555njd4jf3375ostnmdmm 2679 5 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2679 6 32 32 CD work_xrosz555njd4jf3375ostnmdmm 2679 7 The the DT work_xrosz555njd4jf3375ostnmdmm 2679 8 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2679 9 for for IN work_xrosz555njd4jf3375ostnmdmm 2679 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2679 11 alternation alternation NN work_xrosz555njd4jf3375ostnmdmm 2679 12 e1 e1 NNP work_xrosz555njd4jf3375ostnmdmm 2679 13 | | NNP work_xrosz555njd4jf3375ostnmdmm 2679 14 e2 e2 NNP work_xrosz555njd4jf3375ostnmdmm 2679 15 adds add VBZ work_xrosz555njd4jf3375ostnmdmm 2679 16 a a DT work_xrosz555njd4jf3375ostnmdmm 2679 17 new new JJ work_xrosz555njd4jf3375ostnmdmm 2679 18 start start NN work_xrosz555njd4jf3375ostnmdmm 2679 19 state state NN work_xrosz555njd4jf3375ostnmdmm 2679 20 with with IN work_xrosz555njd4jf3375ostnmdmm 2679 21 a a DT work_xrosz555njd4jf3375ostnmdmm 2679 22 choice choice NN work_xrosz555njd4jf3375ostnmdmm 2679 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2679 24 either either CC work_xrosz555njd4jf3375ostnmdmm 2679 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2679 26 e1 e1 JJ work_xrosz555njd4jf3375ostnmdmm 2679 27 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2679 28 or or CC work_xrosz555njd4jf3375ostnmdmm 2679 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2679 30 e2 e2 NN work_xrosz555njd4jf3375ostnmdmm 2679 31 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2679 32 , , , work_xrosz555njd4jf3375ostnmdmm 2679 33 which which WDT work_xrosz555njd4jf3375ostnmdmm 2679 34 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2679 35 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2679 36 in in IN work_xrosz555njd4jf3375ostnmdmm 2679 37 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2679 38 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 2679 39 . . . work_xrosz555njd4jf3375ostnmdmm 2680 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2680 2 5.4 5.4 CD work_xrosz555njd4jf3375ostnmdmm 2680 3 : : : work_xrosz555njd4jf3375ostnmdmm 2680 4 Alternation alternation NN work_xrosz555njd4jf3375ostnmdmm 2680 5 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2680 6 The the DT work_xrosz555njd4jf3375ostnmdmm 2680 7 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2680 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2680 9 e e NN work_xrosz555njd4jf3375ostnmdmm 2680 10 ? ? . work_xrosz555njd4jf3375ostnmdmm 2681 1 alternates alternate NNS work_xrosz555njd4jf3375ostnmdmm 2681 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2681 3 e e NNP work_xrosz555njd4jf3375ostnmdmm 2681 4 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2681 5 with with IN work_xrosz555njd4jf3375ostnmdmm 2681 6 an an DT work_xrosz555njd4jf3375ostnmdmm 2681 7 empty empty JJ work_xrosz555njd4jf3375ostnmdmm 2681 8 path path NN work_xrosz555njd4jf3375ostnmdmm 2681 9 , , , work_xrosz555njd4jf3375ostnmdmm 2681 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2681 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2681 12 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2681 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2681 14 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2681 15 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2681 16 . . . work_xrosz555njd4jf3375ostnmdmm 2682 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2682 2 5.5 5.5 CD work_xrosz555njd4jf3375ostnmdmm 2682 3 : : : work_xrosz555njd4jf3375ostnmdmm 2682 4 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 2682 5 or or CC work_xrosz555njd4jf3375ostnmdmm 2682 6 One one CD work_xrosz555njd4jf3375ostnmdmm 2682 7 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2682 8 The the DT work_xrosz555njd4jf3375ostnmdmm 2682 9 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2682 10 for for IN work_xrosz555njd4jf3375ostnmdmm 2682 11 e e NN work_xrosz555njd4jf3375ostnmdmm 2682 12 * * NFP work_xrosz555njd4jf3375ostnmdmm 2682 13 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2682 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2682 15 same same JJ work_xrosz555njd4jf3375ostnmdmm 2682 16 alternation alternation NN work_xrosz555njd4jf3375ostnmdmm 2682 17 but but CC work_xrosz555njd4jf3375ostnmdmm 2682 18 loops loop VBZ work_xrosz555njd4jf3375ostnmdmm 2682 19 a a DT work_xrosz555njd4jf3375ostnmdmm 2682 20 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2682 21 e e NN work_xrosz555njd4jf3375ostnmdmm 2682 22 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2682 23 back back RB work_xrosz555njd4jf3375ostnmdmm 2682 24 to to IN work_xrosz555njd4jf3375ostnmdmm 2682 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2682 26 start start NN work_xrosz555njd4jf3375ostnmdmm 2682 27 , , , work_xrosz555njd4jf3375ostnmdmm 2682 28 which which WDT work_xrosz555njd4jf3375ostnmdmm 2682 29 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2682 30 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2682 31 in in IN work_xrosz555njd4jf3375ostnmdmm 2682 32 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2682 33 5.6 5.6 CD work_xrosz555njd4jf3375ostnmdmm 2682 34 . . . work_xrosz555njd4jf3375ostnmdmm 2683 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2683 2 5.6 5.6 CD work_xrosz555njd4jf3375ostnmdmm 2683 3 : : : work_xrosz555njd4jf3375ostnmdmm 2683 4 Zero zero CD work_xrosz555njd4jf3375ostnmdmm 2683 5 or or CC work_xrosz555njd4jf3375ostnmdmm 2683 6 More More JJR work_xrosz555njd4jf3375ostnmdmm 2683 7 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2683 8 33 33 CD work_xrosz555njd4jf3375ostnmdmm 2683 9 The the DT work_xrosz555njd4jf3375ostnmdmm 2683 10 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2683 11 for for IN work_xrosz555njd4jf3375ostnmdmm 2683 12 e+ e+ NNP work_xrosz555njd4jf3375ostnmdmm 2683 13 also also RB work_xrosz555njd4jf3375ostnmdmm 2683 14 creates create VBZ work_xrosz555njd4jf3375ostnmdmm 2683 15 a a DT work_xrosz555njd4jf3375ostnmdmm 2683 16 loop loop NN work_xrosz555njd4jf3375ostnmdmm 2683 17 , , , work_xrosz555njd4jf3375ostnmdmm 2683 18 but but CC work_xrosz555njd4jf3375ostnmdmm 2683 19 one one NN work_xrosz555njd4jf3375ostnmdmm 2683 20 that that WDT work_xrosz555njd4jf3375ostnmdmm 2683 21 requires require VBZ work_xrosz555njd4jf3375ostnmdmm 2683 22 passing pass VBG work_xrosz555njd4jf3375ostnmdmm 2683 23 through through IN work_xrosz555njd4jf3375ostnmdmm 2683 24 e e NN work_xrosz555njd4jf3375ostnmdmm 2683 25 at at IN work_xrosz555njd4jf3375ostnmdmm 2683 26 least least JJS work_xrosz555njd4jf3375ostnmdmm 2683 27 once once RB work_xrosz555njd4jf3375ostnmdmm 2683 28 , , , work_xrosz555njd4jf3375ostnmdmm 2683 29 which which WDT work_xrosz555njd4jf3375ostnmdmm 2683 30 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2683 31 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2683 32 in in IN work_xrosz555njd4jf3375ostnmdmm 2683 33 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2683 34 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 2683 35 . . . work_xrosz555njd4jf3375ostnmdmm 2684 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2684 2 5.7 5.7 CD work_xrosz555njd4jf3375ostnmdmm 2684 3 : : : work_xrosz555njd4jf3375ostnmdmm 2684 4 One one CD work_xrosz555njd4jf3375ostnmdmm 2684 5 or or CC work_xrosz555njd4jf3375ostnmdmm 2684 6 More More JJR work_xrosz555njd4jf3375ostnmdmm 2684 7 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2684 8 With with IN work_xrosz555njd4jf3375ostnmdmm 2684 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2684 10 above above JJ work_xrosz555njd4jf3375ostnmdmm 2684 11 rules rule NNS work_xrosz555njd4jf3375ostnmdmm 2684 12 , , , work_xrosz555njd4jf3375ostnmdmm 2684 13 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2684 14 can can MD work_xrosz555njd4jf3375ostnmdmm 2684 15 convert convert VB work_xrosz555njd4jf3375ostnmdmm 2684 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2684 17 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2684 18 “ " `` work_xrosz555njd4jf3375ostnmdmm 2684 19 DL DL NNP work_xrosz555njd4jf3375ostnmdmm 2684 20 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2684 21 , , , work_xrosz555njd4jf3375ostnmdmm 2684 22 DL DL NNP work_xrosz555njd4jf3375ostnmdmm 2684 23 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2684 24 * * NFP work_xrosz555njd4jf3375ostnmdmm 2684 25 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2684 26 or or CC work_xrosz555njd4jf3375ostnmdmm 2684 27 DL DL NNP work_xrosz555njd4jf3375ostnmdmm 2684 28 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2684 29 ? ? . work_xrosz555njd4jf3375ostnmdmm 2685 1 DEGREE degree NN work_xrosz555njd4jf3375ostnmdmm 2685 2 ” " '' work_xrosz555njd4jf3375ostnmdmm 2685 3 to to IN work_xrosz555njd4jf3375ostnmdmm 2685 4 an an DT work_xrosz555njd4jf3375ostnmdmm 2685 5 FST FST NNP work_xrosz555njd4jf3375ostnmdmm 2685 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2685 7 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2685 8 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 2685 9 . . . work_xrosz555njd4jf3375ostnmdmm 2686 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2686 2 5.8 5.8 CD work_xrosz555njd4jf3375ostnmdmm 2686 3 : : : work_xrosz555njd4jf3375ostnmdmm 2686 4 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2686 5 Automata Automata NNP work_xrosz555njd4jf3375ostnmdmm 2686 6 Transducers Transducers NNPS work_xrosz555njd4jf3375ostnmdmm 2686 7 Comparing compare VBG work_xrosz555njd4jf3375ostnmdmm 2686 8 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2686 9 method method NN work_xrosz555njd4jf3375ostnmdmm 2686 10 to to IN work_xrosz555njd4jf3375ostnmdmm 2686 11 other other JJ work_xrosz555njd4jf3375ostnmdmm 2686 12 state state NN work_xrosz555njd4jf3375ostnmdmm 2686 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2686 14 art art NN work_xrosz555njd4jf3375ostnmdmm 2686 15 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2686 16 learning learning NN work_xrosz555njd4jf3375ostnmdmm 2686 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2686 18 based base VBN work_xrosz555njd4jf3375ostnmdmm 2686 19 information information NN work_xrosz555njd4jf3375ostnmdmm 2686 20 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2686 21 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2686 22 , , , work_xrosz555njd4jf3375ostnmdmm 2686 23 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2686 24 method method NN work_xrosz555njd4jf3375ostnmdmm 2686 25 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2686 26 such such JJ work_xrosz555njd4jf3375ostnmdmm 2686 27 advantages advantage NNS work_xrosz555njd4jf3375ostnmdmm 2686 28 : : : work_xrosz555njd4jf3375ostnmdmm 2686 29 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2686 30 . . . work_xrosz555njd4jf3375ostnmdmm 2687 1 Easy easy JJ work_xrosz555njd4jf3375ostnmdmm 2687 2 to to TO work_xrosz555njd4jf3375ostnmdmm 2687 3 implement implement VB work_xrosz555njd4jf3375ostnmdmm 2687 4 . . . work_xrosz555njd4jf3375ostnmdmm 2688 1 According accord VBG work_xrosz555njd4jf3375ostnmdmm 2688 2 to to IN work_xrosz555njd4jf3375ostnmdmm 2688 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2688 4 pseudo pseudo NN work_xrosz555njd4jf3375ostnmdmm 2688 5 code code NN work_xrosz555njd4jf3375ostnmdmm 2688 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2688 7 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2688 8 , , , work_xrosz555njd4jf3375ostnmdmm 2688 9 even even RB work_xrosz555njd4jf3375ostnmdmm 2688 10 some some DT work_xrosz555njd4jf3375ostnmdmm 2688 11 undergrad- undergrad- JJ work_xrosz555njd4jf3375ostnmdmm 2688 12 uate uate JJ work_xrosz555njd4jf3375ostnmdmm 2688 13 students student NNS work_xrosz555njd4jf3375ostnmdmm 2688 14 without without IN work_xrosz555njd4jf3375ostnmdmm 2688 15 strong strong JJ work_xrosz555njd4jf3375ostnmdmm 2688 16 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2688 17 learning learning NN work_xrosz555njd4jf3375ostnmdmm 2688 18 background background NN work_xrosz555njd4jf3375ostnmdmm 2688 19 can can MD work_xrosz555njd4jf3375ostnmdmm 2688 20 implement implement VB work_xrosz555njd4jf3375ostnmdmm 2688 21 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2688 22 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2688 23 in in IN work_xrosz555njd4jf3375ostnmdmm 2688 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2688 25 few few JJ work_xrosz555njd4jf3375ostnmdmm 2688 26 days day NNS work_xrosz555njd4jf3375ostnmdmm 2688 27 . . . work_xrosz555njd4jf3375ostnmdmm 2689 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2689 2 . . . work_xrosz555njd4jf3375ostnmdmm 2690 1 There there EX work_xrosz555njd4jf3375ostnmdmm 2690 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2690 3 no no DT work_xrosz555njd4jf3375ostnmdmm 2690 4 need need NN work_xrosz555njd4jf3375ostnmdmm 2690 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2690 6 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2690 7 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2690 8 . . . work_xrosz555njd4jf3375ostnmdmm 2691 1 Supervised supervise VBN work_xrosz555njd4jf3375ostnmdmm 2691 2 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2691 3 learning learning NN work_xrosz555njd4jf3375ostnmdmm 2691 4 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2691 5 always always RB work_xrosz555njd4jf3375ostnmdmm 2691 6 need need VBP work_xrosz555njd4jf3375ostnmdmm 2691 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2691 8 large large JJ work_xrosz555njd4jf3375ostnmdmm 2691 9 labeled labeled JJ work_xrosz555njd4jf3375ostnmdmm 2691 10 training training NN work_xrosz555njd4jf3375ostnmdmm 2691 11 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2691 12 set set NN work_xrosz555njd4jf3375ostnmdmm 2691 13 , , , work_xrosz555njd4jf3375ostnmdmm 2691 14 but but CC work_xrosz555njd4jf3375ostnmdmm 2691 15 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2691 16 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2691 17 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2691 18 tedious tedious JJ work_xrosz555njd4jf3375ostnmdmm 2691 19 work work NN work_xrosz555njd4jf3375ostnmdmm 2691 20 34 34 CD work_xrosz555njd4jf3375ostnmdmm 2691 21 Input input NN work_xrosz555njd4jf3375ostnmdmm 2691 22 : : : work_xrosz555njd4jf3375ostnmdmm 2691 23 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2691 24 , , , work_xrosz555njd4jf3375ostnmdmm 2691 25 nfa nfa NNP work_xrosz555njd4jf3375ostnmdmm 2691 26 Output Output NNP work_xrosz555njd4jf3375ostnmdmm 2691 27 : : : work_xrosz555njd4jf3375ostnmdmm 2691 28 NFA NFA NNP work_xrosz555njd4jf3375ostnmdmm 2691 29 switch switch VB work_xrosz555njd4jf3375ostnmdmm 2691 30 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2691 31 do do VBP work_xrosz555njd4jf3375ostnmdmm 2691 32 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 33 UnitMatcher UnitMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 34 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 35 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 36 compileToNFA(matcher compiletonfa(matcher NN work_xrosz555njd4jf3375ostnmdmm 2691 37 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 38 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 39 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 40 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 41 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 42 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 43 , , , work_xrosz555njd4jf3375ostnmdmm 2691 44 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 45 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 46 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 47 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 48 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 49 nfa.last nfa.last NN work_xrosz555njd4jf3375ostnmdmm 2691 50 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 51 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 52 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 53 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 54 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 55 break break NN work_xrosz555njd4jf3375ostnmdmm 2691 56 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 57 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 58 SequenceMatcher SequenceMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 59 for for IN work_xrosz555njd4jf3375ostnmdmm 2691 60 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 61 i i PRP work_xrosz555njd4jf3375ostnmdmm 2691 62 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 63 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2691 64 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 65 i i PRP work_xrosz555njd4jf3375ostnmdmm 2691 66 < < XX work_xrosz555njd4jf3375ostnmdmm 2691 67 len(matcher.list len(matcher.list NNP work_xrosz555njd4jf3375ostnmdmm 2691 68 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 69 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 70 i i PRP work_xrosz555njd4jf3375ostnmdmm 2691 71 + + SYM work_xrosz555njd4jf3375ostnmdmm 2691 72 + + SYM work_xrosz555njd4jf3375ostnmdmm 2691 73 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 74 do do VB work_xrosz555njd4jf3375ostnmdmm 2691 75 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 76 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 77 compileToNFA(matcher.list[i compileToNFA(matcher.list[i . work_xrosz555njd4jf3375ostnmdmm 2691 78 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 79 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 80 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 81 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 82 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 83 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 84 , , , work_xrosz555njd4jf3375ostnmdmm 2691 85 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 86 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 87 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 88 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 89 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 90 nfa.last nfa.last NN work_xrosz555njd4jf3375ostnmdmm 2691 91 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 92 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 93 state state NN work_xrosz555njd4jf3375ostnmdmm 2691 94 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 95 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 96 end end VB work_xrosz555njd4jf3375ostnmdmm 2691 97 break break NN work_xrosz555njd4jf3375ostnmdmm 2691 98 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 99 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 100 AlternateMatcher AlternateMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 101 state1 state1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 102 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 103 compileToNFA(matcher.list[0 compileToNFA(matcher.list[0 NNP work_xrosz555njd4jf3375ostnmdmm 2691 104 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 105 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 106 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 107 state2 state2 NNP work_xrosz555njd4jf3375ostnmdmm 2691 108 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 109 compileToNFA(matcher.list[1 compileToNFA(matcher.list[1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 110 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 111 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 112 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 113 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 114 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 115 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 116 , , , work_xrosz555njd4jf3375ostnmdmm 2691 117 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 118 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 119 , , , work_xrosz555njd4jf3375ostnmdmm 2691 120 state2 state2 NN work_xrosz555njd4jf3375ostnmdmm 2691 121 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 122 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 123 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 124 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 125 = = NFP work_xrosz555njd4jf3375ostnmdmm 2691 126 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 127 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 128 , , , work_xrosz555njd4jf3375ostnmdmm 2691 129 state2 state2 NNP work_xrosz555njd4jf3375ostnmdmm 2691 130 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 131 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 132 break break NN work_xrosz555njd4jf3375ostnmdmm 2691 133 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 134 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 135 QuestionMatcher QuestionMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 136 state1 state1 VBD work_xrosz555njd4jf3375ostnmdmm 2691 137 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 138 compileToNFA(matcher.list[0 compileToNFA(matcher.list[0 NNP work_xrosz555njd4jf3375ostnmdmm 2691 139 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 140 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 141 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 142 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 143 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 144 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 145 , , , work_xrosz555njd4jf3375ostnmdmm 2691 146 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 147 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 148 , , , work_xrosz555njd4jf3375ostnmdmm 2691 149 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 150 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 151 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 152 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 153 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 154 = = NFP work_xrosz555njd4jf3375ostnmdmm 2691 155 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 156 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 157 , , , work_xrosz555njd4jf3375ostnmdmm 2691 158 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 159 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 160 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 161 break break NN work_xrosz555njd4jf3375ostnmdmm 2691 162 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 163 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 164 PlusMatcher PlusMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 165 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 166 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 167 compileToNFA(matcher.list[0 compileToNFA(matcher.list[0 NNP work_xrosz555njd4jf3375ostnmdmm 2691 168 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 169 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 170 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 171 connect connect NNP work_xrosz555njd4jf3375ostnmdmm 2691 172 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 173 state1 state1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 174 , , , work_xrosz555njd4jf3375ostnmdmm 2691 175 state1 state1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 176 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 177 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 178 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 179 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 180 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 181 , , , work_xrosz555njd4jf3375ostnmdmm 2691 182 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 183 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 184 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 185 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 186 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 187 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 188 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 189 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 190 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 191 break break NN work_xrosz555njd4jf3375ostnmdmm 2691 192 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 193 case case NN work_xrosz555njd4jf3375ostnmdmm 2691 194 StarMatcher StarMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2691 195 state1 state1 IN work_xrosz555njd4jf3375ostnmdmm 2691 196 = = SYM work_xrosz555njd4jf3375ostnmdmm 2691 197 compileToNFA(matcher.list[0 compileToNFA(matcher.list[0 NNP work_xrosz555njd4jf3375ostnmdmm 2691 198 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 199 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 200 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 201 connect connect NNP work_xrosz555njd4jf3375ostnmdmm 2691 202 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 203 state1 state1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 204 , , , work_xrosz555njd4jf3375ostnmdmm 2691 205 state1 state1 NNP work_xrosz555njd4jf3375ostnmdmm 2691 206 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 207 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 208 connect connect VB work_xrosz555njd4jf3375ostnmdmm 2691 209 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 210 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 211 , , , work_xrosz555njd4jf3375ostnmdmm 2691 212 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 213 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 214 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 215 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 216 = = NFP work_xrosz555njd4jf3375ostnmdmm 2691 217 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2691 218 state1 state1 NN work_xrosz555njd4jf3375ostnmdmm 2691 219 , , , work_xrosz555njd4jf3375ostnmdmm 2691 220 nfa.last nfa.last NNP work_xrosz555njd4jf3375ostnmdmm 2691 221 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2691 222 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 223 break break VB work_xrosz555njd4jf3375ostnmdmm 2691 224 ; ; : work_xrosz555njd4jf3375ostnmdmm 2691 225 endsw endsw IN work_xrosz555njd4jf3375ostnmdmm 2691 226 Algorithm Algorithm NNP work_xrosz555njd4jf3375ostnmdmm 2691 227 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2691 228 : : : work_xrosz555njd4jf3375ostnmdmm 2691 229 CompileToNFA CompileToNFA NNP work_xrosz555njd4jf3375ostnmdmm 2691 230 35 35 CD work_xrosz555njd4jf3375ostnmdmm 2691 231 for for IN work_xrosz555njd4jf3375ostnmdmm 2691 232 users user NNS work_xrosz555njd4jf3375ostnmdmm 2691 233 . . . work_xrosz555njd4jf3375ostnmdmm 2692 1 With with IN work_xrosz555njd4jf3375ostnmdmm 2692 2 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2692 3 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2692 4 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2692 5 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2692 6 , , , work_xrosz555njd4jf3375ostnmdmm 2692 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2692 8 avoid avoid VBP work_xrosz555njd4jf3375ostnmdmm 2692 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2692 10 work work NN work_xrosz555njd4jf3375ostnmdmm 2692 11 manual manual JJ work_xrosz555njd4jf3375ostnmdmm 2692 12 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2692 13 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2692 14 . . . work_xrosz555njd4jf3375ostnmdmm 2693 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2693 2 . . . work_xrosz555njd4jf3375ostnmdmm 2694 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2694 2 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2694 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2694 4 information information NN work_xrosz555njd4jf3375ostnmdmm 2694 5 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2694 6 can can MD work_xrosz555njd4jf3375ostnmdmm 2694 7 increase increase VB work_xrosz555njd4jf3375ostnmdmm 2694 8 monotonously monotonously RB work_xrosz555njd4jf3375ostnmdmm 2694 9 as as IN work_xrosz555njd4jf3375ostnmdmm 2694 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2694 11 num- num- NNP work_xrosz555njd4jf3375ostnmdmm 2694 12 ber ber NN work_xrosz555njd4jf3375ostnmdmm 2694 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2694 14 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2694 15 increase increase VBP work_xrosz555njd4jf3375ostnmdmm 2694 16 . . . work_xrosz555njd4jf3375ostnmdmm 2695 1 So so RB work_xrosz555njd4jf3375ostnmdmm 2695 2 with with IN work_xrosz555njd4jf3375ostnmdmm 2695 3 enough enough JJ work_xrosz555njd4jf3375ostnmdmm 2695 4 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2695 5 , , , work_xrosz555njd4jf3375ostnmdmm 2695 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2695 7 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2695 8 becomes become VBZ work_xrosz555njd4jf3375ostnmdmm 2695 9 quite quite RB work_xrosz555njd4jf3375ostnmdmm 2695 10 high high JJ work_xrosz555njd4jf3375ostnmdmm 2695 11 . . . work_xrosz555njd4jf3375ostnmdmm 2696 1 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2696 2 . . . work_xrosz555njd4jf3375ostnmdmm 2697 1 High high JJ work_xrosz555njd4jf3375ostnmdmm 2697 2 speed speed NN work_xrosz555njd4jf3375ostnmdmm 2697 3 for for IN work_xrosz555njd4jf3375ostnmdmm 2697 4 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2697 5 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2697 6 . . . work_xrosz555njd4jf3375ostnmdmm 2698 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2698 2 time time NN work_xrosz555njd4jf3375ostnmdmm 2698 3 complexity complexity NN work_xrosz555njd4jf3375ostnmdmm 2698 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2698 5 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2698 6 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2698 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2698 8 O(n o(n CD work_xrosz555njd4jf3375ostnmdmm 2698 9 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2698 10 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2698 11 45 45 CD work_xrosz555njd4jf3375ostnmdmm 2698 12 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2698 13 , , , work_xrosz555njd4jf3375ostnmdmm 2698 14 which which WDT work_xrosz555njd4jf3375ostnmdmm 2698 15 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2698 16 smaller small JJR work_xrosz555njd4jf3375ostnmdmm 2698 17 than than IN work_xrosz555njd4jf3375ostnmdmm 2698 18 some some DT work_xrosz555njd4jf3375ostnmdmm 2698 19 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2698 20 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2698 21 learning learn VBG work_xrosz555njd4jf3375ostnmdmm 2698 22 based base VBN work_xrosz555njd4jf3375ostnmdmm 2698 23 approach- approach- NNP work_xrosz555njd4jf3375ostnmdmm 2698 24 es es NNP work_xrosz555njd4jf3375ostnmdmm 2698 25 . . . work_xrosz555njd4jf3375ostnmdmm 2699 1 One one CD work_xrosz555njd4jf3375ostnmdmm 2699 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2699 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2699 4 Conditional Conditional NNP work_xrosz555njd4jf3375ostnmdmm 2699 5 Random Random NNP work_xrosz555njd4jf3375ostnmdmm 2699 6 Fields(CRFs Fields(CRFs NNP work_xrosz555njd4jf3375ostnmdmm 2699 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2699 8 , , , work_xrosz555njd4jf3375ostnmdmm 2699 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2699 10 uses use VBZ work_xrosz555njd4jf3375ostnmdmm 2699 11 Viterbi Viterbi NNP work_xrosz555njd4jf3375ostnmdmm 2699 12 algorithm algorithm NNP work_xrosz555njd4jf3375ostnmdmm 2699 13 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2699 14 47 47 CD work_xrosz555njd4jf3375ostnmdmm 2699 15 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2699 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2699 17 label label VB work_xrosz555njd4jf3375ostnmdmm 2699 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2699 19 sequence sequence NN work_xrosz555njd4jf3375ostnmdmm 2699 20 , , , work_xrosz555njd4jf3375ostnmdmm 2699 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2699 22 time time NN work_xrosz555njd4jf3375ostnmdmm 2699 23 complexity complexity NN work_xrosz555njd4jf3375ostnmdmm 2699 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2699 25 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2699 26 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2699 27 O(n2 O(n2 NNP work_xrosz555njd4jf3375ostnmdmm 2699 28 t t NN work_xrosz555njd4jf3375ostnmdmm 2699 29 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2699 30 . . . work_xrosz555njd4jf3375ostnmdmm 2700 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2700 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2700 3 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2700 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2700 5 have have VBP work_xrosz555njd4jf3375ostnmdmm 2700 6 introduced introduce VBN work_xrosz555njd4jf3375ostnmdmm 2700 7 how how WRB work_xrosz555njd4jf3375ostnmdmm 2700 8 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2700 9 extracted extract VBD work_xrosz555njd4jf3375ostnmdmm 2700 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2700 11 information information NN work_xrosz555njd4jf3375ostnmdmm 2700 12 from from IN work_xrosz555njd4jf3375ostnmdmm 2700 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2700 14 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2700 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2700 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2700 17 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2700 18 , , , work_xrosz555njd4jf3375ostnmdmm 2700 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2700 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2700 21 implementation implementation NN work_xrosz555njd4jf3375ostnmdmm 2700 22 details detail NNS work_xrosz555njd4jf3375ostnmdmm 2700 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2700 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2700 25 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2700 26 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2700 27 library library NN work_xrosz555njd4jf3375ostnmdmm 2700 28 , , , work_xrosz555njd4jf3375ostnmdmm 2700 29 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2700 30 expression expression NN work_xrosz555njd4jf3375ostnmdmm 2700 31 over over IN work_xrosz555njd4jf3375ostnmdmm 2700 32 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2700 33 . . . work_xrosz555njd4jf3375ostnmdmm 2701 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2701 2 can can MD work_xrosz555njd4jf3375ostnmdmm 2701 3 get get VB work_xrosz555njd4jf3375ostnmdmm 2701 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2701 5 models model NNS work_xrosz555njd4jf3375ostnmdmm 2701 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2701 7 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 2701 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2701 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2701 10 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2701 11 through through IN work_xrosz555njd4jf3375ostnmdmm 2701 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2701 13 procedure procedure NN work_xrosz555njd4jf3375ostnmdmm 2701 14 described describe VBN work_xrosz555njd4jf3375ostnmdmm 2701 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2701 16 this this DT work_xrosz555njd4jf3375ostnmdmm 2701 17 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2701 18 . . . work_xrosz555njd4jf3375ostnmdmm 2702 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2702 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2702 3 next next JJ work_xrosz555njd4jf3375ostnmdmm 2702 4 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2702 5 , , , work_xrosz555njd4jf3375ostnmdmm 2702 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2702 7 will will MD work_xrosz555njd4jf3375ostnmdmm 2702 8 discuss discuss VB work_xrosz555njd4jf3375ostnmdmm 2702 9 how how WRB work_xrosz555njd4jf3375ostnmdmm 2702 10 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2702 11 system system NN work_xrosz555njd4jf3375ostnmdmm 2702 12 searches search VBZ work_xrosz555njd4jf3375ostnmdmm 2702 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2702 14 ranks rank VBZ work_xrosz555njd4jf3375ostnmdmm 2702 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2702 16 models model NNS work_xrosz555njd4jf3375ostnmdmm 2702 17 by by IN work_xrosz555njd4jf3375ostnmdmm 2702 18 resume resume NN work_xrosz555njd4jf3375ostnmdmm 2702 19 models model NNS work_xrosz555njd4jf3375ostnmdmm 2702 20 . . . work_xrosz555njd4jf3375ostnmdmm 2703 1 36 36 CD work_xrosz555njd4jf3375ostnmdmm 2703 2 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2703 3 . . . work_xrosz555njd4jf3375ostnmdmm 2704 1 MODEL model NN work_xrosz555njd4jf3375ostnmdmm 2704 2 SIMILARITY SIMILARITY VBD work_xrosz555njd4jf3375ostnmdmm 2704 3 The the DT work_xrosz555njd4jf3375ostnmdmm 2704 4 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2704 5 value value NN work_xrosz555njd4jf3375ostnmdmm 2704 6 between between IN work_xrosz555njd4jf3375ostnmdmm 2704 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2704 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2704 9 model model NN work_xrosz555njd4jf3375ostnmdmm 2704 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2704 11 a a DT work_xrosz555njd4jf3375ostnmdmm 2704 12 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2704 13 model model NN work_xrosz555njd4jf3375ostnmdmm 2704 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2704 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2704 16 summation summation NN work_xrosz555njd4jf3375ostnmdmm 2704 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2704 18 weighted weighted JJ work_xrosz555njd4jf3375ostnmdmm 2704 19 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2704 20 values value NNS work_xrosz555njd4jf3375ostnmdmm 2704 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2704 22 different different JJ work_xrosz555njd4jf3375ostnmdmm 2704 23 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2704 24 . . . work_xrosz555njd4jf3375ostnmdmm 2705 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2705 2 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2705 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2705 4 given give VBN work_xrosz555njd4jf3375ostnmdmm 2705 5 below below RP work_xrosz555njd4jf3375ostnmdmm 2705 6 : : : work_xrosz555njd4jf3375ostnmdmm 2705 7 sim(r sim(r CD work_xrosz555njd4jf3375ostnmdmm 2705 8 , , , work_xrosz555njd4jf3375ostnmdmm 2705 9 j j NNP work_xrosz555njd4jf3375ostnmdmm 2705 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2705 11 = = SYM work_xrosz555njd4jf3375ostnmdmm 2705 12 n∑ n∑ VB work_xrosz555njd4jf3375ostnmdmm 2705 13 i=1 i=1 NNP work_xrosz555njd4jf3375ostnmdmm 2705 14 simfuni(ri simfuni(ri CD work_xrosz555njd4jf3375ostnmdmm 2705 15 , , , work_xrosz555njd4jf3375ostnmdmm 2705 16 ji ji NNP work_xrosz555njd4jf3375ostnmdmm 2705 17 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2705 18 ×wi ×wi FW work_xrosz555njd4jf3375ostnmdmm 2705 19 The the DT work_xrosz555njd4jf3375ostnmdmm 2705 20 value value NN work_xrosz555njd4jf3375ostnmdmm 2705 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2705 22 sim(r sim(r NN work_xrosz555njd4jf3375ostnmdmm 2705 23 , , , work_xrosz555njd4jf3375ostnmdmm 2705 24 j j NNP work_xrosz555njd4jf3375ostnmdmm 2705 25 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2705 26 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2705 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2705 28 summation summation NN work_xrosz555njd4jf3375ostnmdmm 2705 29 of of IN work_xrosz555njd4jf3375ostnmdmm 2705 30 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2705 31 values value NNS work_xrosz555njd4jf3375ostnmdmm 2705 32 of of IN work_xrosz555njd4jf3375ostnmdmm 2705 33 different different JJ work_xrosz555njd4jf3375ostnmdmm 2705 34 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2705 35 times time VBZ work_xrosz555njd4jf3375ostnmdmm 2705 36 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2705 37 corresponding corresponding JJ work_xrosz555njd4jf3375ostnmdmm 2705 38 weights weight NNS work_xrosz555njd4jf3375ostnmdmm 2705 39 . . . work_xrosz555njd4jf3375ostnmdmm 2706 1 simfuni(ri simfuni(ri CD work_xrosz555njd4jf3375ostnmdmm 2706 2 , , , work_xrosz555njd4jf3375ostnmdmm 2706 3 ji ji NNP work_xrosz555njd4jf3375ostnmdmm 2706 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2706 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2706 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2706 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2706 8 function function NN work_xrosz555njd4jf3375ostnmdmm 2706 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2706 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2706 11 ith ith NNP work_xrosz555njd4jf3375ostnmdmm 2706 12 field field NN work_xrosz555njd4jf3375ostnmdmm 2706 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2706 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2706 15 model model NN work_xrosz555njd4jf3375ostnmdmm 2706 16 . . . work_xrosz555njd4jf3375ostnmdmm 2707 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2707 2 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2707 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2707 4 , , , work_xrosz555njd4jf3375ostnmdmm 2707 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2707 6 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2707 7 model model NN work_xrosz555njd4jf3375ostnmdmm 2707 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2707 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2707 10 model model NN work_xrosz555njd4jf3375ostnmdmm 2707 11 both both DT work_xrosz555njd4jf3375ostnmdmm 2707 12 have have VBP work_xrosz555njd4jf3375ostnmdmm 2707 13 four four CD work_xrosz555njd4jf3375ostnmdmm 2707 14 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2707 15 : : : work_xrosz555njd4jf3375ostnmdmm 2707 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2707 17 title title NN work_xrosz555njd4jf3375ostnmdmm 2707 18 , , , work_xrosz555njd4jf3375ostnmdmm 2707 19 major major JJ work_xrosz555njd4jf3375ostnmdmm 2707 20 , , , work_xrosz555njd4jf3375ostnmdmm 2707 21 academic academic JJ work_xrosz555njd4jf3375ostnmdmm 2707 22 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2707 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2707 24 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2707 25 . . . work_xrosz555njd4jf3375ostnmdmm 2708 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2708 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2708 3 value value NN work_xrosz555njd4jf3375ostnmdmm 2708 4 between between IN work_xrosz555njd4jf3375ostnmdmm 2708 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2708 6 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2708 7 model model NN work_xrosz555njd4jf3375ostnmdmm 2708 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2708 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2708 10 model model NN work_xrosz555njd4jf3375ostnmdmm 2708 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2708 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2708 13 sum sum NN work_xrosz555njd4jf3375ostnmdmm 2708 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2708 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2708 16 productions production NNS work_xrosz555njd4jf3375ostnmdmm 2708 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2708 18 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2708 19 values value NNS work_xrosz555njd4jf3375ostnmdmm 2708 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2708 21 all all PDT work_xrosz555njd4jf3375ostnmdmm 2708 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2708 23 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2708 24 pairs pair NNS work_xrosz555njd4jf3375ostnmdmm 2708 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2708 26 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2708 27 weights weight NNS work_xrosz555njd4jf3375ostnmdmm 2708 28 . . . work_xrosz555njd4jf3375ostnmdmm 2709 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2709 2 will will MD work_xrosz555njd4jf3375ostnmdmm 2709 3 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2709 4 how how WRB work_xrosz555njd4jf3375ostnmdmm 2709 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2709 6 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2709 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2709 8 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2709 9 value value NN work_xrosz555njd4jf3375ostnmdmm 2709 10 for for IN work_xrosz555njd4jf3375ostnmdmm 2709 11 each each DT work_xrosz555njd4jf3375ostnmdmm 2709 12 field field NN work_xrosz555njd4jf3375ostnmdmm 2709 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2709 14 this this DT work_xrosz555njd4jf3375ostnmdmm 2709 15 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2709 16 . . . work_xrosz555njd4jf3375ostnmdmm 2710 1 6.1 6.1 CD work_xrosz555njd4jf3375ostnmdmm 2710 2 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2710 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2710 4 Major Major NNP work_xrosz555njd4jf3375ostnmdmm 2710 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2710 6 Academic Academic NNP work_xrosz555njd4jf3375ostnmdmm 2710 7 Degree Degree NNP work_xrosz555njd4jf3375ostnmdmm 2710 8 In in IN work_xrosz555njd4jf3375ostnmdmm 2710 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2710 10 simplest simple JJS work_xrosz555njd4jf3375ostnmdmm 2710 11 case case NN work_xrosz555njd4jf3375ostnmdmm 2710 12 , , , work_xrosz555njd4jf3375ostnmdmm 2710 13 if if IN work_xrosz555njd4jf3375ostnmdmm 2710 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2710 15 majors major NNS work_xrosz555njd4jf3375ostnmdmm 2710 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2710 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2710 18 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2710 19 model model NN work_xrosz555njd4jf3375ostnmdmm 2710 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2710 21 job job NN work_xrosz555njd4jf3375ostnmdmm 2710 22 model model NN work_xrosz555njd4jf3375ostnmdmm 2710 23 are be VBP work_xrosz555njd4jf3375ostnmdmm 2710 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2710 25 same same JJ work_xrosz555njd4jf3375ostnmdmm 2710 26 , , , work_xrosz555njd4jf3375ostnmdmm 2710 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2710 28 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2710 29 value value NN work_xrosz555njd4jf3375ostnmdmm 2710 30 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2710 31 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2710 32 . . . work_xrosz555njd4jf3375ostnmdmm 2711 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2711 2 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2711 3 are be VBP work_xrosz555njd4jf3375ostnmdmm 2711 4 different different JJ work_xrosz555njd4jf3375ostnmdmm 2711 5 , , , work_xrosz555njd4jf3375ostnmdmm 2711 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2711 7 can can MD work_xrosz555njd4jf3375ostnmdmm 2711 8 check check VB work_xrosz555njd4jf3375ostnmdmm 2711 9 whether whether IN work_xrosz555njd4jf3375ostnmdmm 2711 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2711 11 major major NN work_xrosz555njd4jf3375ostnmdmm 2711 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2711 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2711 14 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2711 15 model model NN work_xrosz555njd4jf3375ostnmdmm 2711 16 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2711 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2711 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2711 19 list list NN work_xrosz555njd4jf3375ostnmdmm 2711 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2711 21 related related JJ work_xrosz555njd4jf3375ostnmdmm 2711 22 majors major NNS work_xrosz555njd4jf3375ostnmdmm 2711 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2711 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2711 25 major major JJ work_xrosz555njd4jf3375ostnmdmm 2711 26 in in IN work_xrosz555njd4jf3375ostnmdmm 2711 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2711 28 job job NN work_xrosz555njd4jf3375ostnmdmm 2711 29 model model NN work_xrosz555njd4jf3375ostnmdmm 2711 30 . . . work_xrosz555njd4jf3375ostnmdmm 2712 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2712 2 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2712 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2712 4 , , , work_xrosz555njd4jf3375ostnmdmm 2712 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2712 6 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2712 7 value value NN work_xrosz555njd4jf3375ostnmdmm 2712 8 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2712 9 0.5 0.5 CD work_xrosz555njd4jf3375ostnmdmm 2712 10 ; ; : work_xrosz555njd4jf3375ostnmdmm 2712 11 otherwise otherwise RB work_xrosz555njd4jf3375ostnmdmm 2712 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2712 13 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2712 14 value value NN work_xrosz555njd4jf3375ostnmdmm 2712 15 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2712 16 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2712 17 . . . work_xrosz555njd4jf3375ostnmdmm 2713 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2713 2 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2713 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2713 4 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2713 5 below below IN work_xrosz555njd4jf3375ostnmdmm 2713 6 : : : work_xrosz555njd4jf3375ostnmdmm 2713 7 MajorSim(r majorsim(r CD work_xrosz555njd4jf3375ostnmdmm 2713 8 , , , work_xrosz555njd4jf3375ostnmdmm 2713 9 j j NNP work_xrosz555njd4jf3375ostnmdmm 2713 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2713 11 = = NFP work_xrosz555njd4jf3375ostnmdmm 2713 12   CD work_xrosz555njd4jf3375ostnmdmm 2713 13   NNP work_xrosz555njd4jf3375ostnmdmm 2713 14 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2713 15 , , , work_xrosz555njd4jf3375ostnmdmm 2713 16 rmajor rmajor NN work_xrosz555njd4jf3375ostnmdmm 2713 17 = = SYM work_xrosz555njd4jf3375ostnmdmm 2713 18 jmajor jmajor NN work_xrosz555njd4jf3375ostnmdmm 2713 19 0.5 0.5 CD work_xrosz555njd4jf3375ostnmdmm 2713 20 , , , work_xrosz555njd4jf3375ostnmdmm 2713 21 rmajor rmajor NN work_xrosz555njd4jf3375ostnmdmm 2713 22 ∈ ∈ JJ work_xrosz555njd4jf3375ostnmdmm 2713 23 related(jmajor related(jmajor NN work_xrosz555njd4jf3375ostnmdmm 2713 24 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2713 25 0 0 NFP work_xrosz555njd4jf3375ostnmdmm 2713 26 , , , work_xrosz555njd4jf3375ostnmdmm 2713 27 otherwise otherwise RB work_xrosz555njd4jf3375ostnmdmm 2713 28   NNP work_xrosz555njd4jf3375ostnmdmm 2713 29   NNP work_xrosz555njd4jf3375ostnmdmm 2713 30 There there EX work_xrosz555njd4jf3375ostnmdmm 2713 31 are be VBP work_xrosz555njd4jf3375ostnmdmm 2713 32 five five CD work_xrosz555njd4jf3375ostnmdmm 2713 33 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2713 34 of of IN work_xrosz555njd4jf3375ostnmdmm 2713 35 academic academic JJ work_xrosz555njd4jf3375ostnmdmm 2713 36 degrees degree NNS work_xrosz555njd4jf3375ostnmdmm 2713 37 in in IN work_xrosz555njd4jf3375ostnmdmm 2713 38 the the DT work_xrosz555njd4jf3375ostnmdmm 2713 39 system system NN work_xrosz555njd4jf3375ostnmdmm 2713 40 : : : work_xrosz555njd4jf3375ostnmdmm 2713 41 high high JJ work_xrosz555njd4jf3375ostnmdmm 2713 42 school school NN work_xrosz555njd4jf3375ostnmdmm 2713 43 , , , work_xrosz555njd4jf3375ostnmdmm 2713 44 associate associate NN work_xrosz555njd4jf3375ostnmdmm 2713 45 , , , work_xrosz555njd4jf3375ostnmdmm 2713 46 37 37 CD work_xrosz555njd4jf3375ostnmdmm 2713 47 bachelor bachelor NN work_xrosz555njd4jf3375ostnmdmm 2713 48 , , , work_xrosz555njd4jf3375ostnmdmm 2713 49 master master NN work_xrosz555njd4jf3375ostnmdmm 2713 50 , , , work_xrosz555njd4jf3375ostnmdmm 2713 51 and and CC work_xrosz555njd4jf3375ostnmdmm 2713 52 Ph.D. Ph.D. NNP work_xrosz555njd4jf3375ostnmdmm 2713 53 , , , work_xrosz555njd4jf3375ostnmdmm 2713 54 which which WDT work_xrosz555njd4jf3375ostnmdmm 2713 55 are be VBP work_xrosz555njd4jf3375ostnmdmm 2713 56 mapped map VBN work_xrosz555njd4jf3375ostnmdmm 2713 57 to to IN work_xrosz555njd4jf3375ostnmdmm 2713 58 the the DT work_xrosz555njd4jf3375ostnmdmm 2713 59 integer integer NN work_xrosz555njd4jf3375ostnmdmm 2713 60 values value NNS work_xrosz555njd4jf3375ostnmdmm 2713 61 form form VBP work_xrosz555njd4jf3375ostnmdmm 2713 62 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2713 63 to to IN work_xrosz555njd4jf3375ostnmdmm 2713 64 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2713 65 . . . work_xrosz555njd4jf3375ostnmdmm 2714 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2714 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 3 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2714 4 value value NN work_xrosz555njd4jf3375ostnmdmm 2714 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2714 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 7 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2714 8 model model NN work_xrosz555njd4jf3375ostnmdmm 2714 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2714 10 less less JJR work_xrosz555njd4jf3375ostnmdmm 2714 11 than than IN work_xrosz555njd4jf3375ostnmdmm 2714 12 that that DT work_xrosz555njd4jf3375ostnmdmm 2714 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2714 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2714 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2714 17 , , , work_xrosz555njd4jf3375ostnmdmm 2714 18 which which WDT work_xrosz555njd4jf3375ostnmdmm 2714 19 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2714 20 that that IN work_xrosz555njd4jf3375ostnmdmm 2714 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2714 23 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2714 24 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2714 25 education education NN work_xrosz555njd4jf3375ostnmdmm 2714 26 background background NN work_xrosz555njd4jf3375ostnmdmm 2714 27 can can MD work_xrosz555njd4jf3375ostnmdmm 2714 28 not not RB work_xrosz555njd4jf3375ostnmdmm 2714 29 satisfy satisfy VB work_xrosz555njd4jf3375ostnmdmm 2714 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 31 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2714 32 of of IN work_xrosz555njd4jf3375ostnmdmm 2714 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 34 job job NN work_xrosz555njd4jf3375ostnmdmm 2714 35 , , , work_xrosz555njd4jf3375ostnmdmm 2714 36 the the DT work_xrosz555njd4jf3375ostnmdmm 2714 37 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2714 38 value value NN work_xrosz555njd4jf3375ostnmdmm 2714 39 in in IN work_xrosz555njd4jf3375ostnmdmm 2714 40 this this DT work_xrosz555njd4jf3375ostnmdmm 2714 41 case case NN work_xrosz555njd4jf3375ostnmdmm 2714 42 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2714 43 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2714 44 . . . work_xrosz555njd4jf3375ostnmdmm 2715 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2715 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2715 3 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2715 4 value value NN work_xrosz555njd4jf3375ostnmdmm 2715 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2715 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2715 7 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2715 8 model model NN work_xrosz555njd4jf3375ostnmdmm 2715 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2715 10 equal equal JJ work_xrosz555njd4jf3375ostnmdmm 2715 11 to to IN work_xrosz555njd4jf3375ostnmdmm 2715 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2715 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2715 14 model model NN work_xrosz555njd4jf3375ostnmdmm 2715 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2715 16 no no DT work_xrosz555njd4jf3375ostnmdmm 2715 17 more more JJR work_xrosz555njd4jf3375ostnmdmm 2715 18 than than IN work_xrosz555njd4jf3375ostnmdmm 2715 19 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2715 20 above above RB work_xrosz555njd4jf3375ostnmdmm 2715 21 , , , work_xrosz555njd4jf3375ostnmdmm 2715 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2715 23 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2715 24 value value NN work_xrosz555njd4jf3375ostnmdmm 2715 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2715 26 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2715 27 . . . work_xrosz555njd4jf3375ostnmdmm 2716 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2716 2 some some DT work_xrosz555njd4jf3375ostnmdmm 2716 3 cases case NNS work_xrosz555njd4jf3375ostnmdmm 2716 4 , , , work_xrosz555njd4jf3375ostnmdmm 2716 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 6 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2716 7 value value NN work_xrosz555njd4jf3375ostnmdmm 2716 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2716 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2716 11 model model NN work_xrosz555njd4jf3375ostnmdmm 2716 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2716 13 greater great JJR work_xrosz555njd4jf3375ostnmdmm 2716 14 than than IN work_xrosz555njd4jf3375ostnmdmm 2716 15 that that DT work_xrosz555njd4jf3375ostnmdmm 2716 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2716 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2716 19 model model NN work_xrosz555njd4jf3375ostnmdmm 2716 20 , , , work_xrosz555njd4jf3375ostnmdmm 2716 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2716 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 23 difference difference NN work_xrosz555njd4jf3375ostnmdmm 2716 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2716 25 greater great JJR work_xrosz555njd4jf3375ostnmdmm 2716 26 than than IN work_xrosz555njd4jf3375ostnmdmm 2716 27 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2716 28 , , , work_xrosz555njd4jf3375ostnmdmm 2716 29 which which WDT work_xrosz555njd4jf3375ostnmdmm 2716 30 means mean VBZ work_xrosz555njd4jf3375ostnmdmm 2716 31 that that IN work_xrosz555njd4jf3375ostnmdmm 2716 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 33 job job NN work_xrosz555njd4jf3375ostnmdmm 2716 34 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2716 35 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2716 36 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2716 37 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2716 38 much much RB work_xrosz555njd4jf3375ostnmdmm 2716 39 higher high JJR work_xrosz555njd4jf3375ostnmdmm 2716 40 than than IN work_xrosz555njd4jf3375ostnmdmm 2716 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 42 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2716 43 of of IN work_xrosz555njd4jf3375ostnmdmm 2716 44 the the DT work_xrosz555njd4jf3375ostnmdmm 2716 45 job job NN work_xrosz555njd4jf3375ostnmdmm 2716 46 . . . work_xrosz555njd4jf3375ostnmdmm 2717 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2717 2 situation situation NN work_xrosz555njd4jf3375ostnmdmm 2717 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2717 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2717 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2717 6 kind kind NN work_xrosz555njd4jf3375ostnmdmm 2717 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2717 8 relative relative JJ work_xrosz555njd4jf3375ostnmdmm 2717 9 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2717 10 , , , work_xrosz555njd4jf3375ostnmdmm 2717 11 so so CC work_xrosz555njd4jf3375ostnmdmm 2717 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2717 13 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2717 14 value value NN work_xrosz555njd4jf3375ostnmdmm 2717 15 here here RB work_xrosz555njd4jf3375ostnmdmm 2717 16 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2717 17 0.5 0.5 CD work_xrosz555njd4jf3375ostnmdmm 2717 18 . . . work_xrosz555njd4jf3375ostnmdmm 2718 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2718 2 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2718 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2718 4 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2718 5 below below IN work_xrosz555njd4jf3375ostnmdmm 2718 6 : : : work_xrosz555njd4jf3375ostnmdmm 2718 7 DegreeSim(r degreesim(r CD work_xrosz555njd4jf3375ostnmdmm 2718 8 , , , work_xrosz555njd4jf3375ostnmdmm 2718 9 j j NNP work_xrosz555njd4jf3375ostnmdmm 2718 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2718 11 = = NFP work_xrosz555njd4jf3375ostnmdmm 2718 12   CD work_xrosz555njd4jf3375ostnmdmm 2718 13   NNP work_xrosz555njd4jf3375ostnmdmm 2718 14 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2718 15 , , , work_xrosz555njd4jf3375ostnmdmm 2718 16 rdegree rdegree NNP work_xrosz555njd4jf3375ostnmdmm 2718 17 < < XX work_xrosz555njd4jf3375ostnmdmm 2718 18 jdegree jdegree NNP work_xrosz555njd4jf3375ostnmdmm 2718 19 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2718 20 , , , work_xrosz555njd4jf3375ostnmdmm 2718 21 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2718 22 < < XX work_xrosz555njd4jf3375ostnmdmm 2718 23 rdegree rdegree VBP work_xrosz555njd4jf3375ostnmdmm 2718 24 − − NNP work_xrosz555njd4jf3375ostnmdmm 2718 25 jdegree jdegree NNP work_xrosz555njd4jf3375ostnmdmm 2718 26 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2718 27 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2718 28 0.5 0.5 CD work_xrosz555njd4jf3375ostnmdmm 2718 29 , , , work_xrosz555njd4jf3375ostnmdmm 2718 30 rdegree rdegree NNP work_xrosz555njd4jf3375ostnmdmm 2718 31 − − NNP work_xrosz555njd4jf3375ostnmdmm 2718 32 jdegree jdegree NN work_xrosz555njd4jf3375ostnmdmm 2718 33 > > XX work_xrosz555njd4jf3375ostnmdmm 2718 34 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2718 35   CD work_xrosz555njd4jf3375ostnmdmm 2718 36   NNP work_xrosz555njd4jf3375ostnmdmm 2718 37 6.2 6.2 CD work_xrosz555njd4jf3375ostnmdmm 2718 38 Similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2718 39 of of IN work_xrosz555njd4jf3375ostnmdmm 2718 40 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2718 41 Title Title NNP work_xrosz555njd4jf3375ostnmdmm 2718 42 Another another DT work_xrosz555njd4jf3375ostnmdmm 2718 43 field field NN work_xrosz555njd4jf3375ostnmdmm 2718 44 of of IN work_xrosz555njd4jf3375ostnmdmm 2718 45 needs need VBZ work_xrosz555njd4jf3375ostnmdmm 2718 46 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2718 47 calculation calculation NN work_xrosz555njd4jf3375ostnmdmm 2718 48 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2718 49 the the DT work_xrosz555njd4jf3375ostnmdmm 2718 50 job job NN work_xrosz555njd4jf3375ostnmdmm 2718 51 titles title NNS work_xrosz555njd4jf3375ostnmdmm 2718 52 in in IN work_xrosz555njd4jf3375ostnmdmm 2718 53 the the DT work_xrosz555njd4jf3375ostnmdmm 2718 54 models model NNS work_xrosz555njd4jf3375ostnmdmm 2718 55 . . . work_xrosz555njd4jf3375ostnmdmm 2719 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2719 2 job job NN work_xrosz555njd4jf3375ostnmdmm 2719 3 title title NN work_xrosz555njd4jf3375ostnmdmm 2719 4 can can MD work_xrosz555njd4jf3375ostnmdmm 2719 5 be be VB work_xrosz555njd4jf3375ostnmdmm 2719 6 parsed parse VBN work_xrosz555njd4jf3375ostnmdmm 2719 7 into into IN work_xrosz555njd4jf3375ostnmdmm 2719 8 some some DT work_xrosz555njd4jf3375ostnmdmm 2719 9 sub sub NN work_xrosz555njd4jf3375ostnmdmm 2719 10 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2719 11 : : : work_xrosz555njd4jf3375ostnmdmm 2719 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2719 13 role role NN work_xrosz555njd4jf3375ostnmdmm 2719 14 , , , work_xrosz555njd4jf3375ostnmdmm 2719 15 level level NN work_xrosz555njd4jf3375ostnmdmm 2719 16 , , , work_xrosz555njd4jf3375ostnmdmm 2719 17 platform platform NN work_xrosz555njd4jf3375ostnmdmm 2719 18 , , , work_xrosz555njd4jf3375ostnmdmm 2719 19 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2719 20 language language NN work_xrosz555njd4jf3375ostnmdmm 2719 21 . . . work_xrosz555njd4jf3375ostnmdmm 2720 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2720 2 value value NN work_xrosz555njd4jf3375ostnmdmm 2720 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2720 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2720 5 roles role NNS work_xrosz555njd4jf3375ostnmdmm 2720 6 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2720 7 : : : work_xrosz555njd4jf3375ostnmdmm 2720 8 developer developer NN work_xrosz555njd4jf3375ostnmdmm 2720 9 , , , work_xrosz555njd4jf3375ostnmdmm 2720 10 manager manager NN work_xrosz555njd4jf3375ostnmdmm 2720 11 , , , work_xrosz555njd4jf3375ostnmdmm 2720 12 administrator administrator NN work_xrosz555njd4jf3375ostnmdmm 2720 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2720 14 so so RB work_xrosz555njd4jf3375ostnmdmm 2720 15 on on RB work_xrosz555njd4jf3375ostnmdmm 2720 16 . . . work_xrosz555njd4jf3375ostnmdmm 2721 1 There there EX work_xrosz555njd4jf3375ostnmdmm 2721 2 are be VBP work_xrosz555njd4jf3375ostnmdmm 2721 3 levels level NNS work_xrosz555njd4jf3375ostnmdmm 2721 4 values value NNS work_xrosz555njd4jf3375ostnmdmm 2721 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2721 6 such such JJ work_xrosz555njd4jf3375ostnmdmm 2721 7 roles role NNS work_xrosz555njd4jf3375ostnmdmm 2721 8 : : : work_xrosz555njd4jf3375ostnmdmm 2721 9 such such JJ work_xrosz555njd4jf3375ostnmdmm 2721 10 as as IN work_xrosz555njd4jf3375ostnmdmm 2721 11 junior junior JJ work_xrosz555njd4jf3375ostnmdmm 2721 12 , , , work_xrosz555njd4jf3375ostnmdmm 2721 13 senior senior JJ work_xrosz555njd4jf3375ostnmdmm 2721 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2721 15 architect architect NN work_xrosz555njd4jf3375ostnmdmm 2721 16 . . . work_xrosz555njd4jf3375ostnmdmm 2722 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2722 2 platforms platform NNS work_xrosz555njd4jf3375ostnmdmm 2722 3 : : : work_xrosz555njd4jf3375ostnmdmm 2722 4 web web NN work_xrosz555njd4jf3375ostnmdmm 2722 5 , , , work_xrosz555njd4jf3375ostnmdmm 2722 6 mobile mobile NN work_xrosz555njd4jf3375ostnmdmm 2722 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2722 8 cloud cloud NN work_xrosz555njd4jf3375ostnmdmm 2722 9 are be VBP work_xrosz555njd4jf3375ostnmdmm 2722 10 used use VBN work_xrosz555njd4jf3375ostnmdmm 2722 11 by by IN work_xrosz555njd4jf3375ostnmdmm 2722 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2722 13 very very JJ work_xrosz555njd4jf3375ostnmdmm 2722 14 roles role NNS work_xrosz555njd4jf3375ostnmdmm 2722 15 . . . work_xrosz555njd4jf3375ostnmdmm 2723 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2723 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2723 3 value value NN work_xrosz555njd4jf3375ostnmdmm 2723 4 between between IN work_xrosz555njd4jf3375ostnmdmm 2723 5 two two CD work_xrosz555njd4jf3375ostnmdmm 2723 6 titles title NNS work_xrosz555njd4jf3375ostnmdmm 2723 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2723 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2723 9 sum sum NN work_xrosz555njd4jf3375ostnmdmm 2723 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2723 11 all all PDT work_xrosz555njd4jf3375ostnmdmm 2723 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2723 13 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2723 14 values value NNS work_xrosz555njd4jf3375ostnmdmm 2723 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2723 16 these these DT work_xrosz555njd4jf3375ostnmdmm 2723 17 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2723 18 . . . work_xrosz555njd4jf3375ostnmdmm 2724 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2724 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2724 3 value value NN work_xrosz555njd4jf3375ostnmdmm 2724 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2724 5 each each DT work_xrosz555njd4jf3375ostnmdmm 2724 6 sub sub NN work_xrosz555njd4jf3375ostnmdmm 2724 7 filed file VBD work_xrosz555njd4jf3375ostnmdmm 2724 8 ranges range NNS work_xrosz555njd4jf3375ostnmdmm 2724 9 from from IN work_xrosz555njd4jf3375ostnmdmm 2724 10 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2724 11 to to IN work_xrosz555njd4jf3375ostnmdmm 2724 12 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2724 13 , , , work_xrosz555njd4jf3375ostnmdmm 2724 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2724 15 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2724 16 also also RB work_xrosz555njd4jf3375ostnmdmm 2724 17 normalized normalize VBD work_xrosz555njd4jf3375ostnmdmm 2724 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2724 19 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2724 20 summation summation NN work_xrosz555njd4jf3375ostnmdmm 2724 21 value value NN work_xrosz555njd4jf3375ostnmdmm 2724 22 to to IN work_xrosz555njd4jf3375ostnmdmm 2724 23 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2724 24 by by IN work_xrosz555njd4jf3375ostnmdmm 2724 25 dividing divide VBG work_xrosz555njd4jf3375ostnmdmm 2724 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2724 27 number number NN work_xrosz555njd4jf3375ostnmdmm 2724 28 of of IN work_xrosz555njd4jf3375ostnmdmm 2724 29 sub sub NN work_xrosz555njd4jf3375ostnmdmm 2724 30 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2724 31 . . . work_xrosz555njd4jf3375ostnmdmm 2725 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2725 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2725 3 job job NN work_xrosz555njd4jf3375ostnmdmm 2725 4 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2725 5 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2725 6 some some DT work_xrosz555njd4jf3375ostnmdmm 2725 7 working work VBG work_xrosz555njd4jf3375ostnmdmm 2725 8 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2725 9 , , , work_xrosz555njd4jf3375ostnmdmm 2725 10 there there EX work_xrosz555njd4jf3375ostnmdmm 2725 11 may may MD work_xrosz555njd4jf3375ostnmdmm 2725 12 be be VB work_xrosz555njd4jf3375ostnmdmm 2725 13 some some DT work_xrosz555njd4jf3375ostnmdmm 2725 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2725 15 titles title NNS work_xrosz555njd4jf3375ostnmdmm 2725 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2725 17 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2725 18 résumé. résumé. CD work_xrosz555njd4jf3375ostnmdmm 2726 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2726 2 calculating calculate VBG work_xrosz555njd4jf3375ostnmdmm 2726 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 4 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2726 5 value value NN work_xrosz555njd4jf3375ostnmdmm 2726 6 between between IN work_xrosz555njd4jf3375ostnmdmm 2726 7 a a DT work_xrosz555njd4jf3375ostnmdmm 2726 8 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2726 9 model model NN work_xrosz555njd4jf3375ostnmdmm 2726 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2726 11 a a DT work_xrosz555njd4jf3375ostnmdmm 2726 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2726 13 model model NN work_xrosz555njd4jf3375ostnmdmm 2726 14 , , , work_xrosz555njd4jf3375ostnmdmm 2726 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 16 system system NN work_xrosz555njd4jf3375ostnmdmm 2726 17 calculates calculate VBZ work_xrosz555njd4jf3375ostnmdmm 2726 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 19 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2726 20 values value NNS work_xrosz555njd4jf3375ostnmdmm 2726 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2726 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 23 title title NN work_xrosz555njd4jf3375ostnmdmm 2726 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2726 25 job job NN work_xrosz555njd4jf3375ostnmdmm 2726 26 model model NN work_xrosz555njd4jf3375ostnmdmm 2726 27 to to IN work_xrosz555njd4jf3375ostnmdmm 2726 28 all all PDT work_xrosz555njd4jf3375ostnmdmm 2726 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 30 titles title NNS work_xrosz555njd4jf3375ostnmdmm 2726 31 in in IN work_xrosz555njd4jf3375ostnmdmm 2726 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 33 38 38 CD work_xrosz555njd4jf3375ostnmdmm 2726 34 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2726 35 model model NN work_xrosz555njd4jf3375ostnmdmm 2726 36 and and CC work_xrosz555njd4jf3375ostnmdmm 2726 37 returns return VBZ work_xrosz555njd4jf3375ostnmdmm 2726 38 the the DT work_xrosz555njd4jf3375ostnmdmm 2726 39 maximum maximum JJ work_xrosz555njd4jf3375ostnmdmm 2726 40 one one NN work_xrosz555njd4jf3375ostnmdmm 2726 41 . . . work_xrosz555njd4jf3375ostnmdmm 2727 1 6.3 6.3 CD work_xrosz555njd4jf3375ostnmdmm 2727 2 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2727 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2727 4 Skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2727 5 The the DT work_xrosz555njd4jf3375ostnmdmm 2727 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2727 7 model model NN work_xrosz555njd4jf3375ostnmdmm 2727 8 usually usually RB work_xrosz555njd4jf3375ostnmdmm 2727 9 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2727 10 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 2727 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2727 12 some some DT work_xrosz555njd4jf3375ostnmdmm 2727 13 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2727 14 , , , work_xrosz555njd4jf3375ostnmdmm 2727 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2727 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2727 17 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2727 18 model model NN work_xrosz555njd4jf3375ostnmdmm 2727 19 lists list VBZ work_xrosz555njd4jf3375ostnmdmm 2727 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2727 21 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2727 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2727 23 job job NN work_xrosz555njd4jf3375ostnmdmm 2727 24 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2727 25 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2727 26 as as RB work_xrosz555njd4jf3375ostnmdmm 2727 27 well well RB work_xrosz555njd4jf3375ostnmdmm 2727 28 . . . work_xrosz555njd4jf3375ostnmdmm 2728 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2728 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2728 3 value value NN work_xrosz555njd4jf3375ostnmdmm 2728 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2728 5 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2728 6 field field NN work_xrosz555njd4jf3375ostnmdmm 2728 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2728 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2728 9 normalized normalized JJ work_xrosz555njd4jf3375ostnmdmm 2728 10 summation summation NN work_xrosz555njd4jf3375ostnmdmm 2728 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2728 12 all all PDT work_xrosz555njd4jf3375ostnmdmm 2728 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2728 14 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2728 15 values value NNS work_xrosz555njd4jf3375ostnmdmm 2728 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2728 17 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2728 18 in in IN work_xrosz555njd4jf3375ostnmdmm 2728 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2728 20 job job NN work_xrosz555njd4jf3375ostnmdmm 2728 21 model model NN work_xrosz555njd4jf3375ostnmdmm 2728 22 . . . work_xrosz555njd4jf3375ostnmdmm 2729 1 SkillSetSim(SJ SkillSetSim(SJ NNP work_xrosz555njd4jf3375ostnmdmm 2729 2 , , , work_xrosz555njd4jf3375ostnmdmm 2729 3 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2729 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2729 5 = = NFP work_xrosz555njd4jf3375ostnmdmm 2729 6 ∑ ∑ . work_xrosz555njd4jf3375ostnmdmm 2729 7 sji∈SJ sji∈SJ NNP work_xrosz555njd4jf3375ostnmdmm 2729 8 SkillSim(sji SkillSim(sji NNP work_xrosz555njd4jf3375ostnmdmm 2729 9 , , , work_xrosz555njd4jf3375ostnmdmm 2729 10 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2729 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2729 12 |SJ| |sj| CD work_xrosz555njd4jf3375ostnmdmm 2729 13 For for IN work_xrosz555njd4jf3375ostnmdmm 2729 14 every every DT work_xrosz555njd4jf3375ostnmdmm 2729 15 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2729 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2729 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2729 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2729 19 model model NN work_xrosz555njd4jf3375ostnmdmm 2729 20 , , , work_xrosz555njd4jf3375ostnmdmm 2729 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2729 22 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2729 23 value value NN work_xrosz555njd4jf3375ostnmdmm 2729 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2729 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2729 26 maximum maximum JJ work_xrosz555njd4jf3375ostnmdmm 2729 27 value value NN work_xrosz555njd4jf3375ostnmdmm 2729 28 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2729 29 can can MD work_xrosz555njd4jf3375ostnmdmm 2729 30 get get VB work_xrosz555njd4jf3375ostnmdmm 2729 31 from from IN work_xrosz555njd4jf3375ostnmdmm 2729 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2729 33 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2729 34 in in IN work_xrosz555njd4jf3375ostnmdmm 2729 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2729 36 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2729 37 model model NN work_xrosz555njd4jf3375ostnmdmm 2729 38 . . . work_xrosz555njd4jf3375ostnmdmm 2730 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2730 2 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2730 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2730 4 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2730 5 below below IN work_xrosz555njd4jf3375ostnmdmm 2730 6 : : : work_xrosz555njd4jf3375ostnmdmm 2730 7 SkillSim(sji SkillSim(sji NNP work_xrosz555njd4jf3375ostnmdmm 2730 8 , , , work_xrosz555njd4jf3375ostnmdmm 2730 9 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2730 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2730 11 = = NFP work_xrosz555njd4jf3375ostnmdmm 2730 12   NN work_xrosz555njd4jf3375ostnmdmm 2730 13   NNP work_xrosz555njd4jf3375ostnmdmm 2730 14 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2730 15 , , , work_xrosz555njd4jf3375ostnmdmm 2730 16 sji sji VBD work_xrosz555njd4jf3375ostnmdmm 2730 17 ∈ ∈ NNP work_xrosz555njd4jf3375ostnmdmm 2730 18 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2730 19 max(sim(sji max(sim(sji NNP work_xrosz555njd4jf3375ostnmdmm 2730 20 , , , work_xrosz555njd4jf3375ostnmdmm 2730 21 rjk rjk VBN work_xrosz555njd4jf3375ostnmdmm 2730 22 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2730 23 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2730 24 , , , work_xrosz555njd4jf3375ostnmdmm 2730 25 sji sji NN work_xrosz555njd4jf3375ostnmdmm 2730 26 /∈ /∈ : work_xrosz555njd4jf3375ostnmdmm 2730 27 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2730 28   NNP work_xrosz555njd4jf3375ostnmdmm 2730 29   UH work_xrosz555njd4jf3375ostnmdmm 2730 30 In in IN work_xrosz555njd4jf3375ostnmdmm 2730 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2730 32 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2730 33 , , , work_xrosz555njd4jf3375ostnmdmm 2730 34 sji sji NN work_xrosz555njd4jf3375ostnmdmm 2730 35 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2730 36 the the DT work_xrosz555njd4jf3375ostnmdmm 2730 37 ith ith NNP work_xrosz555njd4jf3375ostnmdmm 2730 38 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2730 39 in in IN work_xrosz555njd4jf3375ostnmdmm 2730 40 the the DT work_xrosz555njd4jf3375ostnmdmm 2730 41 job job NN work_xrosz555njd4jf3375ostnmdmm 2730 42 model model NN work_xrosz555njd4jf3375ostnmdmm 2730 43 , , , work_xrosz555njd4jf3375ostnmdmm 2730 44 and and CC work_xrosz555njd4jf3375ostnmdmm 2730 45 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2730 46 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2730 47 the the DT work_xrosz555njd4jf3375ostnmdmm 2730 48 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2730 49 set set VBN work_xrosz555njd4jf3375ostnmdmm 2730 50 of of IN work_xrosz555njd4jf3375ostnmdmm 2730 51 the the DT work_xrosz555njd4jf3375ostnmdmm 2730 52 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2730 53 model model NN work_xrosz555njd4jf3375ostnmdmm 2730 54 . . . work_xrosz555njd4jf3375ostnmdmm 2731 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2731 2 there there EX work_xrosz555njd4jf3375ostnmdmm 2731 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2731 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 5 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2731 6 sji sji NN work_xrosz555njd4jf3375ostnmdmm 2731 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2731 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 9 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2731 10 set set VBN work_xrosz555njd4jf3375ostnmdmm 2731 11 SR SR NNP work_xrosz555njd4jf3375ostnmdmm 2731 12 , , , work_xrosz555njd4jf3375ostnmdmm 2731 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 14 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2731 15 value value NN work_xrosz555njd4jf3375ostnmdmm 2731 16 for for IN work_xrosz555njd4jf3375ostnmdmm 2731 17 sji sji NN work_xrosz555njd4jf3375ostnmdmm 2731 18 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2731 19 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2731 20 , , , work_xrosz555njd4jf3375ostnmdmm 2731 21 otherwise otherwise RB work_xrosz555njd4jf3375ostnmdmm 2731 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 23 system system NN work_xrosz555njd4jf3375ostnmdmm 2731 24 chooses choose VBZ work_xrosz555njd4jf3375ostnmdmm 2731 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 26 maximum maximum JJ work_xrosz555njd4jf3375ostnmdmm 2731 27 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2731 28 value value NN work_xrosz555njd4jf3375ostnmdmm 2731 29 from from IN work_xrosz555njd4jf3375ostnmdmm 2731 30 all all PDT work_xrosz555njd4jf3375ostnmdmm 2731 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 32 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2731 33 values value NNS work_xrosz555njd4jf3375ostnmdmm 2731 34 between between IN work_xrosz555njd4jf3375ostnmdmm 2731 35 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2731 36 sji sji NN work_xrosz555njd4jf3375ostnmdmm 2731 37 and and CC work_xrosz555njd4jf3375ostnmdmm 2731 38 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 39 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2731 40 in in IN work_xrosz555njd4jf3375ostnmdmm 2731 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 42 the the DT work_xrosz555njd4jf3375ostnmdmm 2731 43 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2731 44 model model NN work_xrosz555njd4jf3375ostnmdmm 2731 45 . . . work_xrosz555njd4jf3375ostnmdmm 2732 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2732 2 introduced introduce VBD work_xrosz555njd4jf3375ostnmdmm 2732 3 how how WRB work_xrosz555njd4jf3375ostnmdmm 2732 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2732 5 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2732 6 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2732 7 values value NNS work_xrosz555njd4jf3375ostnmdmm 2732 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2732 9 three three CD work_xrosz555njd4jf3375ostnmdmm 2732 10 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2732 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2732 12 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2732 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2732 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2732 15 models model NNS work_xrosz555njd4jf3375ostnmdmm 2732 16 . . . work_xrosz555njd4jf3375ostnmdmm 2733 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2733 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2733 3 next next JJ work_xrosz555njd4jf3375ostnmdmm 2733 4 chapter chapter NN work_xrosz555njd4jf3375ostnmdmm 2733 5 , , , work_xrosz555njd4jf3375ostnmdmm 2733 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2733 7 will will MD work_xrosz555njd4jf3375ostnmdmm 2733 8 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2733 9 how how WRB work_xrosz555njd4jf3375ostnmdmm 2733 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2733 11 use use VB work_xrosz555njd4jf3375ostnmdmm 2733 12 a a DT work_xrosz555njd4jf3375ostnmdmm 2733 13 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2733 14 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2733 15 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2733 16 to to TO work_xrosz555njd4jf3375ostnmdmm 2733 17 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2733 18 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2733 19 values value NNS work_xrosz555njd4jf3375ostnmdmm 2733 20 between between IN work_xrosz555njd4jf3375ostnmdmm 2733 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2733 22 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2733 23 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2733 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2733 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2733 26 two two CD work_xrosz555njd4jf3375ostnmdmm 2733 27 models model NNS work_xrosz555njd4jf3375ostnmdmm 2733 28 . . . work_xrosz555njd4jf3375ostnmdmm 2734 1 39 39 CD work_xrosz555njd4jf3375ostnmdmm 2734 2 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2734 3 . . . work_xrosz555njd4jf3375ostnmdmm 2735 1 ONTOLOGY ONTOLOGY NNP work_xrosz555njd4jf3375ostnmdmm 2735 2 CONSTRUCTION construction NN work_xrosz555njd4jf3375ostnmdmm 2735 3 AND and CC work_xrosz555njd4jf3375ostnmdmm 2735 4 SIMILARITY SIMILARITY NNP work_xrosz555njd4jf3375ostnmdmm 2735 5 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2735 6 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2735 7 Similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2735 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2735 9 JRSs JRSs NNP work_xrosz555njd4jf3375ostnmdmm 2735 10 After after IN work_xrosz555njd4jf3375ostnmdmm 2735 11 getting get VBG work_xrosz555njd4jf3375ostnmdmm 2735 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2735 13 models model NNS work_xrosz555njd4jf3375ostnmdmm 2735 14 by by IN work_xrosz555njd4jf3375ostnmdmm 2735 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2735 16 information information NN work_xrosz555njd4jf3375ostnmdmm 2735 17 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2735 18 module module NN work_xrosz555njd4jf3375ostnmdmm 2735 19 , , , work_xrosz555njd4jf3375ostnmdmm 2735 20 users user NNS work_xrosz555njd4jf3375ostnmdmm 2735 21 can can MD work_xrosz555njd4jf3375ostnmdmm 2735 22 search search VB work_xrosz555njd4jf3375ostnmdmm 2735 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2735 24 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2735 25 in in IN work_xrosz555njd4jf3375ostnmdmm 2735 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2735 27 system system NN work_xrosz555njd4jf3375ostnmdmm 2735 28 . . . work_xrosz555njd4jf3375ostnmdmm 2736 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2736 2 previous previous JJ work_xrosz555njd4jf3375ostnmdmm 2736 3 studies study NNS work_xrosz555njd4jf3375ostnmdmm 2736 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2736 5 JRSs JRSs NNP work_xrosz555njd4jf3375ostnmdmm 2736 6 , , , work_xrosz555njd4jf3375ostnmdmm 2736 7 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2736 8 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2736 9 used use VBN work_xrosz555njd4jf3375ostnmdmm 2736 10 as as IN work_xrosz555njd4jf3375ostnmdmm 2736 11 a a DT work_xrosz555njd4jf3375ostnmdmm 2736 12 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2736 13 base base NN work_xrosz555njd4jf3375ostnmdmm 2736 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2736 15 store store VB work_xrosz555njd4jf3375ostnmdmm 2736 16 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2736 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2736 18 rules rule NNS work_xrosz555njd4jf3375ostnmdmm 2736 19 , , , work_xrosz555njd4jf3375ostnmdmm 2736 20 which which WDT work_xrosz555njd4jf3375ostnmdmm 2736 21 could could MD work_xrosz555njd4jf3375ostnmdmm 2736 22 help help VB work_xrosz555njd4jf3375ostnmdmm 2736 23 compare compare VB work_xrosz555njd4jf3375ostnmdmm 2736 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2736 25 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2736 26 between between IN work_xrosz555njd4jf3375ostnmdmm 2736 27 different different JJ work_xrosz555njd4jf3375ostnmdmm 2736 28 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2736 29 . . . work_xrosz555njd4jf3375ostnmdmm 2737 1 Liu Liu NNP work_xrosz555njd4jf3375ostnmdmm 2737 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2737 3 Dew Dew NNP work_xrosz555njd4jf3375ostnmdmm 2737 4 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2737 5 27 27 CD work_xrosz555njd4jf3375ostnmdmm 2737 6 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2737 7 used use VBN work_xrosz555njd4jf3375ostnmdmm 2737 8 Resource Resource NNP work_xrosz555njd4jf3375ostnmdmm 2737 9 Description Description NNP work_xrosz555njd4jf3375ostnmdmm 2737 10 Framework Framework NNP work_xrosz555njd4jf3375ostnmdmm 2737 11 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2737 12 RDF RDF NNP work_xrosz555njd4jf3375ostnmdmm 2737 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2737 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2737 15 represent represent VB work_xrosz555njd4jf3375ostnmdmm 2737 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2737 17 store store VB work_xrosz555njd4jf3375ostnmdmm 2737 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2737 19 expertise expertise NN work_xrosz555njd4jf3375ostnmdmm 2737 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2737 21 experts expert NNS work_xrosz555njd4jf3375ostnmdmm 2737 22 , , , work_xrosz555njd4jf3375ostnmdmm 2737 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2737 24 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2737 25 used use VBD work_xrosz555njd4jf3375ostnmdmm 2737 26 a a DT work_xrosz555njd4jf3375ostnmdmm 2737 27 RDF RDF NNP work_xrosz555njd4jf3375ostnmdmm 2737 28 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2737 29 based base VBN work_xrosz555njd4jf3375ostnmdmm 2737 30 expertise expertise NN work_xrosz555njd4jf3375ostnmdmm 2737 31 matcher matcher NN work_xrosz555njd4jf3375ostnmdmm 2737 32 to to TO work_xrosz555njd4jf3375ostnmdmm 2737 33 retrieve retrieve VB work_xrosz555njd4jf3375ostnmdmm 2737 34 the the DT work_xrosz555njd4jf3375ostnmdmm 2737 35 experts expert NNS work_xrosz555njd4jf3375ostnmdmm 2737 36 whose whose WP$ work_xrosz555njd4jf3375ostnmdmm 2737 37 expertise expertise NN work_xrosz555njd4jf3375ostnmdmm 2737 38 included include VBD work_xrosz555njd4jf3375ostnmdmm 2737 39 the the DT work_xrosz555njd4jf3375ostnmdmm 2737 40 required require VBN work_xrosz555njd4jf3375ostnmdmm 2737 41 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2737 42 . . . work_xrosz555njd4jf3375ostnmdmm 2738 1 Proactive Proactive NNP work_xrosz555njd4jf3375ostnmdmm 2738 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2738 3 24 24 CD work_xrosz555njd4jf3375ostnmdmm 2738 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2738 5 used use VBN work_xrosz555njd4jf3375ostnmdmm 2738 6 two two CD work_xrosz555njd4jf3375ostnmdmm 2738 7 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2738 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2738 9 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2738 10 , , , work_xrosz555njd4jf3375ostnmdmm 2738 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2738 12 category category NN work_xrosz555njd4jf3375ostnmdmm 2738 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2738 14 company company NN work_xrosz555njd4jf3375ostnmdmm 2738 15 information information NN work_xrosz555njd4jf3375ostnmdmm 2738 16 . . . work_xrosz555njd4jf3375ostnmdmm 2739 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2739 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2739 3 used use VBD work_xrosz555njd4jf3375ostnmdmm 2739 4 an an DT work_xrosz555njd4jf3375ostnmdmm 2739 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2739 6 checker checker NN work_xrosz555njd4jf3375ostnmdmm 2739 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2739 8 classify classify VB work_xrosz555njd4jf3375ostnmdmm 2739 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2739 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2739 11 information information NN work_xrosz555njd4jf3375ostnmdmm 2739 12 , , , work_xrosz555njd4jf3375ostnmdmm 2739 13 stored store VBD work_xrosz555njd4jf3375ostnmdmm 2739 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2739 15 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2739 16 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2739 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2739 18 calculated calculate VBD work_xrosz555njd4jf3375ostnmdmm 2739 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2739 20 weight weight NN work_xrosz555njd4jf3375ostnmdmm 2739 21 value value NN work_xrosz555njd4jf3375ostnmdmm 2739 22 in in IN work_xrosz555njd4jf3375ostnmdmm 2739 23 recommendations recommendation NNS work_xrosz555njd4jf3375ostnmdmm 2739 24 . . . work_xrosz555njd4jf3375ostnmdmm 2740 1 Fazel Fazel NNP work_xrosz555njd4jf3375ostnmdmm 2740 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2740 3 15 15 CD work_xrosz555njd4jf3375ostnmdmm 2740 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2740 5 used use VBD work_xrosz555njd4jf3375ostnmdmm 2740 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2740 7 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2740 8 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2740 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2740 10 match match VB work_xrosz555njd4jf3375ostnmdmm 2740 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2740 12 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2740 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2740 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2740 15 postings posting NNS work_xrosz555njd4jf3375ostnmdmm 2740 16 , , , work_xrosz555njd4jf3375ostnmdmm 2740 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2740 18 takes take VBZ work_xrosz555njd4jf3375ostnmdmm 2740 19 advantage advantage NN work_xrosz555njd4jf3375ostnmdmm 2740 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2740 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2740 22 benefits benefit NNS work_xrosz555njd4jf3375ostnmdmm 2740 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2740 24 both both CC work_xrosz555njd4jf3375ostnmdmm 2740 25 logic logic NN work_xrosz555njd4jf3375ostnmdmm 2740 26 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2740 27 based base VBN work_xrosz555njd4jf3375ostnmdmm 2740 28 and and CC work_xrosz555njd4jf3375ostnmdmm 2740 29 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2740 30 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2740 31 based base VBN work_xrosz555njd4jf3375ostnmdmm 2740 32 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2740 33 . . . work_xrosz555njd4jf3375ostnmdmm 2741 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2741 2 his -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2741 3 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2741 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2741 5 description description NN work_xrosz555njd4jf3375ostnmdmm 2741 6 logics logic NNS work_xrosz555njd4jf3375ostnmdmm 2741 7 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2741 8 DL DL NNP work_xrosz555njd4jf3375ostnmdmm 2741 9 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2741 10 are be VBP work_xrosz555njd4jf3375ostnmdmm 2741 11 used use VBN work_xrosz555njd4jf3375ostnmdmm 2741 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2741 13 represent represent VB work_xrosz555njd4jf3375ostnmdmm 2741 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2741 15 candidate candidate NN work_xrosz555njd4jf3375ostnmdmm 2741 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2741 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2741 18 opening opening NN work_xrosz555njd4jf3375ostnmdmm 2741 19 , , , work_xrosz555njd4jf3375ostnmdmm 2741 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2741 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2741 22 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2741 23 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2741 24 used use VBN work_xrosz555njd4jf3375ostnmdmm 2741 25 to to TO work_xrosz555njd4jf3375ostnmdmm 2741 26 organize organize VB work_xrosz555njd4jf3375ostnmdmm 2741 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2741 28 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2741 29 in in IN work_xrosz555njd4jf3375ostnmdmm 2741 30 a a DT work_xrosz555njd4jf3375ostnmdmm 2741 31 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 2741 32 . . . work_xrosz555njd4jf3375ostnmdmm 2742 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2742 2 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2742 3 provides provide VBZ work_xrosz555njd4jf3375ostnmdmm 2742 4 an an DT work_xrosz555njd4jf3375ostnmdmm 2742 5 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2742 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2742 7 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2742 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2742 9 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2742 10 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2742 11 : : : work_xrosz555njd4jf3375ostnmdmm 2742 12 sim sim NNP work_xrosz555njd4jf3375ostnmdmm 2742 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2742 14 P P NNP work_xrosz555njd4jf3375ostnmdmm 2742 15 , , , work_xrosz555njd4jf3375ostnmdmm 2742 16 j j NNP work_xrosz555njd4jf3375ostnmdmm 2742 17 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2742 18 = = NFP work_xrosz555njd4jf3375ostnmdmm 2742 19 ∑ ∑ NFP work_xrosz555njd4jf3375ostnmdmm 2742 20 xij xij NNP work_xrosz555njd4jf3375ostnmdmm 2742 21 ×u(dsi ×u(dsi CD work_xrosz555njd4jf3375ostnmdmm 2742 22 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2742 23 where where WRB work_xrosz555njd4jf3375ostnmdmm 2742 24 xji xji NNP work_xrosz555njd4jf3375ostnmdmm 2742 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2742 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2742 27 Boolean Boolean NNP work_xrosz555njd4jf3375ostnmdmm 2742 28 variable variable NN work_xrosz555njd4jf3375ostnmdmm 2742 29 indicating indicate VBG work_xrosz555njd4jf3375ostnmdmm 2742 30 whether whether IN work_xrosz555njd4jf3375ostnmdmm 2742 31 desire desire NN work_xrosz555njd4jf3375ostnmdmm 2742 32 i i PRP work_xrosz555njd4jf3375ostnmdmm 2742 33 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2742 34 satisfied satisfied JJ work_xrosz555njd4jf3375ostnmdmm 2742 35 by by IN work_xrosz555njd4jf3375ostnmdmm 2742 36 appli- appli- NNP work_xrosz555njd4jf3375ostnmdmm 2742 37 ca can MD work_xrosz555njd4jf3375ostnmdmm 2742 38 nt not RB work_xrosz555njd4jf3375ostnmdmm 2742 39 Aj Aj NNP work_xrosz555njd4jf3375ostnmdmm 2742 40 in in IN work_xrosz555njd4jf3375ostnmdmm 2742 41 the the DT work_xrosz555njd4jf3375ostnmdmm 2742 42 set set NN work_xrosz555njd4jf3375ostnmdmm 2742 43 of of IN work_xrosz555njd4jf3375ostnmdmm 2742 44 all all DT work_xrosz555njd4jf3375ostnmdmm 2742 45 qualified qualified JJ work_xrosz555njd4jf3375ostnmdmm 2742 46 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2742 47 . . . work_xrosz555njd4jf3375ostnmdmm 2743 1 Kumaran Kumaran NNP work_xrosz555njd4jf3375ostnmdmm 2743 2 et et FW work_xrosz555njd4jf3375ostnmdmm 2743 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2743 4 . . . work_xrosz555njd4jf3375ostnmdmm 2744 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2744 2 21 21 CD work_xrosz555njd4jf3375ostnmdmm 2744 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2744 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2744 5 used use VBD work_xrosz555njd4jf3375ostnmdmm 2744 6 an an DT work_xrosz555njd4jf3375ostnmdmm 2744 7 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2744 8 to to TO work_xrosz555njd4jf3375ostnmdmm 2744 9 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2744 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2744 11 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2744 12 between between IN work_xrosz555njd4jf3375ostnmdmm 2744 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2744 14 job job NN work_xrosz555njd4jf3375ostnmdmm 2744 15 criteria criterion NNS work_xrosz555njd4jf3375ostnmdmm 2744 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2744 17 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2744 18 ’ ' '' work_xrosz555njd4jf3375ostnmdmm 2744 19 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2744 20 in in IN work_xrosz555njd4jf3375ostnmdmm 2744 21 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2744 22 system system NN work_xrosz555njd4jf3375ostnmdmm 2744 23 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2744 24 21 21 CD work_xrosz555njd4jf3375ostnmdmm 2744 25 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2744 26 . . . work_xrosz555njd4jf3375ostnmdmm 2745 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2745 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2745 3 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2745 4 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2745 5 40 40 CD work_xrosz555njd4jf3375ostnmdmm 2745 6 used use VBD work_xrosz555njd4jf3375ostnmdmm 2745 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2745 8 : : : work_xrosz555njd4jf3375ostnmdmm 2745 9 M M NNP work_xrosz555njd4jf3375ostnmdmm 2745 10 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2745 11 i1 i1 NNP work_xrosz555njd4jf3375ostnmdmm 2745 12 , , , work_xrosz555njd4jf3375ostnmdmm 2745 13 i2 i2 NNP work_xrosz555njd4jf3375ostnmdmm 2745 14 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2745 15 = = NFP work_xrosz555njd4jf3375ostnmdmm 2745 16 ∑n ∑n NFP work_xrosz555njd4jf3375ostnmdmm 2745 17 k=1 k=1 NNP work_xrosz555njd4jf3375ostnmdmm 2745 18 Sim Sim NNP work_xrosz555njd4jf3375ostnmdmm 2745 19 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2745 20 p p NNP work_xrosz555njd4jf3375ostnmdmm 2745 21 i1 i1 NNP work_xrosz555njd4jf3375ostnmdmm 2745 22 k k NNP work_xrosz555njd4jf3375ostnmdmm 2745 23 , , , work_xrosz555njd4jf3375ostnmdmm 2745 24 p p NNP work_xrosz555njd4jf3375ostnmdmm 2745 25 i2 i2 NNP work_xrosz555njd4jf3375ostnmdmm 2745 26 k k NN work_xrosz555njd4jf3375ostnmdmm 2745 27 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2745 28 ∗W ∗W NNP work_xrosz555njd4jf3375ostnmdmm 2745 29 i2 i2 FW work_xrosz555njd4jf3375ostnmdmm 2745 30 k∑n k∑n NNP work_xrosz555njd4jf3375ostnmdmm 2745 31 k=1 k=1 NNP work_xrosz555njd4jf3375ostnmdmm 2745 32 W w NN work_xrosz555njd4jf3375ostnmdmm 2745 33 i2 i2 NN work_xrosz555njd4jf3375ostnmdmm 2745 34 k k NN work_xrosz555njd4jf3375ostnmdmm 2745 35 The the DT work_xrosz555njd4jf3375ostnmdmm 2745 36 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2745 37 function function NN work_xrosz555njd4jf3375ostnmdmm 2745 38 Sim(p1,p2 Sim(p1,p2 NNP work_xrosz555njd4jf3375ostnmdmm 2745 39 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2745 40 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2745 41 defined define VBN work_xrosz555njd4jf3375ostnmdmm 2745 42 as as IN work_xrosz555njd4jf3375ostnmdmm 2745 43 follows follow VBZ work_xrosz555njd4jf3375ostnmdmm 2745 44 : : : work_xrosz555njd4jf3375ostnmdmm 2745 45 Sim(p1,p2 sim(p1,p2 LS work_xrosz555njd4jf3375ostnmdmm 2745 46 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2745 47 = = NFP work_xrosz555njd4jf3375ostnmdmm 2745 48   NN work_xrosz555njd4jf3375ostnmdmm 2745 49   NNP work_xrosz555njd4jf3375ostnmdmm 2745 50 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2745 51 , , , work_xrosz555njd4jf3375ostnmdmm 2745 52 if if IN work_xrosz555njd4jf3375ostnmdmm 2745 53 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2745 54 of of IN work_xrosz555njd4jf3375ostnmdmm 2745 55 p1 p1 NN work_xrosz555njd4jf3375ostnmdmm 2745 56 and and CC work_xrosz555njd4jf3375ostnmdmm 2745 57 p2 p2 NNP work_xrosz555njd4jf3375ostnmdmm 2745 58 > > FW work_xrosz555njd4jf3375ostnmdmm 2745 59 t t NNP work_xrosz555njd4jf3375ostnmdmm 2745 60 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2745 61 , , , work_xrosz555njd4jf3375ostnmdmm 2745 62 otherwise otherwise RB work_xrosz555njd4jf3375ostnmdmm 2745 63   NN work_xrosz555njd4jf3375ostnmdmm 2745 64   UH work_xrosz555njd4jf3375ostnmdmm 2745 65 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2745 66 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2745 67 Construction Construction NNP work_xrosz555njd4jf3375ostnmdmm 2745 68 Before before IN work_xrosz555njd4jf3375ostnmdmm 2745 69 calculating calculate VBG work_xrosz555njd4jf3375ostnmdmm 2745 70 the the DT work_xrosz555njd4jf3375ostnmdmm 2745 71 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2745 72 between between IN work_xrosz555njd4jf3375ostnmdmm 2745 73 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2745 74 , , , work_xrosz555njd4jf3375ostnmdmm 2745 75 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2745 76 need need VBP work_xrosz555njd4jf3375ostnmdmm 2745 77 to to TO work_xrosz555njd4jf3375ostnmdmm 2745 78 construct construct VB work_xrosz555njd4jf3375ostnmdmm 2745 79 the the DT work_xrosz555njd4jf3375ostnmdmm 2745 80 on- on- NNP work_xrosz555njd4jf3375ostnmdmm 2745 81 tology tology NN work_xrosz555njd4jf3375ostnmdmm 2745 82 first first RB work_xrosz555njd4jf3375ostnmdmm 2745 83 . . . work_xrosz555njd4jf3375ostnmdmm 2746 1 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2746 2 web web NN work_xrosz555njd4jf3375ostnmdmm 2746 3 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2746 4 been be VBN work_xrosz555njd4jf3375ostnmdmm 2746 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2746 6 popular popular JJ work_xrosz555njd4jf3375ostnmdmm 2746 7 research research NN work_xrosz555njd4jf3375ostnmdmm 2746 8 topic topic NN work_xrosz555njd4jf3375ostnmdmm 2746 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2746 10 previous previous JJ work_xrosz555njd4jf3375ostnmdmm 2746 11 years year NNS work_xrosz555njd4jf3375ostnmdmm 2746 12 , , , work_xrosz555njd4jf3375ostnmdmm 2746 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2746 14 at at IN work_xrosz555njd4jf3375ostnmdmm 2746 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2746 16 same same JJ work_xrosz555njd4jf3375ostnmdmm 2746 17 time time NN work_xrosz555njd4jf3375ostnmdmm 2746 18 thousands thousand NNS work_xrosz555njd4jf3375ostnmdmm 2746 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2746 20 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2746 21 ontologies ontology NNS work_xrosz555njd4jf3375ostnmdmm 2746 22 have have VBP work_xrosz555njd4jf3375ostnmdmm 2746 23 been be VBN work_xrosz555njd4jf3375ostnmdmm 2746 24 created create VBN work_xrosz555njd4jf3375ostnmdmm 2746 25 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2746 26 11 11 CD work_xrosz555njd4jf3375ostnmdmm 2746 27 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2746 28 . . . work_xrosz555njd4jf3375ostnmdmm 2747 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2747 2 paradig- paradig- JJ work_xrosz555njd4jf3375ostnmdmm 2747 3 matic matic JJ work_xrosz555njd4jf3375ostnmdmm 2747 4 example example NN work_xrosz555njd4jf3375ostnmdmm 2747 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2747 6 WordNet WordNet NNP work_xrosz555njd4jf3375ostnmdmm 2747 7 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2747 8 16 16 CD work_xrosz555njd4jf3375ostnmdmm 2747 9 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2747 10 , , , work_xrosz555njd4jf3375ostnmdmm 2747 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2747 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2747 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2747 14 general general JJ work_xrosz555njd4jf3375ostnmdmm 2747 15 purpose purpose NN work_xrosz555njd4jf3375ostnmdmm 2747 16 thesaurus thesaurus NN work_xrosz555njd4jf3375ostnmdmm 2747 17 , , , work_xrosz555njd4jf3375ostnmdmm 2747 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2747 19 contains contain VBZ work_xrosz555njd4jf3375ostnmdmm 2747 20 more more JJR work_xrosz555njd4jf3375ostnmdmm 2747 21 than than IN work_xrosz555njd4jf3375ostnmdmm 2747 22 100,000 100,000 CD work_xrosz555njd4jf3375ostnmdmm 2747 23 general general JJ work_xrosz555njd4jf3375ostnmdmm 2747 24 English English NNP work_xrosz555njd4jf3375ostnmdmm 2747 25 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2747 26 . . . work_xrosz555njd4jf3375ostnmdmm 2748 1 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 2748 2 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2748 3 created create VBN work_xrosz555njd4jf3375ostnmdmm 2748 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2748 5 poly poly JJ work_xrosz555njd4jf3375ostnmdmm 2748 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2748 7 hierarchical hierarchical NN work_xrosz555njd4jf3375ostnmdmm 2748 8 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2748 9 that that WDT work_xrosz555njd4jf3375ostnmdmm 2748 10 can can MD work_xrosz555njd4jf3375ostnmdmm 2748 11 be be VB work_xrosz555njd4jf3375ostnmdmm 2748 12 utilized utilize VBN work_xrosz555njd4jf3375ostnmdmm 2748 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2748 14 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2748 15 web web NN work_xrosz555njd4jf3375ostnmdmm 2748 16 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2748 17 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2748 18 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2748 19 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2748 20 , , , work_xrosz555njd4jf3375ostnmdmm 2748 21 but but CC work_xrosz555njd4jf3375ostnmdmm 2748 22 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2748 23 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2748 24 mostly mostly RB work_xrosz555njd4jf3375ostnmdmm 2748 25 used use VBN work_xrosz555njd4jf3375ostnmdmm 2748 26 in in IN work_xrosz555njd4jf3375ostnmdmm 2748 27 academic academic JJ work_xrosz555njd4jf3375ostnmdmm 2748 28 areas area NNS work_xrosz555njd4jf3375ostnmdmm 2748 29 . . . work_xrosz555njd4jf3375ostnmdmm 2749 1 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2749 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2749 3 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2749 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2749 5 provides provide VBZ work_xrosz555njd4jf3375ostnmdmm 2749 6 structured structured JJ work_xrosz555njd4jf3375ostnmdmm 2749 7 information information NN work_xrosz555njd4jf3375ostnmdmm 2749 8 from from IN work_xrosz555njd4jf3375ostnmdmm 2749 9 Wikipedia Wikipedia NNP work_xrosz555njd4jf3375ostnmdmm 2749 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2749 11 make make VB work_xrosz555njd4jf3375ostnmdmm 2749 12 this this DT work_xrosz555njd4jf3375ostnmdmm 2749 13 information information NN work_xrosz555njd4jf3375ostnmdmm 2749 14 available available JJ work_xrosz555njd4jf3375ostnmdmm 2749 15 on on IN work_xrosz555njd4jf3375ostnmdmm 2749 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2749 17 Web web NN work_xrosz555njd4jf3375ostnmdmm 2749 18 , , , work_xrosz555njd4jf3375ostnmdmm 2749 19 but but CC work_xrosz555njd4jf3375ostnmdmm 2749 20 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2749 21 coverage coverage NN work_xrosz555njd4jf3375ostnmdmm 2749 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2749 23 huge huge JJ work_xrosz555njd4jf3375ostnmdmm 2749 24 , , , work_xrosz555njd4jf3375ostnmdmm 2749 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2749 26 most most JJS work_xrosz555njd4jf3375ostnmdmm 2749 27 of of IN work_xrosz555njd4jf3375ostnmdmm 2749 28 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2749 29 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2749 30 not not RB work_xrosz555njd4jf3375ostnmdmm 2749 31 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2749 32 to to IN work_xrosz555njd4jf3375ostnmdmm 2749 33 job job NN work_xrosz555njd4jf3375ostnmdmm 2749 34 finding finding NN work_xrosz555njd4jf3375ostnmdmm 2749 35 . . . work_xrosz555njd4jf3375ostnmdmm 2750 1 Currently currently RB work_xrosz555njd4jf3375ostnmdmm 2750 2 , , , work_xrosz555njd4jf3375ostnmdmm 2750 3 there there EX work_xrosz555njd4jf3375ostnmdmm 2750 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2750 5 no no DT work_xrosz555njd4jf3375ostnmdmm 2750 6 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2750 7 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2750 8 technology technology NN work_xrosz555njd4jf3375ostnmdmm 2750 9 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2750 10 built build VBN work_xrosz555njd4jf3375ostnmdmm 2750 11 for for IN work_xrosz555njd4jf3375ostnmdmm 2750 12 recruiting recruiting NN work_xrosz555njd4jf3375ostnmdmm 2750 13 purpose purpose NN work_xrosz555njd4jf3375ostnmdmm 2750 14 . . . work_xrosz555njd4jf3375ostnmdmm 2751 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2751 2 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2751 3 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2751 4 technology technology NN work_xrosz555njd4jf3375ostnmdmm 2751 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2751 6 for for IN work_xrosz555njd4jf3375ostnmdmm 2751 7 recruiting recruiting NN work_xrosz555njd4jf3375ostnmdmm 2751 8 should should MD work_xrosz555njd4jf3375ostnmdmm 2751 9 include include VB work_xrosz555njd4jf3375ostnmdmm 2751 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2751 11 lot lot NN work_xrosz555njd4jf3375ostnmdmm 2751 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2751 13 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2751 14 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2751 15 , , , work_xrosz555njd4jf3375ostnmdmm 2751 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2751 17 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2751 18 language language NN work_xrosz555njd4jf3375ostnmdmm 2751 19 , , , work_xrosz555njd4jf3375ostnmdmm 2751 20 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2751 21 library library NN work_xrosz555njd4jf3375ostnmdmm 2751 22 , , , work_xrosz555njd4jf3375ostnmdmm 2751 23 commercial commercial JJ work_xrosz555njd4jf3375ostnmdmm 2751 24 prod- prod- JJ work_xrosz555njd4jf3375ostnmdmm 2751 25 ucts uct NNS work_xrosz555njd4jf3375ostnmdmm 2751 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2751 27 so so RB work_xrosz555njd4jf3375ostnmdmm 2751 28 on on RB work_xrosz555njd4jf3375ostnmdmm 2751 29 . . . work_xrosz555njd4jf3375ostnmdmm 2752 1 Furthermore furthermore RB work_xrosz555njd4jf3375ostnmdmm 2752 2 , , , work_xrosz555njd4jf3375ostnmdmm 2752 3 there there EX work_xrosz555njd4jf3375ostnmdmm 2752 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2752 5 new new JJ work_xrosz555njd4jf3375ostnmdmm 2752 6 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2752 7 invented invent VBN work_xrosz555njd4jf3375ostnmdmm 2752 8 everyday everyday JJ work_xrosz555njd4jf3375ostnmdmm 2752 9 , , , work_xrosz555njd4jf3375ostnmdmm 2752 10 so so RB work_xrosz555njd4jf3375ostnmdmm 2752 11 new new JJ work_xrosz555njd4jf3375ostnmdmm 2752 12 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2752 13 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2752 14 will will MD work_xrosz555njd4jf3375ostnmdmm 2752 15 appear appear VB work_xrosz555njd4jf3375ostnmdmm 2752 16 continuously continuously RB work_xrosz555njd4jf3375ostnmdmm 2752 17 . . . work_xrosz555njd4jf3375ostnmdmm 2753 1 Ding Ding NNP work_xrosz555njd4jf3375ostnmdmm 2753 2 et et NNP work_xrosz555njd4jf3375ostnmdmm 2753 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2753 4 . . . work_xrosz555njd4jf3375ostnmdmm 2754 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2754 2 12 12 CD work_xrosz555njd4jf3375ostnmdmm 2754 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2754 4 gave give VBD work_xrosz555njd4jf3375ostnmdmm 2754 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2754 6 survey survey NN work_xrosz555njd4jf3375ostnmdmm 2754 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2754 8 current current JJ work_xrosz555njd4jf3375ostnmdmm 2754 9 ontol- ontol- JJ work_xrosz555njd4jf3375ostnmdmm 2754 10 ogy ogy NN work_xrosz555njd4jf3375ostnmdmm 2754 11 generation generation NN work_xrosz555njd4jf3375ostnmdmm 2754 12 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2754 13 such such JJ work_xrosz555njd4jf3375ostnmdmm 2754 14 as as IN work_xrosz555njd4jf3375ostnmdmm 2754 15 manual manual JJ work_xrosz555njd4jf3375ostnmdmm 2754 16 , , , work_xrosz555njd4jf3375ostnmdmm 2754 17 semi semi JJ work_xrosz555njd4jf3375ostnmdmm 2754 18 - - JJ work_xrosz555njd4jf3375ostnmdmm 2754 19 automatic automatic JJ work_xrosz555njd4jf3375ostnmdmm 2754 20 , , , work_xrosz555njd4jf3375ostnmdmm 2754 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2754 22 automatic automatic JJ work_xrosz555njd4jf3375ostnmdmm 2754 23 . . . work_xrosz555njd4jf3375ostnmdmm 2755 1 Some some DT work_xrosz555njd4jf3375ostnmdmm 2755 2 aspects aspect NNS work_xrosz555njd4jf3375ostnmdmm 2755 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2755 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2755 5 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2755 6 were be VBD work_xrosz555njd4jf3375ostnmdmm 2755 7 discussed discuss VBN work_xrosz555njd4jf3375ostnmdmm 2755 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2755 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2755 10 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2755 11 , , , work_xrosz555njd4jf3375ostnmdmm 2755 12 like like IN work_xrosz555njd4jf3375ostnmdmm 2755 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2755 14 source source NN work_xrosz555njd4jf3375ostnmdmm 2755 15 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2755 16 , , , work_xrosz555njd4jf3375ostnmdmm 2755 17 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2755 18 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2755 19 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2755 20 , , , work_xrosz555njd4jf3375ostnmdmm 2755 21 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2755 22 representation representation NN work_xrosz555njd4jf3375ostnmdmm 2755 23 , , , work_xrosz555njd4jf3375ostnmdmm 2755 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2755 25 construction construction NN work_xrosz555njd4jf3375ostnmdmm 2755 26 tools tool NNS work_xrosz555njd4jf3375ostnmdmm 2755 27 . . . work_xrosz555njd4jf3375ostnmdmm 2756 1 Inspired inspire VBN work_xrosz555njd4jf3375ostnmdmm 2756 2 by by IN work_xrosz555njd4jf3375ostnmdmm 2756 3 41 41 CD work_xrosz555njd4jf3375ostnmdmm 2756 4 this this DT work_xrosz555njd4jf3375ostnmdmm 2756 5 paper paper NN work_xrosz555njd4jf3375ostnmdmm 2756 6 , , , work_xrosz555njd4jf3375ostnmdmm 2756 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2756 8 propose propose VBP work_xrosz555njd4jf3375ostnmdmm 2756 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2756 10 semi semi JJ work_xrosz555njd4jf3375ostnmdmm 2756 11 - - JJ work_xrosz555njd4jf3375ostnmdmm 2756 12 automatic automatic JJ work_xrosz555njd4jf3375ostnmdmm 2756 13 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2756 14 to to TO work_xrosz555njd4jf3375ostnmdmm 2756 15 construct construct VB work_xrosz555njd4jf3375ostnmdmm 2756 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2756 17 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2756 18 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2756 19 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2756 20 , , , work_xrosz555njd4jf3375ostnmdmm 2756 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2756 22 use use VBP work_xrosz555njd4jf3375ostnmdmm 2756 23 a a DT work_xrosz555njd4jf3375ostnmdmm 2756 24 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2756 25 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2756 26 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2756 27 to to TO work_xrosz555njd4jf3375ostnmdmm 2756 28 collect collect VB work_xrosz555njd4jf3375ostnmdmm 2756 29 possible possible JJ work_xrosz555njd4jf3375ostnmdmm 2756 30 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2756 31 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2756 32 , , , work_xrosz555njd4jf3375ostnmdmm 2756 33 and and CC work_xrosz555njd4jf3375ostnmdmm 2756 34 use use VB work_xrosz555njd4jf3375ostnmdmm 2756 35 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2756 36 to to TO work_xrosz555njd4jf3375ostnmdmm 2756 37 verify verify VB work_xrosz555njd4jf3375ostnmdmm 2756 38 the the DT work_xrosz555njd4jf3375ostnmdmm 2756 39 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2756 40 . . . work_xrosz555njd4jf3375ostnmdmm 2757 1 From from IN work_xrosz555njd4jf3375ostnmdmm 2757 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2757 3 observation observation NN work_xrosz555njd4jf3375ostnmdmm 2757 4 , , , work_xrosz555njd4jf3375ostnmdmm 2757 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2757 6 found find VBD work_xrosz555njd4jf3375ostnmdmm 2757 7 that that IN work_xrosz555njd4jf3375ostnmdmm 2757 8 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2757 9 with with IN work_xrosz555njd4jf3375ostnmdmm 2757 10 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2757 11 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 2757 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2757 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2757 14 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2757 15 always always RB work_xrosz555njd4jf3375ostnmdmm 2757 16 list list VBP work_xrosz555njd4jf3375ostnmdmm 2757 17 several several JJ work_xrosz555njd4jf3375ostnmdmm 2757 18 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2757 19 in in IN work_xrosz555njd4jf3375ostnmdmm 2757 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2757 21 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2757 22 , , , work_xrosz555njd4jf3375ostnmdmm 2757 23 which which WDT work_xrosz555njd4jf3375ostnmdmm 2757 24 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2757 25 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2757 26 in in IN work_xrosz555njd4jf3375ostnmdmm 2757 27 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2757 28 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2757 29 . . . work_xrosz555njd4jf3375ostnmdmm 2758 1 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2758 2 on on IN work_xrosz555njd4jf3375ostnmdmm 2758 3 this this DT work_xrosz555njd4jf3375ostnmdmm 2758 4 character character NN work_xrosz555njd4jf3375ostnmdmm 2758 5 , , , work_xrosz555njd4jf3375ostnmdmm 2758 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2758 7 propose propose VBP work_xrosz555njd4jf3375ostnmdmm 2758 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2758 9 bootstrap bootstrap NN work_xrosz555njd4jf3375ostnmdmm 2758 10 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2758 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2758 12 collect collect VB work_xrosz555njd4jf3375ostnmdmm 2758 13 IT IT NNP work_xrosz555njd4jf3375ostnmdmm 2758 14 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2758 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2758 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2758 17 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2758 18 . . . work_xrosz555njd4jf3375ostnmdmm 2759 1 First first RB work_xrosz555njd4jf3375ostnmdmm 2759 2 , , , work_xrosz555njd4jf3375ostnmdmm 2759 3 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2759 4 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2759 5 collect collect VBP work_xrosz555njd4jf3375ostnmdmm 2759 6 about about RB work_xrosz555njd4jf3375ostnmdmm 2759 7 fifty fifty CD work_xrosz555njd4jf3375ostnmdmm 2759 8 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2759 9 from from IN work_xrosz555njd4jf3375ostnmdmm 2759 10 job job NN work_xrosz555njd4jf3375ostnmdmm 2759 11 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2759 12 , , , work_xrosz555njd4jf3375ostnmdmm 2759 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2759 14 add add VB work_xrosz555njd4jf3375ostnmdmm 2759 15 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2759 16 to to IN work_xrosz555njd4jf3375ostnmdmm 2759 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2759 18 term term NN work_xrosz555njd4jf3375ostnmdmm 2759 19 list list NN work_xrosz555njd4jf3375ostnmdmm 2759 20 . . . work_xrosz555njd4jf3375ostnmdmm 2760 1 Then then RB work_xrosz555njd4jf3375ostnmdmm 2760 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2760 3 use use VBP work_xrosz555njd4jf3375ostnmdmm 2760 4 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2760 5 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2760 6 match match NN work_xrosz555njd4jf3375ostnmdmm 2760 7 library library NN work_xrosz555njd4jf3375ostnmdmm 2760 8 to to TO work_xrosz555njd4jf3375ostnmdmm 2760 9 find find VB work_xrosz555njd4jf3375ostnmdmm 2760 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2760 11 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2760 12 that that IN work_xrosz555njd4jf3375ostnmdmm 2760 13 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2760 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2760 15 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2760 16 in in IN work_xrosz555njd4jf3375ostnmdmm 2760 17 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2760 18 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2760 19 from from IN work_xrosz555njd4jf3375ostnmdmm 2760 20 a a DT work_xrosz555njd4jf3375ostnmdmm 2760 21 set set NN work_xrosz555njd4jf3375ostnmdmm 2760 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2760 23 job job NN work_xrosz555njd4jf3375ostnmdmm 2760 24 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2760 25 . . . work_xrosz555njd4jf3375ostnmdmm 2761 1 An an DT work_xrosz555njd4jf3375ostnmdmm 2761 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2761 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2761 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2761 5 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2761 6 which which WDT work_xrosz555njd4jf3375ostnmdmm 2761 7 matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2761 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2761 9 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2761 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2761 11 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2761 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2761 13 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2761 14 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2761 15 . . . work_xrosz555njd4jf3375ostnmdmm 2762 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2762 2 extract extract VBP work_xrosz555njd4jf3375ostnmdmm 2762 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2762 4 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2762 5 which which WDT work_xrosz555njd4jf3375ostnmdmm 2762 6 match match VBP work_xrosz555njd4jf3375ostnmdmm 2762 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2762 8 star star NN work_xrosz555njd4jf3375ostnmdmm 2762 9 symbol symbol NN work_xrosz555njd4jf3375ostnmdmm 2762 10 from from IN work_xrosz555njd4jf3375ostnmdmm 2762 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2762 12 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2762 13 ; ; : work_xrosz555njd4jf3375ostnmdmm 2762 14 these these DT work_xrosz555njd4jf3375ostnmdmm 2762 15 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2762 16 have have VBP work_xrosz555njd4jf3375ostnmdmm 2762 17 high high JJ work_xrosz555njd4jf3375ostnmdmm 2762 18 probability probability NN work_xrosz555njd4jf3375ostnmdmm 2762 19 to to TO work_xrosz555njd4jf3375ostnmdmm 2762 20 be be VB work_xrosz555njd4jf3375ostnmdmm 2762 21 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2762 22 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2762 23 . . . work_xrosz555njd4jf3375ostnmdmm 2763 1 Then then RB work_xrosz555njd4jf3375ostnmdmm 2763 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2763 3 could could MD work_xrosz555njd4jf3375ostnmdmm 2763 4 check check VB work_xrosz555njd4jf3375ostnmdmm 2763 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2763 6 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2763 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2763 8 Dbpedia Dbpedia NNP work_xrosz555njd4jf3375ostnmdmm 2763 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2763 10 see see VB work_xrosz555njd4jf3375ostnmdmm 2763 11 whether whether IN work_xrosz555njd4jf3375ostnmdmm 2763 12 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2763 13 are be VBP work_xrosz555njd4jf3375ostnmdmm 2763 14 under under IN work_xrosz555njd4jf3375ostnmdmm 2763 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2763 16 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2763 17 like like IN work_xrosz555njd4jf3375ostnmdmm 2763 18 software software NN work_xrosz555njd4jf3375ostnmdmm 2763 19 , , , work_xrosz555njd4jf3375ostnmdmm 2763 20 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2763 21 language language NN work_xrosz555njd4jf3375ostnmdmm 2763 22 or or CC work_xrosz555njd4jf3375ostnmdmm 2763 23 any any DT work_xrosz555njd4jf3375ostnmdmm 2763 24 other other JJ work_xrosz555njd4jf3375ostnmdmm 2763 25 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2763 26 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2763 27 ones one NNS work_xrosz555njd4jf3375ostnmdmm 2763 28 . . . work_xrosz555njd4jf3375ostnmdmm 2764 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2764 2 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2764 3 are be VBP work_xrosz555njd4jf3375ostnmdmm 2764 4 , , , work_xrosz555njd4jf3375ostnmdmm 2764 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2764 6 could could MD work_xrosz555njd4jf3375ostnmdmm 2764 7 classify classify VB work_xrosz555njd4jf3375ostnmdmm 2764 8 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2764 9 as as IN work_xrosz555njd4jf3375ostnmdmm 2764 10 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2764 11 , , , work_xrosz555njd4jf3375ostnmdmm 2764 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2764 13 add add VB work_xrosz555njd4jf3375ostnmdmm 2764 14 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2764 15 to to IN work_xrosz555njd4jf3375ostnmdmm 2764 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2764 17 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2764 18 list list NN work_xrosz555njd4jf3375ostnmdmm 2764 19 . . . work_xrosz555njd4jf3375ostnmdmm 2765 1 After after IN work_xrosz555njd4jf3375ostnmdmm 2765 2 scanning scan VBG work_xrosz555njd4jf3375ostnmdmm 2765 3 all all PDT work_xrosz555njd4jf3375ostnmdmm 2765 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2765 5 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2765 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2765 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2765 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2765 9 description description NN work_xrosz555njd4jf3375ostnmdmm 2765 10 set set NN work_xrosz555njd4jf3375ostnmdmm 2765 11 , , , work_xrosz555njd4jf3375ostnmdmm 2765 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2765 13 term term NN work_xrosz555njd4jf3375ostnmdmm 2765 14 list list NN work_xrosz555njd4jf3375ostnmdmm 2765 15 will will MD work_xrosz555njd4jf3375ostnmdmm 2765 16 be be VB work_xrosz555njd4jf3375ostnmdmm 2765 17 larger large JJR work_xrosz555njd4jf3375ostnmdmm 2765 18 , , , work_xrosz555njd4jf3375ostnmdmm 2765 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2765 20 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2765 21 can can MD work_xrosz555njd4jf3375ostnmdmm 2765 22 use use VB work_xrosz555njd4jf3375ostnmdmm 2765 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2765 24 larger large JJR work_xrosz555njd4jf3375ostnmdmm 2765 25 term term NN work_xrosz555njd4jf3375ostnmdmm 2765 26 list list NN work_xrosz555njd4jf3375ostnmdmm 2765 27 to to TO work_xrosz555njd4jf3375ostnmdmm 2765 28 start start VB work_xrosz555njd4jf3375ostnmdmm 2765 29 a a DT work_xrosz555njd4jf3375ostnmdmm 2765 30 new new JJ work_xrosz555njd4jf3375ostnmdmm 2765 31 iteration iteration NN work_xrosz555njd4jf3375ostnmdmm 2765 32 of of IN work_xrosz555njd4jf3375ostnmdmm 2765 33 scaning scaning NN work_xrosz555njd4jf3375ostnmdmm 2765 34 . . . work_xrosz555njd4jf3375ostnmdmm 2766 1 This this DT work_xrosz555njd4jf3375ostnmdmm 2766 2 process process NN work_xrosz555njd4jf3375ostnmdmm 2766 3 stops stop VBZ work_xrosz555njd4jf3375ostnmdmm 2766 4 when when WRB work_xrosz555njd4jf3375ostnmdmm 2766 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2766 6 number number NN work_xrosz555njd4jf3375ostnmdmm 2766 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2766 8 found find VBN work_xrosz555njd4jf3375ostnmdmm 2766 9 new new JJ work_xrosz555njd4jf3375ostnmdmm 2766 10 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2766 11 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2766 12 below below IN work_xrosz555njd4jf3375ostnmdmm 2766 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2766 14 threshold threshold NN work_xrosz555njd4jf3375ostnmdmm 2766 15 . . . work_xrosz555njd4jf3375ostnmdmm 2767 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2767 2 process process NN work_xrosz555njd4jf3375ostnmdmm 2767 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2767 4 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2767 5 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2767 6 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2767 7 . . . work_xrosz555njd4jf3375ostnmdmm 2768 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2768 2 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2768 3 : : : work_xrosz555njd4jf3375ostnmdmm 2768 4 Example example NN work_xrosz555njd4jf3375ostnmdmm 2768 5 Sentences Sentences NNPS work_xrosz555njd4jf3375ostnmdmm 2768 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2768 7 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2768 8 Descriptions Descriptions NNP work_xrosz555njd4jf3375ostnmdmm 2768 9 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2768 10 . . . work_xrosz555njd4jf3375ostnmdmm 2769 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2769 2 high high JJ work_xrosz555njd4jf3375ostnmdmm 2769 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2769 4 level level NN work_xrosz555njd4jf3375ostnmdmm 2769 5 language language NN work_xrosz555njd4jf3375ostnmdmm 2769 6 such such JJ work_xrosz555njd4jf3375ostnmdmm 2769 7 as as IN work_xrosz555njd4jf3375ostnmdmm 2769 8 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2769 9 , , , work_xrosz555njd4jf3375ostnmdmm 2769 10 Groovy Groovy NNP work_xrosz555njd4jf3375ostnmdmm 2769 11 , , , work_xrosz555njd4jf3375ostnmdmm 2769 12 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2769 13 or or CC work_xrosz555njd4jf3375ostnmdmm 2769 14 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2769 15 ; ; : work_xrosz555njd4jf3375ostnmdmm 2769 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2769 17 use use VBP work_xrosz555njd4jf3375ostnmdmm 2769 18 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2769 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2769 20 Groovy Groovy NNP work_xrosz555njd4jf3375ostnmdmm 2769 21 extensively extensively RB work_xrosz555njd4jf3375ostnmdmm 2769 22 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2769 23 . . . work_xrosz555njd4jf3375ostnmdmm 2770 1 HTML5 HTML5 NNP work_xrosz555njd4jf3375ostnmdmm 2770 2 / / SYM work_xrosz555njd4jf3375ostnmdmm 2770 3 CSS3 CSS3 NNP work_xrosz555njd4jf3375ostnmdmm 2770 4 / / SYM work_xrosz555njd4jf3375ostnmdmm 2770 5 JavaScript JavaScript NNP work_xrosz555njd4jf3375ostnmdmm 2770 6 , , , work_xrosz555njd4jf3375ostnmdmm 2770 7 web web NN work_xrosz555njd4jf3375ostnmdmm 2770 8 standards standard NNS work_xrosz555njd4jf3375ostnmdmm 2770 9 , , , work_xrosz555njd4jf3375ostnmdmm 2770 10 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2770 11 or or CC work_xrosz555njd4jf3375ostnmdmm 2770 12 frameworks framework NNS work_xrosz555njd4jf3375ostnmdmm 2770 13 like like IN work_xrosz555njd4jf3375ostnmdmm 2770 14 An- an- CC work_xrosz555njd4jf3375ostnmdmm 2770 15 gularJS gularJS NNP work_xrosz555njd4jf3375ostnmdmm 2770 16 would would MD work_xrosz555njd4jf3375ostnmdmm 2770 17 be be VB work_xrosz555njd4jf3375ostnmdmm 2770 18 great great JJ work_xrosz555njd4jf3375ostnmdmm 2770 19 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2770 20 . . . work_xrosz555njd4jf3375ostnmdmm 2771 1 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2771 2 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2771 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2771 4 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2771 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2771 6 must must MD work_xrosz555njd4jf3375ostnmdmm 2771 7 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2771 8 . . . work_xrosz555njd4jf3375ostnmdmm 2772 1 Experience experience NN work_xrosz555njd4jf3375ostnmdmm 2772 2 with with IN work_xrosz555njd4jf3375ostnmdmm 2772 3 AJAX AJAX NNP work_xrosz555njd4jf3375ostnmdmm 2772 4 , , , work_xrosz555njd4jf3375ostnmdmm 2772 5 XML xml NN work_xrosz555njd4jf3375ostnmdmm 2772 6 , , , work_xrosz555njd4jf3375ostnmdmm 2772 7 XSL XSL NNP work_xrosz555njd4jf3375ostnmdmm 2772 8 , , , work_xrosz555njd4jf3375ostnmdmm 2772 9 XSLT XSLT NNP work_xrosz555njd4jf3375ostnmdmm 2772 10 , , , work_xrosz555njd4jf3375ostnmdmm 2772 11 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2772 12 , , , work_xrosz555njd4jf3375ostnmdmm 2772 13 JavaScript JavaScript NNP work_xrosz555njd4jf3375ostnmdmm 2772 14 , , , work_xrosz555njd4jf3375ostnmdmm 2772 15 JQuery JQuery NNP work_xrosz555njd4jf3375ostnmdmm 2772 16 , , , work_xrosz555njd4jf3375ostnmdmm 2772 17 HTM- HTM- NNP work_xrosz555njd4jf3375ostnmdmm 2772 18 L L NNP work_xrosz555njd4jf3375ostnmdmm 2772 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2772 20 Web Web NNP work_xrosz555njd4jf3375ostnmdmm 2772 21 Services Services NNPS work_xrosz555njd4jf3375ostnmdmm 2772 22 42 42 CD work_xrosz555njd4jf3375ostnmdmm 2772 23 Table table NN work_xrosz555njd4jf3375ostnmdmm 2772 24 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2772 25 : : : work_xrosz555njd4jf3375ostnmdmm 2772 26 Patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2772 27 to to TO work_xrosz555njd4jf3375ostnmdmm 2772 28 Extract extract VB work_xrosz555njd4jf3375ostnmdmm 2772 29 Terms term NNS work_xrosz555njd4jf3375ostnmdmm 2772 30 term term NN work_xrosz555njd4jf3375ostnmdmm 2772 31 , , , work_xrosz555njd4jf3375ostnmdmm 2772 32 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 33 , , , work_xrosz555njd4jf3375ostnmdmm 2772 34 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 35 , , , work_xrosz555njd4jf3375ostnmdmm 2772 36 term term NN work_xrosz555njd4jf3375ostnmdmm 2772 37 term term NN work_xrosz555njd4jf3375ostnmdmm 2772 38 , , , work_xrosz555njd4jf3375ostnmdmm 2772 39 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 40 , , , work_xrosz555njd4jf3375ostnmdmm 2772 41 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 42 , , , work_xrosz555njd4jf3375ostnmdmm 2772 43 and and CC work_xrosz555njd4jf3375ostnmdmm 2772 44 term term NN work_xrosz555njd4jf3375ostnmdmm 2772 45 Table table NN work_xrosz555njd4jf3375ostnmdmm 2772 46 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2772 47 : : : work_xrosz555njd4jf3375ostnmdmm 2772 48 An an DT work_xrosz555njd4jf3375ostnmdmm 2772 49 Example Example NNP work_xrosz555njd4jf3375ostnmdmm 2772 50 Sentence Sentence NNP work_xrosz555njd4jf3375ostnmdmm 2772 51 Matches match VBZ work_xrosz555njd4jf3375ostnmdmm 2772 52 the the DT work_xrosz555njd4jf3375ostnmdmm 2772 53 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2772 54 Experience experience NN work_xrosz555njd4jf3375ostnmdmm 2772 55 with with IN work_xrosz555njd4jf3375ostnmdmm 2772 56 TERM TERM NNP work_xrosz555njd4jf3375ostnmdmm 2772 57 , , , work_xrosz555njd4jf3375ostnmdmm 2772 58 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 59 , , , work_xrosz555njd4jf3375ostnmdmm 2772 60 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 61 , , , work_xrosz555njd4jf3375ostnmdmm 2772 62 TERM term NN work_xrosz555njd4jf3375ostnmdmm 2772 63 , , , work_xrosz555njd4jf3375ostnmdmm 2772 64 and and CC work_xrosz555njd4jf3375ostnmdmm 2772 65 * * NFP work_xrosz555njd4jf3375ostnmdmm 2772 66 Experience experience NN work_xrosz555njd4jf3375ostnmdmm 2772 67 with with IN work_xrosz555njd4jf3375ostnmdmm 2772 68 AJAX AJAX NNP work_xrosz555njd4jf3375ostnmdmm 2772 69 , , , work_xrosz555njd4jf3375ostnmdmm 2772 70 XML xml NN work_xrosz555njd4jf3375ostnmdmm 2772 71 , , , work_xrosz555njd4jf3375ostnmdmm 2772 72 XSL xsl NN work_xrosz555njd4jf3375ostnmdmm 2772 73 , , , work_xrosz555njd4jf3375ostnmdmm 2772 74 XSLT XSLT NNP work_xrosz555njd4jf3375ostnmdmm 2772 75 , , , work_xrosz555njd4jf3375ostnmdmm 2772 76 and and CC work_xrosz555njd4jf3375ostnmdmm 2772 77 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2772 78 For for IN work_xrosz555njd4jf3375ostnmdmm 2772 79 example example NN work_xrosz555njd4jf3375ostnmdmm 2772 80 , , , work_xrosz555njd4jf3375ostnmdmm 2772 81 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2772 82 extract extract VBP work_xrosz555njd4jf3375ostnmdmm 2772 83 the the DT work_xrosz555njd4jf3375ostnmdmm 2772 84 token token JJ work_xrosz555njd4jf3375ostnmdmm 2772 85 ” " `` work_xrosz555njd4jf3375ostnmdmm 2772 86 XSL XSL NNP work_xrosz555njd4jf3375ostnmdmm 2772 87 ” " '' work_xrosz555njd4jf3375ostnmdmm 2772 88 , , , work_xrosz555njd4jf3375ostnmdmm 2772 89 which which WDT work_xrosz555njd4jf3375ostnmdmm 2772 90 currently currently RB work_xrosz555njd4jf3375ostnmdmm 2772 91 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2772 92 not not RB work_xrosz555njd4jf3375ostnmdmm 2772 93 in in IN work_xrosz555njd4jf3375ostnmdmm 2772 94 the the DT work_xrosz555njd4jf3375ostnmdmm 2772 95 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2772 96 list list VBP work_xrosz555njd4jf3375ostnmdmm 2772 97 . . . work_xrosz555njd4jf3375ostnmdmm 2773 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2773 2 check check VBP work_xrosz555njd4jf3375ostnmdmm 2773 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2773 4 word word NN work_xrosz555njd4jf3375ostnmdmm 2773 5 on on IN work_xrosz555njd4jf3375ostnmdmm 2773 6 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2773 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2773 8 accessing access VBG work_xrosz555njd4jf3375ostnmdmm 2773 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2773 10 URL url NN work_xrosz555njd4jf3375ostnmdmm 2773 11 : : : work_xrosz555njd4jf3375ostnmdmm 2773 12 http://dbpedia.org http://dbpedia.org NNP work_xrosz555njd4jf3375ostnmdmm 2773 13 / / SYM work_xrosz555njd4jf3375ostnmdmm 2773 14 page page NN work_xrosz555njd4jf3375ostnmdmm 2773 15 / / SYM work_xrosz555njd4jf3375ostnmdmm 2773 16 XSL xsl NN work_xrosz555njd4jf3375ostnmdmm 2773 17 . . . work_xrosz555njd4jf3375ostnmdmm 2774 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2774 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2774 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2774 4 get get VB work_xrosz555njd4jf3375ostnmdmm 2774 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2774 6 XML xml NN work_xrosz555njd4jf3375ostnmdmm 2774 7 formatted format VBN work_xrosz555njd4jf3375ostnmdmm 2774 8 description description NN work_xrosz555njd4jf3375ostnmdmm 2774 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2774 10 XSL xsl NN work_xrosz555njd4jf3375ostnmdmm 2774 11 , , , work_xrosz555njd4jf3375ostnmdmm 2774 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2774 13 any any DT work_xrosz555njd4jf3375ostnmdmm 2774 14 element element NN work_xrosz555njd4jf3375ostnmdmm 2774 15 in in IN work_xrosz555njd4jf3375ostnmdmm 2774 16 “ " `` work_xrosz555njd4jf3375ostnmdmm 2774 17 dc- dc- NNP work_xrosz555njd4jf3375ostnmdmm 2774 18 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2774 19 : : : work_xrosz555njd4jf3375ostnmdmm 2774 20 subject subject JJ work_xrosz555njd4jf3375ostnmdmm 2774 21 ” " '' work_xrosz555njd4jf3375ostnmdmm 2774 22 section section NN work_xrosz555njd4jf3375ostnmdmm 2774 23 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2774 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2774 25 value value NN work_xrosz555njd4jf3375ostnmdmm 2774 26 which which WDT work_xrosz555njd4jf3375ostnmdmm 2774 27 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2774 28 a a DT work_xrosz555njd4jf3375ostnmdmm 2774 29 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2774 30 category category NN work_xrosz555njd4jf3375ostnmdmm 2774 31 , , , work_xrosz555njd4jf3375ostnmdmm 2774 32 like like IN work_xrosz555njd4jf3375ostnmdmm 2774 33 “ " `` work_xrosz555njd4jf3375ostnmdmm 2774 34 Program- Program- NNP work_xrosz555njd4jf3375ostnmdmm 2774 35 ming ming NNP work_xrosz555njd4jf3375ostnmdmm 2774 36 languages language NNS work_xrosz555njd4jf3375ostnmdmm 2774 37 ” " '' work_xrosz555njd4jf3375ostnmdmm 2774 38 , , , work_xrosz555njd4jf3375ostnmdmm 2774 39 “ " `` work_xrosz555njd4jf3375ostnmdmm 2774 40 Markup Markup NNP work_xrosz555njd4jf3375ostnmdmm 2774 41 languages language NNS work_xrosz555njd4jf3375ostnmdmm 2774 42 ” " '' work_xrosz555njd4jf3375ostnmdmm 2774 43 and and CC work_xrosz555njd4jf3375ostnmdmm 2774 44 so so RB work_xrosz555njd4jf3375ostnmdmm 2774 45 on on RB work_xrosz555njd4jf3375ostnmdmm 2774 46 , , , work_xrosz555njd4jf3375ostnmdmm 2774 47 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2774 48 can can MD work_xrosz555njd4jf3375ostnmdmm 2774 49 indicate indicate VB work_xrosz555njd4jf3375ostnmdmm 2774 50 that that IN work_xrosz555njd4jf3375ostnmdmm 2774 51 the the DT work_xrosz555njd4jf3375ostnmdmm 2774 52 word word NN work_xrosz555njd4jf3375ostnmdmm 2774 53 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2774 54 a a DT work_xrosz555njd4jf3375ostnmdmm 2774 55 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2774 56 term term NN work_xrosz555njd4jf3375ostnmdmm 2774 57 , , , work_xrosz555njd4jf3375ostnmdmm 2774 58 and and CC work_xrosz555njd4jf3375ostnmdmm 2774 59 add add VB work_xrosz555njd4jf3375ostnmdmm 2774 60 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2774 61 to to IN work_xrosz555njd4jf3375ostnmdmm 2774 62 the the DT work_xrosz555njd4jf3375ostnmdmm 2774 63 term term NN work_xrosz555njd4jf3375ostnmdmm 2774 64 list list NN work_xrosz555njd4jf3375ostnmdmm 2774 65 . . . work_xrosz555njd4jf3375ostnmdmm 2775 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2775 2 7.1 7.1 CD work_xrosz555njd4jf3375ostnmdmm 2775 3 : : : work_xrosz555njd4jf3375ostnmdmm 2775 4 Procedure procedure NN work_xrosz555njd4jf3375ostnmdmm 2775 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2775 6 Finding Finding NNP work_xrosz555njd4jf3375ostnmdmm 2775 7 Technical Technical NNP work_xrosz555njd4jf3375ostnmdmm 2775 8 Terms Terms NNPS work_xrosz555njd4jf3375ostnmdmm 2775 9 But but CC work_xrosz555njd4jf3375ostnmdmm 2775 10 not not RB work_xrosz555njd4jf3375ostnmdmm 2775 11 all all PDT work_xrosz555njd4jf3375ostnmdmm 2775 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2775 13 extracted extract VBN work_xrosz555njd4jf3375ostnmdmm 2775 14 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2775 15 can can MD work_xrosz555njd4jf3375ostnmdmm 2775 16 be be VB work_xrosz555njd4jf3375ostnmdmm 2775 17 verified verify VBN work_xrosz555njd4jf3375ostnmdmm 2775 18 in in IN work_xrosz555njd4jf3375ostnmdmm 2775 19 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2775 20 , , , work_xrosz555njd4jf3375ostnmdmm 2775 21 because because IN work_xrosz555njd4jf3375ostnmdmm 2775 22 some some DT work_xrosz555njd4jf3375ostnmdmm 2775 23 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2775 24 43 43 CD work_xrosz555njd4jf3375ostnmdmm 2775 25 have have VBP work_xrosz555njd4jf3375ostnmdmm 2775 26 multiple multiple JJ work_xrosz555njd4jf3375ostnmdmm 2775 27 meanings meaning NNS work_xrosz555njd4jf3375ostnmdmm 2775 28 in in IN work_xrosz555njd4jf3375ostnmdmm 2775 29 English English NNP work_xrosz555njd4jf3375ostnmdmm 2775 30 , , , work_xrosz555njd4jf3375ostnmdmm 2775 31 and and CC work_xrosz555njd4jf3375ostnmdmm 2775 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2775 33 URLs url NNS work_xrosz555njd4jf3375ostnmdmm 2775 34 of of IN work_xrosz555njd4jf3375ostnmdmm 2775 35 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2775 36 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2775 37 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2775 38 are be VBP work_xrosz555njd4jf3375ostnmdmm 2775 39 unpre- unpre- JJ work_xrosz555njd4jf3375ostnmdmm 2775 40 dictable dictable JJ work_xrosz555njd4jf3375ostnmdmm 2775 41 . . . work_xrosz555njd4jf3375ostnmdmm 2776 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2776 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2776 3 , , , work_xrosz555njd4jf3375ostnmdmm 2776 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2776 5 word word NN work_xrosz555njd4jf3375ostnmdmm 2776 6 “ " `` work_xrosz555njd4jf3375ostnmdmm 2776 7 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2776 8 ” " '' work_xrosz555njd4jf3375ostnmdmm 2776 9 could could MD work_xrosz555njd4jf3375ostnmdmm 2776 10 be be VB work_xrosz555njd4jf3375ostnmdmm 2776 11 an an DT work_xrosz555njd4jf3375ostnmdmm 2776 12 animal animal NN work_xrosz555njd4jf3375ostnmdmm 2776 13 name name NN work_xrosz555njd4jf3375ostnmdmm 2776 14 or or CC work_xrosz555njd4jf3375ostnmdmm 2776 15 a a DT work_xrosz555njd4jf3375ostnmdmm 2776 16 program- program- NN work_xrosz555njd4jf3375ostnmdmm 2776 17 ming ming NNP work_xrosz555njd4jf3375ostnmdmm 2776 18 language language NN work_xrosz555njd4jf3375ostnmdmm 2776 19 . . . work_xrosz555njd4jf3375ostnmdmm 2777 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2777 2 meaning meaning NN work_xrosz555njd4jf3375ostnmdmm 2777 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2777 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2777 5 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2777 6 language language NN work_xrosz555njd4jf3375ostnmdmm 2777 7 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2777 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2777 9 DBpedia DBpedia NNP work_xrosz555njd4jf3375ostnmdmm 2777 10 URL URL NNP work_xrosz555njd4jf3375ostnmdmm 2777 11 http://dbpedia.org/page/Python http://dbpedia.org/page/python NN work_xrosz555njd4jf3375ostnmdmm 2777 12 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2777 13 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2777 14 language language NN work_xrosz555njd4jf3375ostnmdmm 2777 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2777 16 , , , work_xrosz555njd4jf3375ostnmdmm 2777 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2777 18 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2777 19 difficult difficult JJ work_xrosz555njd4jf3375ostnmdmm 2777 20 to to TO work_xrosz555njd4jf3375ostnmdmm 2777 21 pre- pre- VB work_xrosz555njd4jf3375ostnmdmm 2777 22 dict dict NN work_xrosz555njd4jf3375ostnmdmm 2777 23 . . . work_xrosz555njd4jf3375ostnmdmm 2778 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2778 2 this this DT work_xrosz555njd4jf3375ostnmdmm 2778 3 case case NN work_xrosz555njd4jf3375ostnmdmm 2778 4 , , , work_xrosz555njd4jf3375ostnmdmm 2778 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2778 6 have have VBP work_xrosz555njd4jf3375ostnmdmm 2778 7 to to TO work_xrosz555njd4jf3375ostnmdmm 2778 8 check check VB work_xrosz555njd4jf3375ostnmdmm 2778 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2778 10 term term NN work_xrosz555njd4jf3375ostnmdmm 2778 11 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2778 12 . . . work_xrosz555njd4jf3375ostnmdmm 2779 1 After after IN work_xrosz555njd4jf3375ostnmdmm 2779 2 getting get VBG work_xrosz555njd4jf3375ostnmdmm 2779 3 all all DT work_xrosz555njd4jf3375ostnmdmm 2779 4 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2779 5 , , , work_xrosz555njd4jf3375ostnmdmm 2779 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2779 7 use use VBP work_xrosz555njd4jf3375ostnmdmm 2779 8 Protege Protege NNP work_xrosz555njd4jf3375ostnmdmm 2779 9 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2779 10 32 32 CD work_xrosz555njd4jf3375ostnmdmm 2779 11 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2779 12 , , , work_xrosz555njd4jf3375ostnmdmm 2779 13 an an DT work_xrosz555njd4jf3375ostnmdmm 2779 14 open open JJ work_xrosz555njd4jf3375ostnmdmm 2779 15 source source NN work_xrosz555njd4jf3375ostnmdmm 2779 16 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2779 17 editor editor NN work_xrosz555njd4jf3375ostnmdmm 2779 18 , , , work_xrosz555njd4jf3375ostnmdmm 2779 19 to to TO work_xrosz555njd4jf3375ostnmdmm 2779 20 edit edit VB work_xrosz555njd4jf3375ostnmdmm 2779 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2779 22 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2779 23 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2779 24 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2779 25 , , , work_xrosz555njd4jf3375ostnmdmm 2779 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2779 27 saved save VBD work_xrosz555njd4jf3375ostnmdmm 2779 28 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2779 29 in in IN work_xrosz555njd4jf3375ostnmdmm 2779 30 RDF RDF NNP work_xrosz555njd4jf3375ostnmdmm 2779 31 format format NN work_xrosz555njd4jf3375ostnmdmm 2779 32 . . . work_xrosz555njd4jf3375ostnmdmm 2780 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2780 2 interface interface NN work_xrosz555njd4jf3375ostnmdmm 2780 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2780 4 Protege Protege NNP work_xrosz555njd4jf3375ostnmdmm 2780 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2780 6 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2780 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2780 8 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2780 9 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2780 10 . . . work_xrosz555njd4jf3375ostnmdmm 2781 1 Part part NN work_xrosz555njd4jf3375ostnmdmm 2781 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2781 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2781 4 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2781 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2781 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2781 7 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2781 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2781 9 Figure Figure NNP work_xrosz555njd4jf3375ostnmdmm 2781 10 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2781 11 . . . work_xrosz555njd4jf3375ostnmdmm 2782 1 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2782 2 7.2 7.2 CD work_xrosz555njd4jf3375ostnmdmm 2782 3 : : : work_xrosz555njd4jf3375ostnmdmm 2782 4 Interface interface NN work_xrosz555njd4jf3375ostnmdmm 2782 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2782 6 Protege Protege NNP work_xrosz555njd4jf3375ostnmdmm 2782 7 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2782 8 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2782 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2782 10 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2782 11 Semantic Semantic NNP work_xrosz555njd4jf3375ostnmdmm 2782 12 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2782 13 Sánchez Sánchez NNP work_xrosz555njd4jf3375ostnmdmm 2782 14 et et FW work_xrosz555njd4jf3375ostnmdmm 2782 15 al al NNP work_xrosz555njd4jf3375ostnmdmm 2782 16 . . . work_xrosz555njd4jf3375ostnmdmm 2783 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2783 2 41 41 CD work_xrosz555njd4jf3375ostnmdmm 2783 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2783 4 summarized summarize VBN work_xrosz555njd4jf3375ostnmdmm 2783 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2783 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2783 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2783 8 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2783 9 assessment assessment NN work_xrosz555njd4jf3375ostnmdmm 2783 10 into into IN work_xrosz555njd4jf3375ostnmdmm 2783 11 three three CD work_xrosz555njd4jf3375ostnmdmm 2783 12 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2783 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2783 14 gave give VBD work_xrosz555njd4jf3375ostnmdmm 2783 15 both both DT work_xrosz555njd4jf3375ostnmdmm 2783 16 advantages advantage NNS work_xrosz555njd4jf3375ostnmdmm 2783 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2783 18 disadvantages disadvantage NNS work_xrosz555njd4jf3375ostnmdmm 2783 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2783 20 each each DT work_xrosz555njd4jf3375ostnmdmm 2783 21 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2783 22 . . . work_xrosz555njd4jf3375ostnmdmm 2784 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2784 2 three three CD work_xrosz555njd4jf3375ostnmdmm 2784 3 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2784 4 44 44 CD work_xrosz555njd4jf3375ostnmdmm 2784 5 Figure figure NN work_xrosz555njd4jf3375ostnmdmm 2784 6 7.3 7.3 CD work_xrosz555njd4jf3375ostnmdmm 2784 7 : : : work_xrosz555njd4jf3375ostnmdmm 2784 8 Part part NN work_xrosz555njd4jf3375ostnmdmm 2784 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2784 10 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2784 11 45 45 CD work_xrosz555njd4jf3375ostnmdmm 2784 12 of of IN work_xrosz555njd4jf3375ostnmdmm 2784 13 categories category NNS work_xrosz555njd4jf3375ostnmdmm 2784 14 are be VBP work_xrosz555njd4jf3375ostnmdmm 2784 15 : : : work_xrosz555njd4jf3375ostnmdmm 2784 16 Edge edge NN work_xrosz555njd4jf3375ostnmdmm 2784 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2784 18 counting count VBG work_xrosz555njd4jf3375ostnmdmm 2784 19 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2784 20 , , , work_xrosz555njd4jf3375ostnmdmm 2784 21 Feature feature NN work_xrosz555njd4jf3375ostnmdmm 2784 22 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2784 23 based base VBN work_xrosz555njd4jf3375ostnmdmm 2784 24 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2784 25 , , , work_xrosz555njd4jf3375ostnmdmm 2784 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2784 27 Measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2784 28 based base VBN work_xrosz555njd4jf3375ostnmdmm 2784 29 on on IN work_xrosz555njd4jf3375ostnmdmm 2784 30 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2784 31 Content Content NNP work_xrosz555njd4jf3375ostnmdmm 2784 32 . . . work_xrosz555njd4jf3375ostnmdmm 2785 1 7.3.1 7.3.1 NNP work_xrosz555njd4jf3375ostnmdmm 2785 2 Path Path NNP work_xrosz555njd4jf3375ostnmdmm 2785 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2785 4 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2785 5 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2785 6 In in IN work_xrosz555njd4jf3375ostnmdmm 2785 7 path path NN work_xrosz555njd4jf3375ostnmdmm 2785 8 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2785 9 based base VBN work_xrosz555njd4jf3375ostnmdmm 2785 10 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2785 11 , , , work_xrosz555njd4jf3375ostnmdmm 2785 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2785 13 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2785 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2785 15 viewed view VBN work_xrosz555njd4jf3375ostnmdmm 2785 16 as as IN work_xrosz555njd4jf3375ostnmdmm 2785 17 a a DT work_xrosz555njd4jf3375ostnmdmm 2785 18 directed direct VBN work_xrosz555njd4jf3375ostnmdmm 2785 19 graph graph NN work_xrosz555njd4jf3375ostnmdmm 2785 20 , , , work_xrosz555njd4jf3375ostnmdmm 2785 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2785 22 which which WDT work_xrosz555njd4jf3375ostnmdmm 2785 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2785 24 nodes node NNS work_xrosz555njd4jf3375ostnmdmm 2785 25 are be VBP work_xrosz555njd4jf3375ostnmdmm 2785 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2785 27 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2785 28 , , , work_xrosz555njd4jf3375ostnmdmm 2785 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2785 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2785 31 edges edge NNS work_xrosz555njd4jf3375ostnmdmm 2785 32 are be VBP work_xrosz555njd4jf3375ostnmdmm 2785 33 taxonomic taxonomic JJ work_xrosz555njd4jf3375ostnmdmm 2785 34 relation relation NN work_xrosz555njd4jf3375ostnmdmm 2785 35 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2785 36 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2786 1 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2786 2 - - : work_xrosz555njd4jf3375ostnmdmm 2786 3 a a NN work_xrosz555njd4jf3375ostnmdmm 2786 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2786 5 . . . work_xrosz555njd4jf3375ostnmdmm 2787 1 Rada Rada NNP work_xrosz555njd4jf3375ostnmdmm 2787 2 , , , work_xrosz555njd4jf3375ostnmdmm 2787 3 et et NNP work_xrosz555njd4jf3375ostnmdmm 2787 4 al al NNP work_xrosz555njd4jf3375ostnmdmm 2787 5 . . . work_xrosz555njd4jf3375ostnmdmm 2788 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2788 2 34 34 CD work_xrosz555njd4jf3375ostnmdmm 2788 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2788 4 measure measure VB work_xrosz555njd4jf3375ostnmdmm 2788 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2788 6 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2788 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2788 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2788 9 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2788 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2788 11 two two CD work_xrosz555njd4jf3375ostnmdmm 2788 12 nodes node NNS work_xrosz555njd4jf3375ostnmdmm 2788 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2788 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2788 15 graph graph NN work_xrosz555njd4jf3375ostnmdmm 2788 16 . . . work_xrosz555njd4jf3375ostnmdmm 2789 1 Therefore therefore RB work_xrosz555njd4jf3375ostnmdmm 2789 2 , , , work_xrosz555njd4jf3375ostnmdmm 2789 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 4 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2789 5 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2789 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2789 7 two two CD work_xrosz555njd4jf3375ostnmdmm 2789 8 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2789 9 a a DT work_xrosz555njd4jf3375ostnmdmm 2789 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2789 11 b b NN work_xrosz555njd4jf3375ostnmdmm 2789 12 will will MD work_xrosz555njd4jf3375ostnmdmm 2789 13 be be VB work_xrosz555njd4jf3375ostnmdmm 2789 14 : : : work_xrosz555njd4jf3375ostnmdmm 2789 15 disrad(a disrad(a NNP work_xrosz555njd4jf3375ostnmdmm 2789 16 , , , work_xrosz555njd4jf3375ostnmdmm 2789 17 b b LS work_xrosz555njd4jf3375ostnmdmm 2789 18 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2789 19 = = NFP work_xrosz555njd4jf3375ostnmdmm 2789 20 min|pathi(a min|pathi(a NN work_xrosz555njd4jf3375ostnmdmm 2789 21 , , , work_xrosz555njd4jf3375ostnmdmm 2789 22 b)| b)| NNP work_xrosz555njd4jf3375ostnmdmm 2789 23 Wu Wu NNP work_xrosz555njd4jf3375ostnmdmm 2789 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2789 25 Palmer Palmer NNP work_xrosz555njd4jf3375ostnmdmm 2789 26 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2789 27 49 49 CD work_xrosz555njd4jf3375ostnmdmm 2789 28 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2789 29 realized realize VBD work_xrosz555njd4jf3375ostnmdmm 2789 30 that that IN work_xrosz555njd4jf3375ostnmdmm 2789 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 32 depth depth NN work_xrosz555njd4jf3375ostnmdmm 2789 33 in in IN work_xrosz555njd4jf3375ostnmdmm 2789 34 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 35 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 2789 36 will will MD work_xrosz555njd4jf3375ostnmdmm 2789 37 impact impact VB work_xrosz555njd4jf3375ostnmdmm 2789 38 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 39 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2789 40 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2789 41 of of IN work_xrosz555njd4jf3375ostnmdmm 2789 42 two two CD work_xrosz555njd4jf3375ostnmdmm 2789 43 nodes node NNS work_xrosz555njd4jf3375ostnmdmm 2789 44 , , , work_xrosz555njd4jf3375ostnmdmm 2789 45 because because IN work_xrosz555njd4jf3375ostnmdmm 2789 46 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 47 deeper deep JJR work_xrosz555njd4jf3375ostnmdmm 2789 48 of of IN work_xrosz555njd4jf3375ostnmdmm 2789 49 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 50 nodes node NNS work_xrosz555njd4jf3375ostnmdmm 2789 51 are be VBP work_xrosz555njd4jf3375ostnmdmm 2789 52 in in IN work_xrosz555njd4jf3375ostnmdmm 2789 53 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 54 tree tree NN work_xrosz555njd4jf3375ostnmdmm 2789 55 , , , work_xrosz555njd4jf3375ostnmdmm 2789 56 the the DT work_xrosz555njd4jf3375ostnmdmm 2789 57 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2789 58 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2789 59 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2789 60 smaller small JJR work_xrosz555njd4jf3375ostnmdmm 2789 61 . . . work_xrosz555njd4jf3375ostnmdmm 2790 1 Therefore therefore RB work_xrosz555njd4jf3375ostnmdmm 2790 2 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2790 3 gave give VBD work_xrosz555njd4jf3375ostnmdmm 2790 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2790 5 new new JJ work_xrosz555njd4jf3375ostnmdmm 2790 6 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2790 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2790 8 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2790 9 : : : work_xrosz555njd4jf3375ostnmdmm 2790 10 simw&p(a simw&p(a NN work_xrosz555njd4jf3375ostnmdmm 2790 11 , , , work_xrosz555njd4jf3375ostnmdmm 2790 12 b b NN work_xrosz555njd4jf3375ostnmdmm 2790 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2790 14 = = NFP work_xrosz555njd4jf3375ostnmdmm 2790 15 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2790 16 ×N3 ×N3 NNP work_xrosz555njd4jf3375ostnmdmm 2790 17 N1 n1 NN work_xrosz555njd4jf3375ostnmdmm 2790 18 + + CC work_xrosz555njd4jf3375ostnmdmm 2790 19 N2 n2 NN work_xrosz555njd4jf3375ostnmdmm 2790 20 + + SYM work_xrosz555njd4jf3375ostnmdmm 2790 21 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2790 22 ×N3 ×N3 NNP work_xrosz555njd4jf3375ostnmdmm 2790 23 N1 N1 NNP work_xrosz555njd4jf3375ostnmdmm 2790 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2790 25 N2 N2 NNP work_xrosz555njd4jf3375ostnmdmm 2790 26 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2790 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2790 28 numbers number NNS work_xrosz555njd4jf3375ostnmdmm 2790 29 of of IN work_xrosz555njd4jf3375ostnmdmm 2790 30 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2790 31 - - : work_xrosz555njd4jf3375ostnmdmm 2790 32 a a DT work_xrosz555njd4jf3375ostnmdmm 2790 33 links link NNS work_xrosz555njd4jf3375ostnmdmm 2790 34 from from IN work_xrosz555njd4jf3375ostnmdmm 2790 35 each each DT work_xrosz555njd4jf3375ostnmdmm 2790 36 term term NN work_xrosz555njd4jf3375ostnmdmm 2790 37 to to IN work_xrosz555njd4jf3375ostnmdmm 2790 38 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2790 39 Least Least JJS work_xrosz555njd4jf3375ostnmdmm 2790 40 Common common JJ work_xrosz555njd4jf3375ostnmdmm 2790 41 Subsumer(LCS subsumer(lc NNS work_xrosz555njd4jf3375ostnmdmm 2790 42 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2790 43 , , , work_xrosz555njd4jf3375ostnmdmm 2790 44 N3 N3 NNP work_xrosz555njd4jf3375ostnmdmm 2790 45 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2790 46 the the DT work_xrosz555njd4jf3375ostnmdmm 2790 47 number number NN work_xrosz555njd4jf3375ostnmdmm 2790 48 of of IN work_xrosz555njd4jf3375ostnmdmm 2790 49 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2790 50 - - : work_xrosz555njd4jf3375ostnmdmm 2790 51 a a DT work_xrosz555njd4jf3375ostnmdmm 2790 52 links link NNS work_xrosz555njd4jf3375ostnmdmm 2790 53 of of IN work_xrosz555njd4jf3375ostnmdmm 2790 54 the the DT work_xrosz555njd4jf3375ostnmdmm 2790 55 LCS LCS NNP work_xrosz555njd4jf3375ostnmdmm 2790 56 to to IN work_xrosz555njd4jf3375ostnmdmm 2790 57 the the DT work_xrosz555njd4jf3375ostnmdmm 2790 58 root root NN work_xrosz555njd4jf3375ostnmdmm 2790 59 of of IN work_xrosz555njd4jf3375ostnmdmm 2790 60 the the DT work_xrosz555njd4jf3375ostnmdmm 2790 61 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2790 62 . . . work_xrosz555njd4jf3375ostnmdmm 2791 1 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2791 2 on on IN work_xrosz555njd4jf3375ostnmdmm 2791 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2791 4 same same JJ work_xrosz555njd4jf3375ostnmdmm 2791 5 idea idea NN work_xrosz555njd4jf3375ostnmdmm 2791 6 , , , work_xrosz555njd4jf3375ostnmdmm 2791 7 Leacock Leacock NNP work_xrosz555njd4jf3375ostnmdmm 2791 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2791 9 Chodorow Chodorow NNP work_xrosz555njd4jf3375ostnmdmm 2791 10 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2791 11 23 23 CD work_xrosz555njd4jf3375ostnmdmm 2791 12 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2791 13 also also RB work_xrosz555njd4jf3375ostnmdmm 2791 14 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2791 15 a a DT work_xrosz555njd4jf3375ostnmdmm 2791 16 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2791 17 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2791 18 that that IN work_xrosz555njd4jf3375ostnmdmm 2791 19 combined combine VBN work_xrosz555njd4jf3375ostnmdmm 2791 20 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2791 21 Np Np VBZ work_xrosz555njd4jf3375ostnmdmm 2791 22 between between IN work_xrosz555njd4jf3375ostnmdmm 2791 23 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2791 24 a a NN work_xrosz555njd4jf3375ostnmdmm 2791 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2791 26 b b NN work_xrosz555njd4jf3375ostnmdmm 2791 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2791 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2791 29 depth depth NN work_xrosz555njd4jf3375ostnmdmm 2791 30 D d NN work_xrosz555njd4jf3375ostnmdmm 2791 31 of of IN work_xrosz555njd4jf3375ostnmdmm 2791 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2791 33 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 2791 34 . . . work_xrosz555njd4jf3375ostnmdmm 2792 1 siml&c(a siml&c(a NNP work_xrosz555njd4jf3375ostnmdmm 2792 2 , , , work_xrosz555njd4jf3375ostnmdmm 2792 3 b b LS work_xrosz555njd4jf3375ostnmdmm 2792 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2792 5 = = NFP work_xrosz555njd4jf3375ostnmdmm 2792 6 − − NNP work_xrosz555njd4jf3375ostnmdmm 2792 7 log(Np/2D log(Np/2D . work_xrosz555njd4jf3375ostnmdmm 2792 8 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2792 9 There there EX work_xrosz555njd4jf3375ostnmdmm 2792 10 are be VBP work_xrosz555njd4jf3375ostnmdmm 2792 11 some some DT work_xrosz555njd4jf3375ostnmdmm 2792 12 limitations limitation NNS work_xrosz555njd4jf3375ostnmdmm 2792 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2792 14 path path NN work_xrosz555njd4jf3375ostnmdmm 2792 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2792 16 based base VBN work_xrosz555njd4jf3375ostnmdmm 2792 17 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2792 18 . . . work_xrosz555njd4jf3375ostnmdmm 2793 1 First first RB work_xrosz555njd4jf3375ostnmdmm 2793 2 , , , work_xrosz555njd4jf3375ostnmdmm 2793 3 it -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2793 4 only only RB work_xrosz555njd4jf3375ostnmdmm 2793 5 considers consider VBZ work_xrosz555njd4jf3375ostnmdmm 2793 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2793 7 shortest short JJS work_xrosz555njd4jf3375ostnmdmm 2793 8 path path NN work_xrosz555njd4jf3375ostnmdmm 2793 9 between between IN work_xrosz555njd4jf3375ostnmdmm 2793 10 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2793 11 pairs pair NNS work_xrosz555njd4jf3375ostnmdmm 2793 12 . . . work_xrosz555njd4jf3375ostnmdmm 2794 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2794 2 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2794 3 meet meet VBP work_xrosz555njd4jf3375ostnmdmm 2794 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2794 5 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2794 6 situation situation NN work_xrosz555njd4jf3375ostnmdmm 2794 7 like like IN work_xrosz555njd4jf3375ostnmdmm 2794 8 multiple multiple JJ work_xrosz555njd4jf3375ostnmdmm 2794 9 taxonomical taxonomical JJ work_xrosz555njd4jf3375ostnmdmm 2794 10 inheritance inheritance NN work_xrosz555njd4jf3375ostnmdmm 2794 11 , , , work_xrosz555njd4jf3375ostnmdmm 2794 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2794 13 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2794 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2794 15 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2794 16 will will MD work_xrosz555njd4jf3375ostnmdmm 2794 17 be be VB work_xrosz555njd4jf3375ostnmdmm 2794 18 low low JJ work_xrosz555njd4jf3375ostnmdmm 2794 19 . . . work_xrosz555njd4jf3375ostnmdmm 2795 1 Another another DT work_xrosz555njd4jf3375ostnmdmm 2795 2 problem problem NN work_xrosz555njd4jf3375ostnmdmm 2795 3 46 46 CD work_xrosz555njd4jf3375ostnmdmm 2795 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2795 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2795 6 path path NN work_xrosz555njd4jf3375ostnmdmm 2795 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2795 8 based base VBN work_xrosz555njd4jf3375ostnmdmm 2795 9 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2795 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2795 11 that that IN work_xrosz555njd4jf3375ostnmdmm 2795 12 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2795 13 assume assume VBP work_xrosz555njd4jf3375ostnmdmm 2795 14 that that IN work_xrosz555njd4jf3375ostnmdmm 2795 15 all all DT work_xrosz555njd4jf3375ostnmdmm 2795 16 links link NNS work_xrosz555njd4jf3375ostnmdmm 2795 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2795 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2795 19 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 2795 20 have have VBP work_xrosz555njd4jf3375ostnmdmm 2795 21 uniform uniform JJ work_xrosz555njd4jf3375ostnmdmm 2795 22 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2795 23 . . . work_xrosz555njd4jf3375ostnmdmm 2796 1 7.3.2 7.3.2 NNP work_xrosz555njd4jf3375ostnmdmm 2796 2 Feature feature NN work_xrosz555njd4jf3375ostnmdmm 2796 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2796 4 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2796 5 Measures Measures NNP work_xrosz555njd4jf3375ostnmdmm 2796 6 Feature Feature NNP work_xrosz555njd4jf3375ostnmdmm 2796 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2796 8 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2796 9 assess assess VBP work_xrosz555njd4jf3375ostnmdmm 2796 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2796 11 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2796 12 between between IN work_xrosz555njd4jf3375ostnmdmm 2796 13 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2796 14 as as IN work_xrosz555njd4jf3375ostnmdmm 2796 15 a a DT work_xrosz555njd4jf3375ostnmdmm 2796 16 function function NN work_xrosz555njd4jf3375ostnmdmm 2796 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2796 18 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2796 19 properties property NNS work_xrosz555njd4jf3375ostnmdmm 2796 20 . . . work_xrosz555njd4jf3375ostnmdmm 2797 1 They -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2797 2 consider consider VBP work_xrosz555njd4jf3375ostnmdmm 2797 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2797 4 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2797 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2797 6 overlapping overlapping NN work_xrosz555njd4jf3375ostnmdmm 2797 7 between between IN work_xrosz555njd4jf3375ostnmdmm 2797 8 sets set NNS work_xrosz555njd4jf3375ostnmdmm 2797 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2797 10 ontological ontological JJ work_xrosz555njd4jf3375ostnmdmm 2797 11 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2797 12 , , , work_xrosz555njd4jf3375ostnmdmm 2797 13 like like IN work_xrosz555njd4jf3375ostnmdmm 2797 14 Tversky Tversky NNP work_xrosz555njd4jf3375ostnmdmm 2797 15 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2797 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2797 17 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2797 18 46 46 CD work_xrosz555njd4jf3375ostnmdmm 2797 19 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2797 20 , , , work_xrosz555njd4jf3375ostnmdmm 2797 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2797 22 subtracts subtract VBZ work_xrosz555njd4jf3375ostnmdmm 2797 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2797 24 non non JJ work_xrosz555njd4jf3375ostnmdmm 2797 25 - - JJ work_xrosz555njd4jf3375ostnmdmm 2797 26 common common JJ work_xrosz555njd4jf3375ostnmdmm 2797 27 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2797 28 from from IN work_xrosz555njd4jf3375ostnmdmm 2797 29 common common JJ work_xrosz555njd4jf3375ostnmdmm 2797 30 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2797 31 of of IN work_xrosz555njd4jf3375ostnmdmm 2797 32 two two CD work_xrosz555njd4jf3375ostnmdmm 2797 33 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2797 34 . . . work_xrosz555njd4jf3375ostnmdmm 2798 1 simtve(a simtve(a NN work_xrosz555njd4jf3375ostnmdmm 2798 2 , , , work_xrosz555njd4jf3375ostnmdmm 2798 3 b b LS work_xrosz555njd4jf3375ostnmdmm 2798 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 5 = = NFP work_xrosz555njd4jf3375ostnmdmm 2798 6 α α FW work_xrosz555njd4jf3375ostnmdmm 2798 7 · · NFP work_xrosz555njd4jf3375ostnmdmm 2798 8 F F NNP work_xrosz555njd4jf3375ostnmdmm 2798 9 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2798 10 Ψ(a Ψ(a NNP work_xrosz555njd4jf3375ostnmdmm 2798 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 12 ∩ ∩ NN work_xrosz555njd4jf3375ostnmdmm 2798 13 Ψ(b ψ(b CD work_xrosz555njd4jf3375ostnmdmm 2798 14 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 16 −β −β ADD work_xrosz555njd4jf3375ostnmdmm 2798 17 · · NFP work_xrosz555njd4jf3375ostnmdmm 2798 18 F F NNP work_xrosz555njd4jf3375ostnmdmm 2798 19 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2798 20 Ψ(a Ψ(a NNP work_xrosz555njd4jf3375ostnmdmm 2798 21 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 22 \ \ NN work_xrosz555njd4jf3375ostnmdmm 2798 23 Ψ(b ψ(b CD work_xrosz555njd4jf3375ostnmdmm 2798 24 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 25 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 26 −γ −γ FW work_xrosz555njd4jf3375ostnmdmm 2798 27 · · NFP work_xrosz555njd4jf3375ostnmdmm 2798 28 F F NNP work_xrosz555njd4jf3375ostnmdmm 2798 29 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2798 30 Ψ(b ψ(b CD work_xrosz555njd4jf3375ostnmdmm 2798 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 32 \ \ NNP work_xrosz555njd4jf3375ostnmdmm 2798 33 Ψ(a ψ(a NN work_xrosz555njd4jf3375ostnmdmm 2798 34 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 35 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2798 36 Where where WRB work_xrosz555njd4jf3375ostnmdmm 2798 37 F F NNP work_xrosz555njd4jf3375ostnmdmm 2798 38 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2798 39 salience salience NN work_xrosz555njd4jf3375ostnmdmm 2798 40 of of IN work_xrosz555njd4jf3375ostnmdmm 2798 41 a a DT work_xrosz555njd4jf3375ostnmdmm 2798 42 set set NN work_xrosz555njd4jf3375ostnmdmm 2798 43 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2798 44 , , , work_xrosz555njd4jf3375ostnmdmm 2798 45 and and CC work_xrosz555njd4jf3375ostnmdmm 2798 46 α α NNP work_xrosz555njd4jf3375ostnmdmm 2798 47 , , , work_xrosz555njd4jf3375ostnmdmm 2798 48 β β NNP work_xrosz555njd4jf3375ostnmdmm 2798 49 and and CC work_xrosz555njd4jf3375ostnmdmm 2798 50 γ γ NNP work_xrosz555njd4jf3375ostnmdmm 2798 51 are be VBP work_xrosz555njd4jf3375ostnmdmm 2798 52 weights weight NNS work_xrosz555njd4jf3375ostnmdmm 2798 53 of of IN work_xrosz555njd4jf3375ostnmdmm 2798 54 the the DT work_xrosz555njd4jf3375ostnmdmm 2798 55 contribution contribution NN work_xrosz555njd4jf3375ostnmdmm 2798 56 of of IN work_xrosz555njd4jf3375ostnmdmm 2798 57 each each DT work_xrosz555njd4jf3375ostnmdmm 2798 58 component component NN work_xrosz555njd4jf3375ostnmdmm 2798 59 . . . work_xrosz555njd4jf3375ostnmdmm 2799 1 Rodŕıguez Rodŕıguez NNP work_xrosz555njd4jf3375ostnmdmm 2799 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2799 3 Egenhofer Egenhofer NNP work_xrosz555njd4jf3375ostnmdmm 2799 4 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2799 5 40 40 CD work_xrosz555njd4jf3375ostnmdmm 2799 6 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2799 7 computed compute VBN work_xrosz555njd4jf3375ostnmdmm 2799 8 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2799 9 by by IN work_xrosz555njd4jf3375ostnmdmm 2799 10 summing sum VBG work_xrosz555njd4jf3375ostnmdmm 2799 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2799 12 weighted weighted JJ work_xrosz555njd4jf3375ostnmdmm 2799 13 sum sum NN work_xrosz555njd4jf3375ostnmdmm 2799 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2799 15 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2799 16 between between IN work_xrosz555njd4jf3375ostnmdmm 2799 17 synsets synset NNS work_xrosz555njd4jf3375ostnmdmm 2799 18 , , , work_xrosz555njd4jf3375ostnmdmm 2799 19 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2799 20 , , , work_xrosz555njd4jf3375ostnmdmm 2799 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2799 22 neighbour neighbour NN work_xrosz555njd4jf3375ostnmdmm 2799 23 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2799 24 . . . work_xrosz555njd4jf3375ostnmdmm 2800 1 simre(a simre(a UH work_xrosz555njd4jf3375ostnmdmm 2800 2 , , , work_xrosz555njd4jf3375ostnmdmm 2800 3 b b LS work_xrosz555njd4jf3375ostnmdmm 2800 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2800 5 = = NFP work_xrosz555njd4jf3375ostnmdmm 2800 6 w w NNP work_xrosz555njd4jf3375ostnmdmm 2800 7 · · NFP work_xrosz555njd4jf3375ostnmdmm 2800 8 Ssynsets(a Ssynsets(a NNP work_xrosz555njd4jf3375ostnmdmm 2800 9 , , , work_xrosz555njd4jf3375ostnmdmm 2800 10 b b NN work_xrosz555njd4jf3375ostnmdmm 2800 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2800 12 + + CC work_xrosz555njd4jf3375ostnmdmm 2800 13 u u NN work_xrosz555njd4jf3375ostnmdmm 2800 14 · · NFP work_xrosz555njd4jf3375ostnmdmm 2800 15 Sfeatures(a Sfeatures(a NNP work_xrosz555njd4jf3375ostnmdmm 2800 16 , , , work_xrosz555njd4jf3375ostnmdmm 2800 17 b b NN work_xrosz555njd4jf3375ostnmdmm 2800 18 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2800 19 + + CC work_xrosz555njd4jf3375ostnmdmm 2800 20 v v NN work_xrosz555njd4jf3375ostnmdmm 2800 21 · · NFP work_xrosz555njd4jf3375ostnmdmm 2800 22 Sneighborhoods(a sneighborhoods(a CD work_xrosz555njd4jf3375ostnmdmm 2800 23 , , , work_xrosz555njd4jf3375ostnmdmm 2800 24 b b LS work_xrosz555njd4jf3375ostnmdmm 2800 25 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2800 26 The the DT work_xrosz555njd4jf3375ostnmdmm 2800 27 feature feature NN work_xrosz555njd4jf3375ostnmdmm 2800 28 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2800 29 based base VBN work_xrosz555njd4jf3375ostnmdmm 2800 30 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2800 31 consider consider VBP work_xrosz555njd4jf3375ostnmdmm 2800 32 more more RBR work_xrosz555njd4jf3375ostnmdmm 2800 33 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2800 34 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2800 35 than than IN work_xrosz555njd4jf3375ostnmdmm 2800 36 path path NN work_xrosz555njd4jf3375ostnmdmm 2800 37 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2800 38 based base VBN work_xrosz555njd4jf3375ostnmdmm 2800 39 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2800 40 . . . work_xrosz555njd4jf3375ostnmdmm 2801 1 But but CC work_xrosz555njd4jf3375ostnmdmm 2801 2 only only RB work_xrosz555njd4jf3375ostnmdmm 2801 3 big big JJ work_xrosz555njd4jf3375ostnmdmm 2801 4 ontologies ontology NNS work_xrosz555njd4jf3375ostnmdmm 2801 5 / / SYM work_xrosz555njd4jf3375ostnmdmm 2801 6 thesauri thesauri NN work_xrosz555njd4jf3375ostnmdmm 2801 7 like like IN work_xrosz555njd4jf3375ostnmdmm 2801 8 Wordnet Wordnet NNP work_xrosz555njd4jf3375ostnmdmm 2801 9 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2801 10 31 31 CD work_xrosz555njd4jf3375ostnmdmm 2801 11 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2801 12 have have VB work_xrosz555njd4jf3375ostnmdmm 2801 13 this this DT work_xrosz555njd4jf3375ostnmdmm 2801 14 kind kind NN work_xrosz555njd4jf3375ostnmdmm 2801 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2801 16 in- in- JJ work_xrosz555njd4jf3375ostnmdmm 2801 17 formation formation NN work_xrosz555njd4jf3375ostnmdmm 2801 18 . . . work_xrosz555njd4jf3375ostnmdmm 2802 1 Ding Ding NNP work_xrosz555njd4jf3375ostnmdmm 2802 2 et et NNP work_xrosz555njd4jf3375ostnmdmm 2802 3 al al NNP work_xrosz555njd4jf3375ostnmdmm 2802 4 . . . work_xrosz555njd4jf3375ostnmdmm 2803 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2803 2 11 11 CD work_xrosz555njd4jf3375ostnmdmm 2803 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2803 4 revealed reveal VBD work_xrosz555njd4jf3375ostnmdmm 2803 5 that that IN work_xrosz555njd4jf3375ostnmdmm 2803 6 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2803 7 ontologies ontology NNS work_xrosz555njd4jf3375ostnmdmm 2803 8 very very RB work_xrosz555njd4jf3375ostnmdmm 2803 9 occasionally occasionally RB work_xrosz555njd4jf3375ostnmdmm 2803 10 model model VBP work_xrosz555njd4jf3375ostnmdmm 2803 11 any any DT work_xrosz555njd4jf3375ostnmdmm 2803 12 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2803 13 feature feature NN work_xrosz555njd4jf3375ostnmdmm 2803 14 apart apart RB work_xrosz555njd4jf3375ostnmdmm 2803 15 from from IN work_xrosz555njd4jf3375ostnmdmm 2803 16 taxonomical taxonomical JJ work_xrosz555njd4jf3375ostnmdmm 2803 17 relationship relationship NN work_xrosz555njd4jf3375ostnmdmm 2803 18 . . . work_xrosz555njd4jf3375ostnmdmm 2804 1 7.3.3 7.3.3 NNP work_xrosz555njd4jf3375ostnmdmm 2804 2 Content content NN work_xrosz555njd4jf3375ostnmdmm 2804 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2804 4 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2804 5 Measures Measures NNP work_xrosz555njd4jf3375ostnmdmm 2804 6 Other other JJ work_xrosz555njd4jf3375ostnmdmm 2804 7 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2804 8 want want VBP work_xrosz555njd4jf3375ostnmdmm 2804 9 to to TO work_xrosz555njd4jf3375ostnmdmm 2804 10 overcome overcome VB work_xrosz555njd4jf3375ostnmdmm 2804 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2804 12 limitations limitation NNS work_xrosz555njd4jf3375ostnmdmm 2804 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2804 14 edge edge NN work_xrosz555njd4jf3375ostnmdmm 2804 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2804 16 counting counting NN work_xrosz555njd4jf3375ostnmdmm 2804 17 approach- approach- NN work_xrosz555njd4jf3375ostnmdmm 2804 18 es es NNP work_xrosz555njd4jf3375ostnmdmm 2804 19 are be VBP work_xrosz555njd4jf3375ostnmdmm 2804 20 Content content NN work_xrosz555njd4jf3375ostnmdmm 2804 21 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2804 22 based base VBN work_xrosz555njd4jf3375ostnmdmm 2804 23 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2804 24 . . . work_xrosz555njd4jf3375ostnmdmm 2805 1 Resnik Resnik NNP work_xrosz555njd4jf3375ostnmdmm 2805 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2805 3 36 36 CD work_xrosz555njd4jf3375ostnmdmm 2805 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 5 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2805 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2805 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2805 8 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2805 9 , , , work_xrosz555njd4jf3375ostnmdmm 2805 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2805 11 47 47 CD work_xrosz555njd4jf3375ostnmdmm 2805 12 depends depend VBZ work_xrosz555njd4jf3375ostnmdmm 2805 13 on on IN work_xrosz555njd4jf3375ostnmdmm 2805 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2805 15 amount amount NN work_xrosz555njd4jf3375ostnmdmm 2805 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2805 17 shared shared JJ work_xrosz555njd4jf3375ostnmdmm 2805 18 information information NN work_xrosz555njd4jf3375ostnmdmm 2805 19 between between IN work_xrosz555njd4jf3375ostnmdmm 2805 20 two two CD work_xrosz555njd4jf3375ostnmdmm 2805 21 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2805 22 : : : work_xrosz555njd4jf3375ostnmdmm 2805 23 simres(a simres(a NNP work_xrosz555njd4jf3375ostnmdmm 2805 24 , , , work_xrosz555njd4jf3375ostnmdmm 2805 25 b b LS work_xrosz555njd4jf3375ostnmdmm 2805 26 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 27 = = -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 28 IC(LCS(a IC(LCS(a NNP work_xrosz555njd4jf3375ostnmdmm 2805 29 , , , work_xrosz555njd4jf3375ostnmdmm 2805 30 b b NNP work_xrosz555njd4jf3375ostnmdmm 2805 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 32 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 33 LCS LCS NNP work_xrosz555njd4jf3375ostnmdmm 2805 34 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2805 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2805 36 Least Least JJS work_xrosz555njd4jf3375ostnmdmm 2805 37 Common common JJ work_xrosz555njd4jf3375ostnmdmm 2805 38 Subsumer subsumer NN work_xrosz555njd4jf3375ostnmdmm 2805 39 of of IN work_xrosz555njd4jf3375ostnmdmm 2805 40 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2805 41 in in IN work_xrosz555njd4jf3375ostnmdmm 2805 42 a a DT work_xrosz555njd4jf3375ostnmdmm 2805 43 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2805 44 , , , work_xrosz555njd4jf3375ostnmdmm 2805 45 and and CC work_xrosz555njd4jf3375ostnmdmm 2805 46 IC IC NNP work_xrosz555njd4jf3375ostnmdmm 2805 47 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2805 48 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2805 49 Content Content NNP work_xrosz555njd4jf3375ostnmdmm 2805 50 , , , work_xrosz555njd4jf3375ostnmdmm 2805 51 which which WDT work_xrosz555njd4jf3375ostnmdmm 2805 52 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2805 53 the the DT work_xrosz555njd4jf3375ostnmdmm 2805 54 negative negative JJ work_xrosz555njd4jf3375ostnmdmm 2805 55 log log NN work_xrosz555njd4jf3375ostnmdmm 2805 56 of of IN work_xrosz555njd4jf3375ostnmdmm 2805 57 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2805 58 probability probability NN work_xrosz555njd4jf3375ostnmdmm 2805 59 of of IN work_xrosz555njd4jf3375ostnmdmm 2805 60 occurrence occurrence NN work_xrosz555njd4jf3375ostnmdmm 2805 61 , , , work_xrosz555njd4jf3375ostnmdmm 2805 62 p(a p(a NNP work_xrosz555njd4jf3375ostnmdmm 2805 63 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2805 64 . . . work_xrosz555njd4jf3375ostnmdmm 2806 1 Lin Lin NNP work_xrosz555njd4jf3375ostnmdmm 2806 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2806 3 26 26 CD work_xrosz555njd4jf3375ostnmdmm 2806 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2806 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2806 6 Jiang Jiang NNP work_xrosz555njd4jf3375ostnmdmm 2806 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2806 8 Conrath Conrath NNP work_xrosz555njd4jf3375ostnmdmm 2806 9 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2806 10 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2806 11 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2806 12 extended extended NNP work_xrosz555njd4jf3375ostnmdmm 2806 13 Resnik Resnik NNP work_xrosz555njd4jf3375ostnmdmm 2806 14 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2806 15 work work NN work_xrosz555njd4jf3375ostnmdmm 2806 16 . . . work_xrosz555njd4jf3375ostnmdmm 2807 1 They -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2807 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2807 3 considered consider VBD work_xrosz555njd4jf3375ostnmdmm 2807 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 5 IC ic NN work_xrosz555njd4jf3375ostnmdmm 2807 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2807 7 each each DT work_xrosz555njd4jf3375ostnmdmm 2807 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2807 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 10 evaluated evaluated JJ work_xrosz555njd4jf3375ostnmdmm 2807 11 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2807 12 , , , work_xrosz555njd4jf3375ostnmdmm 2807 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2807 14 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2807 15 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2807 16 that that IN work_xrosz555njd4jf3375ostnmdmm 2807 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 18 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2807 19 between between IN work_xrosz555njd4jf3375ostnmdmm 2807 20 two two CD work_xrosz555njd4jf3375ostnmdmm 2807 21 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2807 22 should should MD work_xrosz555njd4jf3375ostnmdmm 2807 23 be be VB work_xrosz555njd4jf3375ostnmdmm 2807 24 measured measure VBN work_xrosz555njd4jf3375ostnmdmm 2807 25 as as IN work_xrosz555njd4jf3375ostnmdmm 2807 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 27 ratio ratio NN work_xrosz555njd4jf3375ostnmdmm 2807 28 between between IN work_xrosz555njd4jf3375ostnmdmm 2807 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 30 amount amount NN work_xrosz555njd4jf3375ostnmdmm 2807 31 of of IN work_xrosz555njd4jf3375ostnmdmm 2807 32 information information NN work_xrosz555njd4jf3375ostnmdmm 2807 33 needed need VBN work_xrosz555njd4jf3375ostnmdmm 2807 34 to to TO work_xrosz555njd4jf3375ostnmdmm 2807 35 state state VB work_xrosz555njd4jf3375ostnmdmm 2807 36 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2807 37 commonality commonality NN work_xrosz555njd4jf3375ostnmdmm 2807 38 and and CC work_xrosz555njd4jf3375ostnmdmm 2807 39 the the DT work_xrosz555njd4jf3375ostnmdmm 2807 40 information information NN work_xrosz555njd4jf3375ostnmdmm 2807 41 needed need VBN work_xrosz555njd4jf3375ostnmdmm 2807 42 to to TO work_xrosz555njd4jf3375ostnmdmm 2807 43 fully fully RB work_xrosz555njd4jf3375ostnmdmm 2807 44 describe describe VB work_xrosz555njd4jf3375ostnmdmm 2807 45 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2807 46 . . . work_xrosz555njd4jf3375ostnmdmm 2808 1 simlin(a simlin(a NNP work_xrosz555njd4jf3375ostnmdmm 2808 2 , , , work_xrosz555njd4jf3375ostnmdmm 2808 3 b b LS work_xrosz555njd4jf3375ostnmdmm 2808 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2808 5 = = SYM work_xrosz555njd4jf3375ostnmdmm 2808 6 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2808 7 ×simres(a ×simres(a NN work_xrosz555njd4jf3375ostnmdmm 2808 8 , , , work_xrosz555njd4jf3375ostnmdmm 2808 9 b b LS work_xrosz555njd4jf3375ostnmdmm 2808 10 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2808 11 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2808 12 IC(a IC(a NNP work_xrosz555njd4jf3375ostnmdmm 2808 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2808 14 + + NFP work_xrosz555njd4jf3375ostnmdmm 2808 15 IC(b IC(b NNP work_xrosz555njd4jf3375ostnmdmm 2808 16 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2808 17 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2808 18 The the DT work_xrosz555njd4jf3375ostnmdmm 2808 19 are be VBP work_xrosz555njd4jf3375ostnmdmm 2808 20 also also RB work_xrosz555njd4jf3375ostnmdmm 2808 21 two two CD work_xrosz555njd4jf3375ostnmdmm 2808 22 disadvantages disadvantage NNS work_xrosz555njd4jf3375ostnmdmm 2808 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2808 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2808 25 content content NN work_xrosz555njd4jf3375ostnmdmm 2808 26 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2808 27 based base VBN work_xrosz555njd4jf3375ostnmdmm 2808 28 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2808 29 . . . work_xrosz555njd4jf3375ostnmdmm 2809 1 First first RB work_xrosz555njd4jf3375ostnmdmm 2809 2 , , , work_xrosz555njd4jf3375ostnmdmm 2809 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2809 4 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2809 5 can can MD work_xrosz555njd4jf3375ostnmdmm 2809 6 not not RB work_xrosz555njd4jf3375ostnmdmm 2809 7 compute compute VB work_xrosz555njd4jf3375ostnmdmm 2809 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2809 9 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2809 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2809 11 leave leave NN work_xrosz555njd4jf3375ostnmdmm 2809 12 nodes node NNS work_xrosz555njd4jf3375ostnmdmm 2809 13 , , , work_xrosz555njd4jf3375ostnmdmm 2809 14 because because IN work_xrosz555njd4jf3375ostnmdmm 2809 15 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2809 16 do do VBP work_xrosz555njd4jf3375ostnmdmm 2809 17 n’t not RB work_xrosz555njd4jf3375ostnmdmm 2809 18 have have VB work_xrosz555njd4jf3375ostnmdmm 2809 19 subsumers subsumer NNS work_xrosz555njd4jf3375ostnmdmm 2809 20 . . . work_xrosz555njd4jf3375ostnmdmm 2810 1 Second second JJ work_xrosz555njd4jf3375ostnmdmm 2810 2 , , , work_xrosz555njd4jf3375ostnmdmm 2810 3 if if IN work_xrosz555njd4jf3375ostnmdmm 2810 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2810 5 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2810 6 do do VBP work_xrosz555njd4jf3375ostnmdmm 2810 7 not not RB work_xrosz555njd4jf3375ostnmdmm 2810 8 have have VB work_xrosz555njd4jf3375ostnmdmm 2810 9 enough enough JJ work_xrosz555njd4jf3375ostnmdmm 2810 10 common common JJ work_xrosz555njd4jf3375ostnmdmm 2810 11 subsumers subsumer NNS work_xrosz555njd4jf3375ostnmdmm 2810 12 , , , work_xrosz555njd4jf3375ostnmdmm 2810 13 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2810 14 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2810 15 are be VBP work_xrosz555njd4jf3375ostnmdmm 2810 16 hard hard JJ work_xrosz555njd4jf3375ostnmdmm 2810 17 to to TO work_xrosz555njd4jf3375ostnmdmm 2810 18 be be VB work_xrosz555njd4jf3375ostnmdmm 2810 19 calculated calculate VBN work_xrosz555njd4jf3375ostnmdmm 2810 20 . . . work_xrosz555njd4jf3375ostnmdmm 2811 1 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 2811 2 Statistical Statistical NNP work_xrosz555njd4jf3375ostnmdmm 2811 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2811 4 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2811 5 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2811 6 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2811 7 Measure Measure NNP work_xrosz555njd4jf3375ostnmdmm 2811 8 In in IN work_xrosz555njd4jf3375ostnmdmm 2811 9 this this DT work_xrosz555njd4jf3375ostnmdmm 2811 10 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 2811 11 , , , work_xrosz555njd4jf3375ostnmdmm 2811 12 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2811 13 proposed propose VBD work_xrosz555njd4jf3375ostnmdmm 2811 14 a a DT work_xrosz555njd4jf3375ostnmdmm 2811 15 new new JJ work_xrosz555njd4jf3375ostnmdmm 2811 16 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2811 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2811 18 based base VBN work_xrosz555njd4jf3375ostnmdmm 2811 19 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2811 20 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2811 21 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2811 22 . . . work_xrosz555njd4jf3375ostnmdmm 2812 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2812 2 most most JJS work_xrosz555njd4jf3375ostnmdmm 2812 3 job job NN work_xrosz555njd4jf3375ostnmdmm 2812 4 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2812 5 , , , work_xrosz555njd4jf3375ostnmdmm 2812 6 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2812 7 list list VBP work_xrosz555njd4jf3375ostnmdmm 2812 8 many many JJ work_xrosz555njd4jf3375ostnmdmm 2812 9 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2812 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2812 11 positions position NNS work_xrosz555njd4jf3375ostnmdmm 2812 12 required require VBD work_xrosz555njd4jf3375ostnmdmm 2812 13 . . . work_xrosz555njd4jf3375ostnmdmm 2813 1 From from IN work_xrosz555njd4jf3375ostnmdmm 2813 2 observation observation NN work_xrosz555njd4jf3375ostnmdmm 2813 3 , , , work_xrosz555njd4jf3375ostnmdmm 2813 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2813 5 found find VBD work_xrosz555njd4jf3375ostnmdmm 2813 6 that that IN work_xrosz555njd4jf3375ostnmdmm 2813 7 related related JJ work_xrosz555njd4jf3375ostnmdmm 2813 8 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2813 9 always always RB work_xrosz555njd4jf3375ostnmdmm 2813 10 exist exist VBP work_xrosz555njd4jf3375ostnmdmm 2813 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2813 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2813 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2813 14 description description NN work_xrosz555njd4jf3375ostnmdmm 2813 15 simultaneously simultaneously RB work_xrosz555njd4jf3375ostnmdmm 2813 16 , , , work_xrosz555njd4jf3375ostnmdmm 2813 17 and and CC work_xrosz555njd4jf3375ostnmdmm 2813 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2813 19 positions position NNS work_xrosz555njd4jf3375ostnmdmm 2813 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2813 21 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2813 22 are be VBP work_xrosz555njd4jf3375ostnmdmm 2813 23 always always RB work_xrosz555njd4jf3375ostnmdmm 2813 24 close close JJ work_xrosz555njd4jf3375ostnmdmm 2813 25 , , , work_xrosz555njd4jf3375ostnmdmm 2813 26 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2814 1 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2814 2 and and CC work_xrosz555njd4jf3375ostnmdmm 2814 3 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2814 4 are be VBP work_xrosz555njd4jf3375ostnmdmm 2814 5 always always RB work_xrosz555njd4jf3375ostnmdmm 2814 6 required require VBN work_xrosz555njd4jf3375ostnmdmm 2814 7 together together RB work_xrosz555njd4jf3375ostnmdmm 2814 8 , , , work_xrosz555njd4jf3375ostnmdmm 2814 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2814 10 appear appear VB work_xrosz555njd4jf3375ostnmdmm 2814 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2814 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2814 13 same same JJ work_xrosz555njd4jf3375ostnmdmm 2814 14 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2814 15 . . . work_xrosz555njd4jf3375ostnmdmm 2815 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2815 2 could could MD work_xrosz555njd4jf3375ostnmdmm 2815 3 see see VB work_xrosz555njd4jf3375ostnmdmm 2815 4 this this DT work_xrosz555njd4jf3375ostnmdmm 2815 5 phenomenon phenomenon NN work_xrosz555njd4jf3375ostnmdmm 2815 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2815 7 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2815 8 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 2815 9 , , , work_xrosz555njd4jf3375ostnmdmm 2815 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2815 11 include include VBP work_xrosz555njd4jf3375ostnmdmm 2815 12 some some DT work_xrosz555njd4jf3375ostnmdmm 2815 13 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2815 14 requirement requirement NN work_xrosz555njd4jf3375ostnmdmm 2815 15 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2815 16 from from IN work_xrosz555njd4jf3375ostnmdmm 2815 17 some some DT work_xrosz555njd4jf3375ostnmdmm 2815 18 job job NN work_xrosz555njd4jf3375ostnmdmm 2815 19 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2815 20 . . . work_xrosz555njd4jf3375ostnmdmm 2816 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2816 2 can can MD work_xrosz555njd4jf3375ostnmdmm 2816 3 see see VB work_xrosz555njd4jf3375ostnmdmm 2816 4 from from IN work_xrosz555njd4jf3375ostnmdmm 2816 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2816 6 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2816 7 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 2816 8 , , , work_xrosz555njd4jf3375ostnmdmm 2816 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2816 10 closely closely RB work_xrosz555njd4jf3375ostnmdmm 2816 11 related relate VBN work_xrosz555njd4jf3375ostnmdmm 2816 12 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2816 13 are be VBP work_xrosz555njd4jf3375ostnmdmm 2816 14 always always RB work_xrosz555njd4jf3375ostnmdmm 2816 15 have have VBP work_xrosz555njd4jf3375ostnmdmm 2816 16 short short JJ work_xrosz555njd4jf3375ostnmdmm 2816 17 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2816 18 . . . work_xrosz555njd4jf3375ostnmdmm 2817 1 Based base VBN work_xrosz555njd4jf3375ostnmdmm 2817 2 on on IN work_xrosz555njd4jf3375ostnmdmm 2817 3 such such JJ work_xrosz555njd4jf3375ostnmdmm 2817 4 observation observation NN work_xrosz555njd4jf3375ostnmdmm 2817 5 , , , work_xrosz555njd4jf3375ostnmdmm 2817 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2817 7 give give VBP work_xrosz555njd4jf3375ostnmdmm 2817 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2817 9 new new JJ work_xrosz555njd4jf3375ostnmdmm 2817 10 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2817 11 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2817 12 based base VBN work_xrosz555njd4jf3375ostnmdmm 2817 13 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2817 14 48 48 CD work_xrosz555njd4jf3375ostnmdmm 2817 15 Table table NN work_xrosz555njd4jf3375ostnmdmm 2817 16 7.4 7.4 CD work_xrosz555njd4jf3375ostnmdmm 2817 17 : : : work_xrosz555njd4jf3375ostnmdmm 2817 18 Some some DT work_xrosz555njd4jf3375ostnmdmm 2817 19 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2817 20 of of IN work_xrosz555njd4jf3375ostnmdmm 2817 21 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2817 22 Descriptions Descriptions NNP work_xrosz555njd4jf3375ostnmdmm 2817 23 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2817 24 . . . work_xrosz555njd4jf3375ostnmdmm 2818 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2818 2 high high JJ work_xrosz555njd4jf3375ostnmdmm 2818 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2818 4 level level NN work_xrosz555njd4jf3375ostnmdmm 2818 5 language language NN work_xrosz555njd4jf3375ostnmdmm 2818 6 such such JJ work_xrosz555njd4jf3375ostnmdmm 2818 7 as as IN work_xrosz555njd4jf3375ostnmdmm 2818 8 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2818 9 , , , work_xrosz555njd4jf3375ostnmdmm 2818 10 Groovy Groovy NNP work_xrosz555njd4jf3375ostnmdmm 2818 11 , , , work_xrosz555njd4jf3375ostnmdmm 2818 12 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2818 13 or or CC work_xrosz555njd4jf3375ostnmdmm 2818 14 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2818 15 ; ; : work_xrosz555njd4jf3375ostnmdmm 2818 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2818 17 use use VBP work_xrosz555njd4jf3375ostnmdmm 2818 18 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2818 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2818 20 Groovy Groovy NNP work_xrosz555njd4jf3375ostnmdmm 2818 21 extensively extensively RB work_xrosz555njd4jf3375ostnmdmm 2818 22 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2818 23 . . . work_xrosz555njd4jf3375ostnmdmm 2819 1 HTML5 HTML5 NNP work_xrosz555njd4jf3375ostnmdmm 2819 2 / / SYM work_xrosz555njd4jf3375ostnmdmm 2819 3 CSS3 CSS3 NNP work_xrosz555njd4jf3375ostnmdmm 2819 4 / / SYM work_xrosz555njd4jf3375ostnmdmm 2819 5 JavaScript JavaScript NNP work_xrosz555njd4jf3375ostnmdmm 2819 6 , , , work_xrosz555njd4jf3375ostnmdmm 2819 7 web web NN work_xrosz555njd4jf3375ostnmdmm 2819 8 standards standard NNS work_xrosz555njd4jf3375ostnmdmm 2819 9 , , , work_xrosz555njd4jf3375ostnmdmm 2819 10 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2819 11 or or CC work_xrosz555njd4jf3375ostnmdmm 2819 12 frameworks framework NNS work_xrosz555njd4jf3375ostnmdmm 2819 13 like like IN work_xrosz555njd4jf3375ostnmdmm 2819 14 An- an- CC work_xrosz555njd4jf3375ostnmdmm 2819 15 gularJS gularJS NNP work_xrosz555njd4jf3375ostnmdmm 2819 16 would would MD work_xrosz555njd4jf3375ostnmdmm 2819 17 be be VB work_xrosz555njd4jf3375ostnmdmm 2819 18 great great JJ work_xrosz555njd4jf3375ostnmdmm 2819 19 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2819 20 . . . work_xrosz555njd4jf3375ostnmdmm 2820 1 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2820 2 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2820 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2820 4 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2820 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2820 6 must must MD work_xrosz555njd4jf3375ostnmdmm 2820 7 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2820 8 . . . work_xrosz555njd4jf3375ostnmdmm 2821 1 Experience experience NN work_xrosz555njd4jf3375ostnmdmm 2821 2 with with IN work_xrosz555njd4jf3375ostnmdmm 2821 3 AJAX AJAX NNP work_xrosz555njd4jf3375ostnmdmm 2821 4 , , , work_xrosz555njd4jf3375ostnmdmm 2821 5 XML xml NN work_xrosz555njd4jf3375ostnmdmm 2821 6 , , , work_xrosz555njd4jf3375ostnmdmm 2821 7 XSL XSL NNP work_xrosz555njd4jf3375ostnmdmm 2821 8 , , , work_xrosz555njd4jf3375ostnmdmm 2821 9 XSLT XSLT NNP work_xrosz555njd4jf3375ostnmdmm 2821 10 , , , work_xrosz555njd4jf3375ostnmdmm 2821 11 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2821 12 , , , work_xrosz555njd4jf3375ostnmdmm 2821 13 JavaScript JavaScript NNP work_xrosz555njd4jf3375ostnmdmm 2821 14 , , , work_xrosz555njd4jf3375ostnmdmm 2821 15 JQuery JQuery NNP work_xrosz555njd4jf3375ostnmdmm 2821 16 , , , work_xrosz555njd4jf3375ostnmdmm 2821 17 HTM- HTM- NNP work_xrosz555njd4jf3375ostnmdmm 2821 18 L L NNP work_xrosz555njd4jf3375ostnmdmm 2821 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2821 20 Web Web NNP work_xrosz555njd4jf3375ostnmdmm 2821 21 Services Services NNPS work_xrosz555njd4jf3375ostnmdmm 2821 22 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2821 23 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2821 24 . . . work_xrosz555njd4jf3375ostnmdmm 2822 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2822 2 two two CD work_xrosz555njd4jf3375ostnmdmm 2822 3 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2822 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2822 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2822 6 b b NN work_xrosz555njd4jf3375ostnmdmm 2822 7 have have VBP work_xrosz555njd4jf3375ostnmdmm 2822 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 9 same same JJ work_xrosz555njd4jf3375ostnmdmm 2822 10 direct direct JJ work_xrosz555njd4jf3375ostnmdmm 2822 11 hypernym hypernym NN work_xrosz555njd4jf3375ostnmdmm 2822 12 or or CC work_xrosz555njd4jf3375ostnmdmm 2822 13 one one CD work_xrosz555njd4jf3375ostnmdmm 2822 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2822 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 16 hypernym hypernym NN work_xrosz555njd4jf3375ostnmdmm 2822 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2822 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 19 other other JJ work_xrosz555njd4jf3375ostnmdmm 2822 20 , , , work_xrosz555njd4jf3375ostnmdmm 2822 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 22 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2822 23 between between IN work_xrosz555njd4jf3375ostnmdmm 2822 24 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2822 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2822 26 given give VBN work_xrosz555njd4jf3375ostnmdmm 2822 27 : : : work_xrosz555njd4jf3375ostnmdmm 2822 28 S(a s(a CD work_xrosz555njd4jf3375ostnmdmm 2822 29 , , , work_xrosz555njd4jf3375ostnmdmm 2822 30 b b LS work_xrosz555njd4jf3375ostnmdmm 2822 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 32 = = SYM work_xrosz555njd4jf3375ostnmdmm 2822 33 Na∩b Na∩b NNP work_xrosz555njd4jf3375ostnmdmm 2822 34 / / SYM work_xrosz555njd4jf3375ostnmdmm 2822 35 Na∪b Na∪b NNP work_xrosz555njd4jf3375ostnmdmm 2822 36 avg(log2(mindis(di avg(log2(mindis(di NNP work_xrosz555njd4jf3375ostnmdmm 2822 37 , , , work_xrosz555njd4jf3375ostnmdmm 2822 38 a a DT work_xrosz555njd4jf3375ostnmdmm 2822 39 , , , work_xrosz555njd4jf3375ostnmdmm 2822 40 b b NN work_xrosz555njd4jf3375ostnmdmm 2822 41 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 42 + + SYM work_xrosz555njd4jf3375ostnmdmm 2822 43 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2822 44 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 45 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 46 The the DT work_xrosz555njd4jf3375ostnmdmm 2822 47 numerator numerator NN work_xrosz555njd4jf3375ostnmdmm 2822 48 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2822 49 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 50 ratio ratio NN work_xrosz555njd4jf3375ostnmdmm 2822 51 of of IN work_xrosz555njd4jf3375ostnmdmm 2822 52 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 53 number number NN work_xrosz555njd4jf3375ostnmdmm 2822 54 of of IN work_xrosz555njd4jf3375ostnmdmm 2822 55 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2822 56 in in IN work_xrosz555njd4jf3375ostnmdmm 2822 57 which which WDT work_xrosz555njd4jf3375ostnmdmm 2822 58 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 59 two two CD work_xrosz555njd4jf3375ostnmdmm 2822 60 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2822 61 exist exist VBP work_xrosz555njd4jf3375ostnmdmm 2822 62 together together RB work_xrosz555njd4jf3375ostnmdmm 2822 63 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2822 64 Na∩b Na∩b NNP work_xrosz555njd4jf3375ostnmdmm 2822 65 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 66 and and CC work_xrosz555njd4jf3375ostnmdmm 2822 67 the the DT work_xrosz555njd4jf3375ostnmdmm 2822 68 number number NN work_xrosz555njd4jf3375ostnmdmm 2822 69 of of IN work_xrosz555njd4jf3375ostnmdmm 2822 70 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2822 71 have have VBP work_xrosz555njd4jf3375ostnmdmm 2822 72 a a DT work_xrosz555njd4jf3375ostnmdmm 2822 73 least least JJS work_xrosz555njd4jf3375ostnmdmm 2822 74 one one CD work_xrosz555njd4jf3375ostnmdmm 2822 75 of of IN work_xrosz555njd4jf3375ostnmdmm 2822 76 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2822 77 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2822 78 Na∪b Na∪b NNP work_xrosz555njd4jf3375ostnmdmm 2822 79 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2822 80 . . . work_xrosz555njd4jf3375ostnmdmm 2823 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2823 2 denominator denominator NN work_xrosz555njd4jf3375ostnmdmm 2823 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2823 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2823 5 average average JJ work_xrosz555njd4jf3375ostnmdmm 2823 6 log log NN work_xrosz555njd4jf3375ostnmdmm 2823 7 value value NN work_xrosz555njd4jf3375ostnmdmm 2823 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2823 9 minimum minimum JJ work_xrosz555njd4jf3375ostnmdmm 2823 10 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2823 11 mindis(doc mindis(doc NN work_xrosz555njd4jf3375ostnmdmm 2823 12 , , , work_xrosz555njd4jf3375ostnmdmm 2823 13 a a NNP work_xrosz555njd4jf3375ostnmdmm 2823 14 , , , work_xrosz555njd4jf3375ostnmdmm 2823 15 b b NN work_xrosz555njd4jf3375ostnmdmm 2823 16 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2823 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2823 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2823 19 two two CD work_xrosz555njd4jf3375ostnmdmm 2823 20 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2823 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2823 22 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2823 23 that that WDT work_xrosz555njd4jf3375ostnmdmm 2823 24 have have VBP work_xrosz555njd4jf3375ostnmdmm 2823 25 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2823 26 both both DT work_xrosz555njd4jf3375ostnmdmm 2823 27 . . . work_xrosz555njd4jf3375ostnmdmm 2824 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2824 2 set set VBD work_xrosz555njd4jf3375ostnmdmm 2824 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 4 restriction restriction NN work_xrosz555njd4jf3375ostnmdmm 2824 5 on on IN work_xrosz555njd4jf3375ostnmdmm 2824 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 7 position position NN work_xrosz555njd4jf3375ostnmdmm 2824 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2824 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 10 two two CD work_xrosz555njd4jf3375ostnmdmm 2824 11 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2824 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2824 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 14 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2824 15 , , , work_xrosz555njd4jf3375ostnmdmm 2824 16 because because IN work_xrosz555njd4jf3375ostnmdmm 2824 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 18 position position NN work_xrosz555njd4jf3375ostnmdmm 2824 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2824 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 21 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2824 22 in in IN work_xrosz555njd4jf3375ostnmdmm 2824 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2824 24 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2824 25 are be VBP work_xrosz555njd4jf3375ostnmdmm 2824 26 based base VBN work_xrosz555njd4jf3375ostnmdmm 2824 27 on on IN work_xrosz555njd4jf3375ostnmdmm 2824 28 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2824 29 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2824 30 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2824 31 to to IN work_xrosz555njd4jf3375ostnmdmm 2824 32 others other NNS work_xrosz555njd4jf3375ostnmdmm 2824 33 . . . work_xrosz555njd4jf3375ostnmdmm 2825 1 Similar similar JJ work_xrosz555njd4jf3375ostnmdmm 2825 2 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2825 3 will will MD work_xrosz555njd4jf3375ostnmdmm 2825 4 be be VB work_xrosz555njd4jf3375ostnmdmm 2825 5 assigned assign VBN work_xrosz555njd4jf3375ostnmdmm 2825 6 into into IN work_xrosz555njd4jf3375ostnmdmm 2825 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2825 8 same same JJ work_xrosz555njd4jf3375ostnmdmm 2825 9 category category NN work_xrosz555njd4jf3375ostnmdmm 2825 10 , , , work_xrosz555njd4jf3375ostnmdmm 2825 11 so so IN work_xrosz555njd4jf3375ostnmdmm 2825 12 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2825 13 should should MD work_xrosz555njd4jf3375ostnmdmm 2825 14 share share VB work_xrosz555njd4jf3375ostnmdmm 2825 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2825 16 same same JJ work_xrosz555njd4jf3375ostnmdmm 2825 17 hypernym hypernym NN work_xrosz555njd4jf3375ostnmdmm 2825 18 , , , work_xrosz555njd4jf3375ostnmdmm 2825 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2825 20 one one PRP work_xrosz555njd4jf3375ostnmdmm 2825 21 could could MD work_xrosz555njd4jf3375ostnmdmm 2825 22 be be VB work_xrosz555njd4jf3375ostnmdmm 2825 23 an an DT work_xrosz555njd4jf3375ostnmdmm 2825 24 alternative alternative NN work_xrosz555njd4jf3375ostnmdmm 2825 25 to to IN work_xrosz555njd4jf3375ostnmdmm 2825 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2825 27 other other JJ work_xrosz555njd4jf3375ostnmdmm 2825 28 . . . work_xrosz555njd4jf3375ostnmdmm 2826 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2826 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2826 3 , , , work_xrosz555njd4jf3375ostnmdmm 2826 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2826 5 put put VBP work_xrosz555njd4jf3375ostnmdmm 2826 6 EJB EJB NNP work_xrosz555njd4jf3375ostnmdmm 2826 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2826 8 Hibernate Hibernate NNP work_xrosz555njd4jf3375ostnmdmm 2826 9 in in IN work_xrosz555njd4jf3375ostnmdmm 2826 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2826 11 same same JJ work_xrosz555njd4jf3375ostnmdmm 2826 12 category category NN work_xrosz555njd4jf3375ostnmdmm 2826 13 , , , work_xrosz555njd4jf3375ostnmdmm 2826 14 because because IN work_xrosz555njd4jf3375ostnmdmm 2826 15 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2826 16 are be VBP work_xrosz555njd4jf3375ostnmdmm 2826 17 both both DT work_xrosz555njd4jf3375ostnmdmm 2826 18 J2EE J2EE NNP work_xrosz555njd4jf3375ostnmdmm 2826 19 persis- persis- JJ work_xrosz555njd4jf3375ostnmdmm 2826 20 tence tence NN work_xrosz555njd4jf3375ostnmdmm 2826 21 layer layer NN work_xrosz555njd4jf3375ostnmdmm 2826 22 technologies technology NNS work_xrosz555njd4jf3375ostnmdmm 2826 23 , , , work_xrosz555njd4jf3375ostnmdmm 2826 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2826 25 both both DT work_xrosz555njd4jf3375ostnmdmm 2826 26 have have VBP work_xrosz555njd4jf3375ostnmdmm 2826 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2826 28 O o NN work_xrosz555njd4jf3375ostnmdmm 2826 29 / / SYM work_xrosz555njd4jf3375ostnmdmm 2826 30 R r NN work_xrosz555njd4jf3375ostnmdmm 2826 31 mapping mapping NN work_xrosz555njd4jf3375ostnmdmm 2826 32 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2826 33 . . . work_xrosz555njd4jf3375ostnmdmm 2827 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2827 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2827 3 applicant applicant NN work_xrosz555njd4jf3375ostnmdmm 2827 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2827 5 familiar familiar JJ work_xrosz555njd4jf3375ostnmdmm 2827 6 one one CD work_xrosz555njd4jf3375ostnmdmm 2827 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2827 8 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2827 9 , , , work_xrosz555njd4jf3375ostnmdmm 2827 10 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2827 11 can can MD work_xrosz555njd4jf3375ostnmdmm 2827 12 master master VB work_xrosz555njd4jf3375ostnmdmm 2827 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2827 14 other other JJ work_xrosz555njd4jf3375ostnmdmm 2827 15 very very RB work_xrosz555njd4jf3375ostnmdmm 2827 16 quickly quickly RB work_xrosz555njd4jf3375ostnmdmm 2827 17 . . . work_xrosz555njd4jf3375ostnmdmm 2828 1 Another another DT work_xrosz555njd4jf3375ostnmdmm 2828 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2828 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2828 4 Grail Grail NNP work_xrosz555njd4jf3375ostnmdmm 2828 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2828 6 Django Django NNP work_xrosz555njd4jf3375ostnmdmm 2828 7 , , , work_xrosz555njd4jf3375ostnmdmm 2828 8 they -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2828 9 are be VBP work_xrosz555njd4jf3375ostnmdmm 2828 10 both both DT work_xrosz555njd4jf3375ostnmdmm 2828 11 web web NN work_xrosz555njd4jf3375ostnmdmm 2828 12 frameworks framework NNS work_xrosz555njd4jf3375ostnmdmm 2828 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2828 14 share share VB work_xrosz555njd4jf3375ostnmdmm 2828 15 same same JJ work_xrosz555njd4jf3375ostnmdmm 2828 16 web web NN work_xrosz555njd4jf3375ostnmdmm 2828 17 design design NN work_xrosz555njd4jf3375ostnmdmm 2828 18 philoso- philoso- NN work_xrosz555njd4jf3375ostnmdmm 2828 19 phies phie NNS work_xrosz555njd4jf3375ostnmdmm 2828 20 , , , work_xrosz555njd4jf3375ostnmdmm 2828 21 but but CC work_xrosz555njd4jf3375ostnmdmm 2828 22 one one CD work_xrosz555njd4jf3375ostnmdmm 2828 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2828 24 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2828 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2828 26 designed design VBN work_xrosz555njd4jf3375ostnmdmm 2828 27 for for IN work_xrosz555njd4jf3375ostnmdmm 2828 28 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2828 29 web web NN work_xrosz555njd4jf3375ostnmdmm 2828 30 application application NN work_xrosz555njd4jf3375ostnmdmm 2828 31 and and CC work_xrosz555njd4jf3375ostnmdmm 2828 32 the the DT work_xrosz555njd4jf3375ostnmdmm 2828 33 other other JJ work_xrosz555njd4jf3375ostnmdmm 2828 34 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2828 35 created create VBN work_xrosz555njd4jf3375ostnmdmm 2828 36 for for IN work_xrosz555njd4jf3375ostnmdmm 2828 37 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2828 38 web web NN work_xrosz555njd4jf3375ostnmdmm 2828 39 application application NN work_xrosz555njd4jf3375ostnmdmm 2828 40 . . . work_xrosz555njd4jf3375ostnmdmm 2829 1 If if IN work_xrosz555njd4jf3375ostnmdmm 2829 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2829 3 developer developer NN work_xrosz555njd4jf3375ostnmdmm 2829 4 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2829 5 some some DT work_xrosz555njd4jf3375ostnmdmm 2829 6 some some DT work_xrosz555njd4jf3375ostnmdmm 2829 7 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2829 8 with with IN work_xrosz555njd4jf3375ostnmdmm 2829 9 one one CD work_xrosz555njd4jf3375ostnmdmm 2829 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2829 11 49 49 CD work_xrosz555njd4jf3375ostnmdmm 2829 12 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2829 13 , , , work_xrosz555njd4jf3375ostnmdmm 2829 14 he -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2829 15 / / SYM work_xrosz555njd4jf3375ostnmdmm 2829 16 she -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2829 17 still still RB work_xrosz555njd4jf3375ostnmdmm 2829 18 need need VBP work_xrosz555njd4jf3375ostnmdmm 2829 19 to to TO work_xrosz555njd4jf3375ostnmdmm 2829 20 spend spend VB work_xrosz555njd4jf3375ostnmdmm 2829 21 a a DT work_xrosz555njd4jf3375ostnmdmm 2829 22 lot lot NN work_xrosz555njd4jf3375ostnmdmm 2829 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2829 24 time time NN work_xrosz555njd4jf3375ostnmdmm 2829 25 to to TO work_xrosz555njd4jf3375ostnmdmm 2829 26 learn learn VB work_xrosz555njd4jf3375ostnmdmm 2829 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2829 28 other other JJ work_xrosz555njd4jf3375ostnmdmm 2829 29 to to TO work_xrosz555njd4jf3375ostnmdmm 2829 30 overcome overcome VB work_xrosz555njd4jf3375ostnmdmm 2829 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2829 32 gap gap NN work_xrosz555njd4jf3375ostnmdmm 2829 33 between between IN work_xrosz555njd4jf3375ostnmdmm 2829 34 programming programming NN work_xrosz555njd4jf3375ostnmdmm 2829 35 languages language NNS work_xrosz555njd4jf3375ostnmdmm 2829 36 . . . work_xrosz555njd4jf3375ostnmdmm 2830 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2830 2 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2830 3 to to TO work_xrosz555njd4jf3375ostnmdmm 2830 4 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2830 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2830 6 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2830 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2830 8 two two CD work_xrosz555njd4jf3375ostnmdmm 2830 9 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2830 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2830 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2830 12 Algorithm Algorithm NNP work_xrosz555njd4jf3375ostnmdmm 2830 13 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2830 14 . . . work_xrosz555njd4jf3375ostnmdmm 2831 1 Input input NN work_xrosz555njd4jf3375ostnmdmm 2831 2 : : : work_xrosz555njd4jf3375ostnmdmm 2831 3 Docs Docs NNP work_xrosz555njd4jf3375ostnmdmm 2831 4 term1 term1 NN work_xrosz555njd4jf3375ostnmdmm 2831 5 , , , work_xrosz555njd4jf3375ostnmdmm 2831 6 term2 term2 NN work_xrosz555njd4jf3375ostnmdmm 2831 7 Output output NN work_xrosz555njd4jf3375ostnmdmm 2831 8 : : : work_xrosz555njd4jf3375ostnmdmm 2831 9 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2831 10 total total NN work_xrosz555njd4jf3375ostnmdmm 2831 11 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 12 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2831 13 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 14 hastwo hastwo CD work_xrosz555njd4jf3375ostnmdmm 2831 15 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 16 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2831 17 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 18 dislist dislist NN work_xrosz555njd4jf3375ostnmdmm 2831 19 = = NFP work_xrosz555njd4jf3375ostnmdmm 2831 20 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2831 21 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2831 22 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2831 24 i i NN work_xrosz555njd4jf3375ostnmdmm 2831 25 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 26 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2831 27 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 28 i i PRP work_xrosz555njd4jf3375ostnmdmm 2831 29 ≤ ≤ VBP work_xrosz555njd4jf3375ostnmdmm 2831 30 len(Docs len(Docs NNP work_xrosz555njd4jf3375ostnmdmm 2831 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2831 32 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 33 i i PRP work_xrosz555njd4jf3375ostnmdmm 2831 34 + + CC work_xrosz555njd4jf3375ostnmdmm 2831 35 + + SYM work_xrosz555njd4jf3375ostnmdmm 2831 36 do do VBP work_xrosz555njd4jf3375ostnmdmm 2831 37 if if IN work_xrosz555njd4jf3375ostnmdmm 2831 38 Docsi Docsi NNP work_xrosz555njd4jf3375ostnmdmm 2831 39 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2831 40 at at RB work_xrosz555njd4jf3375ostnmdmm 2831 41 least least RBS work_xrosz555njd4jf3375ostnmdmm 2831 42 one one CD work_xrosz555njd4jf3375ostnmdmm 2831 43 term term NN work_xrosz555njd4jf3375ostnmdmm 2831 44 then then RB work_xrosz555njd4jf3375ostnmdmm 2831 45 total total JJ work_xrosz555njd4jf3375ostnmdmm 2831 46 + + SYM work_xrosz555njd4jf3375ostnmdmm 2831 47 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 48 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2831 49 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 50 if if IN work_xrosz555njd4jf3375ostnmdmm 2831 51 Docsi Docsi NNP work_xrosz555njd4jf3375ostnmdmm 2831 52 has have VBZ work_xrosz555njd4jf3375ostnmdmm 2831 53 both both DT work_xrosz555njd4jf3375ostnmdmm 2831 54 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2831 55 then then RB work_xrosz555njd4jf3375ostnmdmm 2831 56 hastwo hastwo CD work_xrosz555njd4jf3375ostnmdmm 2831 57 + + SYM work_xrosz555njd4jf3375ostnmdmm 2831 58 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 59 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2831 60 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 61 mindis mindis NNP work_xrosz555njd4jf3375ostnmdmm 2831 62 = = SYM work_xrosz555njd4jf3375ostnmdmm 2831 63 minimium minimium NNP work_xrosz555njd4jf3375ostnmdmm 2831 64 distance distance NN work_xrosz555njd4jf3375ostnmdmm 2831 65 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2831 66 Docsi Docsi NNP work_xrosz555njd4jf3375ostnmdmm 2831 67 , , , work_xrosz555njd4jf3375ostnmdmm 2831 68 term1 term1 NN work_xrosz555njd4jf3375ostnmdmm 2831 69 , , , work_xrosz555njd4jf3375ostnmdmm 2831 70 term2 term2 NN work_xrosz555njd4jf3375ostnmdmm 2831 71 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2831 72 ; ; : work_xrosz555njd4jf3375ostnmdmm 2831 73 dislist dislist NN work_xrosz555njd4jf3375ostnmdmm 2831 74 . . . work_xrosz555njd4jf3375ostnmdmm 2832 1 add add VB work_xrosz555njd4jf3375ostnmdmm 2832 2 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2832 3 log2(mindis log2(mindi NNS work_xrosz555njd4jf3375ostnmdmm 2832 4 + + SYM work_xrosz555njd4jf3375ostnmdmm 2832 5 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2832 6 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2832 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2832 8 ; ; : work_xrosz555njd4jf3375ostnmdmm 2832 9 end end NN work_xrosz555njd4jf3375ostnmdmm 2832 10 end end NN work_xrosz555njd4jf3375ostnmdmm 2832 11 end end NN work_xrosz555njd4jf3375ostnmdmm 2832 12 factor1 factor1 NN work_xrosz555njd4jf3375ostnmdmm 2832 13 = = CC work_xrosz555njd4jf3375ostnmdmm 2832 14 hastwo hastwo NN work_xrosz555njd4jf3375ostnmdmm 2832 15 / / SYM work_xrosz555njd4jf3375ostnmdmm 2832 16 total total NN work_xrosz555njd4jf3375ostnmdmm 2832 17 ; ; : work_xrosz555njd4jf3375ostnmdmm 2832 18 factor2 factor2 NN work_xrosz555njd4jf3375ostnmdmm 2832 19 = = SYM work_xrosz555njd4jf3375ostnmdmm 2832 20 avg(dislist avg(dislist NNP work_xrosz555njd4jf3375ostnmdmm 2832 21 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2832 22 ; ; : work_xrosz555njd4jf3375ostnmdmm 2832 23 return return VB work_xrosz555njd4jf3375ostnmdmm 2832 24 factor1 factor1 NN work_xrosz555njd4jf3375ostnmdmm 2832 25 / / CC work_xrosz555njd4jf3375ostnmdmm 2832 26 factor2 factor2 NN work_xrosz555njd4jf3375ostnmdmm 2832 27 ; ; : work_xrosz555njd4jf3375ostnmdmm 2832 28 Algorithm Algorithm NNP work_xrosz555njd4jf3375ostnmdmm 2832 29 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2832 30 : : : work_xrosz555njd4jf3375ostnmdmm 2832 31 Calculating calculate VBG work_xrosz555njd4jf3375ostnmdmm 2832 32 Statistical Statistical NNP work_xrosz555njd4jf3375ostnmdmm 2832 33 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2832 34 based base VBN work_xrosz555njd4jf3375ostnmdmm 2832 35 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2832 36 The the DT work_xrosz555njd4jf3375ostnmdmm 2832 37 matrix matrix NN work_xrosz555njd4jf3375ostnmdmm 2832 38 in in IN work_xrosz555njd4jf3375ostnmdmm 2832 39 Table table NN work_xrosz555njd4jf3375ostnmdmm 2832 40 7.5 7.5 CD work_xrosz555njd4jf3375ostnmdmm 2832 41 show show VBP work_xrosz555njd4jf3375ostnmdmm 2832 42 the the DT work_xrosz555njd4jf3375ostnmdmm 2832 43 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2832 44 values value NNS work_xrosz555njd4jf3375ostnmdmm 2832 45 among among IN work_xrosz555njd4jf3375ostnmdmm 2832 46 of of IN work_xrosz555njd4jf3375ostnmdmm 2832 47 some some DT work_xrosz555njd4jf3375ostnmdmm 2832 48 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2832 49 , , , work_xrosz555njd4jf3375ostnmdmm 2832 50 which which WDT work_xrosz555njd4jf3375ostnmdmm 2832 51 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2832 52 gotten get VBN work_xrosz555njd4jf3375ostnmdmm 2832 53 from from IN work_xrosz555njd4jf3375ostnmdmm 2832 54 500 500 CD work_xrosz555njd4jf3375ostnmdmm 2832 55 job job NN work_xrosz555njd4jf3375ostnmdmm 2832 56 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2832 57 . . . work_xrosz555njd4jf3375ostnmdmm 2833 1 For for IN work_xrosz555njd4jf3375ostnmdmm 2833 2 example example NN work_xrosz555njd4jf3375ostnmdmm 2833 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2833 4 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2833 5 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2833 6 , , , work_xrosz555njd4jf3375ostnmdmm 2833 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2833 8 most most RBS work_xrosz555njd4jf3375ostnmdmm 2833 9 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2833 10 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2833 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2833 12 order order NN work_xrosz555njd4jf3375ostnmdmm 2833 13 are be VBP work_xrosz555njd4jf3375ostnmdmm 2833 14 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2833 15 , , , work_xrosz555njd4jf3375ostnmdmm 2833 16 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2833 17 , , , work_xrosz555njd4jf3375ostnmdmm 2833 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2833 19 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2833 20 , , , work_xrosz555njd4jf3375ostnmdmm 2833 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2833 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2833 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2833 24 same same JJ work_xrosz555njd4jf3375ostnmdmm 2833 25 from from IN work_xrosz555njd4jf3375ostnmdmm 2833 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2833 27 perspective perspective NN work_xrosz555njd4jf3375ostnmdmm 2833 28 of of IN work_xrosz555njd4jf3375ostnmdmm 2833 29 experienced experienced JJ work_xrosz555njd4jf3375ostnmdmm 2833 30 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2833 31 . . . work_xrosz555njd4jf3375ostnmdmm 2834 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2834 2 other other JJ work_xrosz555njd4jf3375ostnmdmm 2834 3 example example NN work_xrosz555njd4jf3375ostnmdmm 2834 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2834 5 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2834 6 , , , work_xrosz555njd4jf3375ostnmdmm 2834 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2834 8 most most RBS work_xrosz555njd4jf3375ostnmdmm 2834 9 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2834 10 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2834 11 in in IN work_xrosz555njd4jf3375ostnmdmm 2834 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2834 13 matrix matrix NN work_xrosz555njd4jf3375ostnmdmm 2834 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2834 15 JSP JSP NNP work_xrosz555njd4jf3375ostnmdmm 2834 16 , , , work_xrosz555njd4jf3375ostnmdmm 2834 17 which which WDT work_xrosz555njd4jf3375ostnmdmm 2834 18 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2834 19 also also RB work_xrosz555njd4jf3375ostnmdmm 2834 20 agree agree VB work_xrosz555njd4jf3375ostnmdmm 2834 21 with with IN work_xrosz555njd4jf3375ostnmdmm 2834 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2834 23 general general JJ work_xrosz555njd4jf3375ostnmdmm 2834 24 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2834 25 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2834 26 . . . work_xrosz555njd4jf3375ostnmdmm 2835 1 50 50 CD work_xrosz555njd4jf3375ostnmdmm 2835 2 Table table NN work_xrosz555njd4jf3375ostnmdmm 2835 3 7.5 7.5 CD work_xrosz555njd4jf3375ostnmdmm 2835 4 : : : work_xrosz555njd4jf3375ostnmdmm 2835 5 Similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2835 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2835 7 Skills Skills NNPS work_xrosz555njd4jf3375ostnmdmm 2835 8 List List NNP work_xrosz555njd4jf3375ostnmdmm 2835 9 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 10 Term Term NNP work_xrosz555njd4jf3375ostnmdmm 2835 11 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2835 12 JDBC JDBC NNP work_xrosz555njd4jf3375ostnmdmm 2835 13 Spring Spring NNP work_xrosz555njd4jf3375ostnmdmm 2835 14 Hibernate Hibernate NNP work_xrosz555njd4jf3375ostnmdmm 2835 15 MySql MySql NNP work_xrosz555njd4jf3375ostnmdmm 2835 16 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2835 17 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2835 18 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 19 0.0523 0.0523 CD work_xrosz555njd4jf3375ostnmdmm 2835 20 0.091 0.091 CD work_xrosz555njd4jf3375ostnmdmm 2835 21 0.0458 0.0458 CD work_xrosz555njd4jf3375ostnmdmm 2835 22 0.0339 0.0339 CD work_xrosz555njd4jf3375ostnmdmm 2835 23 0.0608 0.0608 CD work_xrosz555njd4jf3375ostnmdmm 2835 24 JDBC JDBC NNS work_xrosz555njd4jf3375ostnmdmm 2835 25 0.0523 0.0523 CD work_xrosz555njd4jf3375ostnmdmm 2835 26 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 27 0.0525 0.0525 CD work_xrosz555njd4jf3375ostnmdmm 2835 28 0.0799 0.0799 CD work_xrosz555njd4jf3375ostnmdmm 2835 29 0.006 0.006 CD work_xrosz555njd4jf3375ostnmdmm 2835 30 0.0616 0.0616 CD work_xrosz555njd4jf3375ostnmdmm 2835 31 Spring Spring NNP work_xrosz555njd4jf3375ostnmdmm 2835 32 0.091 0.091 CD work_xrosz555njd4jf3375ostnmdmm 2835 33 0.0525 0.0525 CD work_xrosz555njd4jf3375ostnmdmm 2835 34 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 35 0.2008 0.2008 CD work_xrosz555njd4jf3375ostnmdmm 2835 36 0.0194 0.0194 CD work_xrosz555njd4jf3375ostnmdmm 2835 37 0.0878 0.0878 CD work_xrosz555njd4jf3375ostnmdmm 2835 38 Hibernate Hibernate NNP work_xrosz555njd4jf3375ostnmdmm 2835 39 0.0458 0.0458 CD work_xrosz555njd4jf3375ostnmdmm 2835 40 0.0799 0.0799 CD work_xrosz555njd4jf3375ostnmdmm 2835 41 0.2008 0.2008 CD work_xrosz555njd4jf3375ostnmdmm 2835 42 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 43 0.0073 0.0073 CD work_xrosz555njd4jf3375ostnmdmm 2835 44 0.115 0.115 CD work_xrosz555njd4jf3375ostnmdmm 2835 45 MySql MySql NNP work_xrosz555njd4jf3375ostnmdmm 2835 46 0.0339 0.0339 CD work_xrosz555njd4jf3375ostnmdmm 2835 47 0.006 0.006 CD work_xrosz555njd4jf3375ostnmdmm 2835 48 0.0194 0.0194 CD work_xrosz555njd4jf3375ostnmdmm 2835 49 0.0073 0.0073 CD work_xrosz555njd4jf3375ostnmdmm 2835 50 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 51 0.049 0.049 CD work_xrosz555njd4jf3375ostnmdmm 2835 52 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2835 53 0.0608 0.0608 CD work_xrosz555njd4jf3375ostnmdmm 2835 54 0.0616 0.0616 CD work_xrosz555njd4jf3375ostnmdmm 2835 55 0.0878 0.0878 CD work_xrosz555njd4jf3375ostnmdmm 2835 56 0.115 0.115 CD work_xrosz555njd4jf3375ostnmdmm 2835 57 0.049 0.049 CD work_xrosz555njd4jf3375ostnmdmm 2835 58 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 59 Table table NN work_xrosz555njd4jf3375ostnmdmm 2835 60 7.6 7.6 CD work_xrosz555njd4jf3375ostnmdmm 2835 61 : : : work_xrosz555njd4jf3375ostnmdmm 2835 62 Similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2835 63 of of IN work_xrosz555njd4jf3375ostnmdmm 2835 64 Skills Skills NNPS work_xrosz555njd4jf3375ostnmdmm 2835 65 List List NNP work_xrosz555njd4jf3375ostnmdmm 2835 66 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2835 67 Term Term NNP work_xrosz555njd4jf3375ostnmdmm 2835 68 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2835 69 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2835 70 HTML HTML NNP work_xrosz555njd4jf3375ostnmdmm 2835 71 CSS CSS NNP work_xrosz555njd4jf3375ostnmdmm 2835 72 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2835 73 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2835 74 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2835 75 JSP JSP NNP work_xrosz555njd4jf3375ostnmdmm 2835 76 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2835 77 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 78 0.1981 0.1981 CD work_xrosz555njd4jf3375ostnmdmm 2835 79 0.2087 0.2087 CD work_xrosz555njd4jf3375ostnmdmm 2835 80 0.2439 0.2439 CD work_xrosz555njd4jf3375ostnmdmm 2835 81 0.0665 0.0665 CD work_xrosz555njd4jf3375ostnmdmm 2835 82 0.0189 0.0189 CD work_xrosz555njd4jf3375ostnmdmm 2835 83 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2835 84 0.0253 0.0253 CD work_xrosz555njd4jf3375ostnmdmm 2835 85 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2835 86 0.1981 0.1981 CD work_xrosz555njd4jf3375ostnmdmm 2835 87 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 88 0.0979 0.0979 CD work_xrosz555njd4jf3375ostnmdmm 2835 89 0.1328 0.1328 CD work_xrosz555njd4jf3375ostnmdmm 2835 90 0.0439 0.0439 CD work_xrosz555njd4jf3375ostnmdmm 2835 91 0.0142 0.0142 CD work_xrosz555njd4jf3375ostnmdmm 2835 92 0.0266 0.0266 CD work_xrosz555njd4jf3375ostnmdmm 2835 93 0.0232 0.0232 CD work_xrosz555njd4jf3375ostnmdmm 2835 94 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2835 95 0.2087 0.2087 CD work_xrosz555njd4jf3375ostnmdmm 2835 96 0.0979 0.0979 CD work_xrosz555njd4jf3375ostnmdmm 2835 97 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 98 0.3569 0.3569 CD work_xrosz555njd4jf3375ostnmdmm 2835 99 0.0473 0.0473 CD work_xrosz555njd4jf3375ostnmdmm 2835 100 0.0175 0.0175 CD work_xrosz555njd4jf3375ostnmdmm 2835 101 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2835 102 0.0103 0.0103 CD work_xrosz555njd4jf3375ostnmdmm 2835 103 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2835 104 0.2439 0.2439 CD work_xrosz555njd4jf3375ostnmdmm 2835 105 0.1328 0.1328 CD work_xrosz555njd4jf3375ostnmdmm 2835 106 0.3569 0.3569 CD work_xrosz555njd4jf3375ostnmdmm 2835 107 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 108 0.0537 0.0537 CD work_xrosz555njd4jf3375ostnmdmm 2835 109 0.0153 0.0153 CD work_xrosz555njd4jf3375ostnmdmm 2835 110 0.0181 0.0181 CD work_xrosz555njd4jf3375ostnmdmm 2835 111 0.015 0.015 CD work_xrosz555njd4jf3375ostnmdmm 2835 112 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2835 113 0.0665 0.0665 CD work_xrosz555njd4jf3375ostnmdmm 2835 114 0.0439 0.0439 CD work_xrosz555njd4jf3375ostnmdmm 2835 115 0.0473 0.0473 CD work_xrosz555njd4jf3375ostnmdmm 2835 116 0.0537 0.0537 CD work_xrosz555njd4jf3375ostnmdmm 2835 117 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 118 0.0498 0.0498 CD work_xrosz555njd4jf3375ostnmdmm 2835 119 0.0287 0.0287 CD work_xrosz555njd4jf3375ostnmdmm 2835 120 0.075 0.075 CD work_xrosz555njd4jf3375ostnmdmm 2835 121 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2835 122 0.0189 0.0189 CD work_xrosz555njd4jf3375ostnmdmm 2835 123 0.0142 0.0142 CD work_xrosz555njd4jf3375ostnmdmm 2835 124 0.0175 0.0175 CD work_xrosz555njd4jf3375ostnmdmm 2835 125 0.0153 0.0153 CD work_xrosz555njd4jf3375ostnmdmm 2835 126 0.0498 0.0498 CD work_xrosz555njd4jf3375ostnmdmm 2835 127 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 128 0.1333 0.1333 CD work_xrosz555njd4jf3375ostnmdmm 2835 129 0.0025 0.0025 CD work_xrosz555njd4jf3375ostnmdmm 2835 130 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2835 131 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2835 132 0.0266 0.0266 CD work_xrosz555njd4jf3375ostnmdmm 2835 133 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2835 134 0.0181 0.0181 CD work_xrosz555njd4jf3375ostnmdmm 2835 135 0.0287 0.0287 CD work_xrosz555njd4jf3375ostnmdmm 2835 136 0.1333 0.1333 CD work_xrosz555njd4jf3375ostnmdmm 2835 137 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 138 0.012 0.012 CD work_xrosz555njd4jf3375ostnmdmm 2835 139 JSP JSP NNP work_xrosz555njd4jf3375ostnmdmm 2835 140 0.0253 0.0253 CD work_xrosz555njd4jf3375ostnmdmm 2835 141 0.0232 0.0232 CD work_xrosz555njd4jf3375ostnmdmm 2835 142 0.0103 0.0103 CD work_xrosz555njd4jf3375ostnmdmm 2835 143 0.015 0.015 CD work_xrosz555njd4jf3375ostnmdmm 2835 144 0.075 0.075 CD work_xrosz555njd4jf3375ostnmdmm 2835 145 0.0025 0.0025 CD work_xrosz555njd4jf3375ostnmdmm 2835 146 0.012 0.012 CD work_xrosz555njd4jf3375ostnmdmm 2835 147 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2835 148 51 51 CD work_xrosz555njd4jf3375ostnmdmm 2835 149 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2835 150 . . . work_xrosz555njd4jf3375ostnmdmm 2836 1 EVALUATION EVALUATION NNP work_xrosz555njd4jf3375ostnmdmm 2836 2 In in IN work_xrosz555njd4jf3375ostnmdmm 2836 3 this this DT work_xrosz555njd4jf3375ostnmdmm 2836 4 section section NN work_xrosz555njd4jf3375ostnmdmm 2836 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2836 6 will will MD work_xrosz555njd4jf3375ostnmdmm 2836 7 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2836 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 9 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2836 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2836 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 12 key key JJ work_xrosz555njd4jf3375ostnmdmm 2836 13 components component NNS work_xrosz555njd4jf3375ostnmdmm 2836 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2836 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 16 system system NN work_xrosz555njd4jf3375ostnmdmm 2836 17 , , , work_xrosz555njd4jf3375ostnmdmm 2836 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 19 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2836 20 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2836 21 module module NN work_xrosz555njd4jf3375ostnmdmm 2836 22 , , , work_xrosz555njd4jf3375ostnmdmm 2836 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 24 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2836 25 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2836 26 module module NN work_xrosz555njd4jf3375ostnmdmm 2836 27 , , , work_xrosz555njd4jf3375ostnmdmm 2836 28 and and CC work_xrosz555njd4jf3375ostnmdmm 2836 29 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 30 overall overall JJ work_xrosz555njd4jf3375ostnmdmm 2836 31 system system NN work_xrosz555njd4jf3375ostnmdmm 2836 32 resulting result VBG work_xrosz555njd4jf3375ostnmdmm 2836 33 from from IN work_xrosz555njd4jf3375ostnmdmm 2836 34 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 35 combination combination NN work_xrosz555njd4jf3375ostnmdmm 2836 36 of of IN work_xrosz555njd4jf3375ostnmdmm 2836 37 the the DT work_xrosz555njd4jf3375ostnmdmm 2836 38 components component NNS work_xrosz555njd4jf3375ostnmdmm 2836 39 . . . work_xrosz555njd4jf3375ostnmdmm 2837 1 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 2837 2 Experiments experiment NNS work_xrosz555njd4jf3375ostnmdmm 2837 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2837 4 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2837 5 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2837 6 To to TO work_xrosz555njd4jf3375ostnmdmm 2837 7 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2837 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2837 9 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2837 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2837 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2837 12 information information NN work_xrosz555njd4jf3375ostnmdmm 2837 13 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2837 14 module module NNP work_xrosz555njd4jf3375ostnmdmm 2837 15 , , , work_xrosz555njd4jf3375ostnmdmm 2837 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2837 17 extract extract VBP work_xrosz555njd4jf3375ostnmdmm 2837 18 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2837 19 types type NNS work_xrosz555njd4jf3375ostnmdmm 2837 20 through through IN work_xrosz555njd4jf3375ostnmdmm 2837 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2837 22 use use NN work_xrosz555njd4jf3375ostnmdmm 2837 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2837 24 sentence sentence NN work_xrosz555njd4jf3375ostnmdmm 2837 25 filters filter NNS work_xrosz555njd4jf3375ostnmdmm 2837 26 . . . work_xrosz555njd4jf3375ostnmdmm 2838 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2838 2 explain explain VB work_xrosz555njd4jf3375ostnmdmm 2838 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2838 4 process process NN work_xrosz555njd4jf3375ostnmdmm 2838 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2838 6 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2838 7 experiment experiment NN work_xrosz555njd4jf3375ostnmdmm 2838 8 , , , work_xrosz555njd4jf3375ostnmdmm 2838 9 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2838 10 use use VBP work_xrosz555njd4jf3375ostnmdmm 2838 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2838 12 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2838 13 whose whose WP$ work_xrosz555njd4jf3375ostnmdmm 2838 14 content content NN work_xrosz555njd4jf3375ostnmdmm 2838 15 pertains pertain VBZ work_xrosz555njd4jf3375ostnmdmm 2838 16 to to IN work_xrosz555njd4jf3375ostnmdmm 2838 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2838 18 applicant applicant NN work_xrosz555njd4jf3375ostnmdmm 2838 19 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2838 20 college college NN work_xrosz555njd4jf3375ostnmdmm 2838 21 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2838 22 information information NN work_xrosz555njd4jf3375ostnmdmm 2838 23 . . . work_xrosz555njd4jf3375ostnmdmm 2839 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2839 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2839 3 experiment experiment NN work_xrosz555njd4jf3375ostnmdmm 2839 4 , , , work_xrosz555njd4jf3375ostnmdmm 2839 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2839 6 selected select VBD work_xrosz555njd4jf3375ostnmdmm 2839 7 100 100 CD work_xrosz555njd4jf3375ostnmdmm 2839 8 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2839 9 from from IN work_xrosz555njd4jf3375ostnmdmm 2839 10 existing existing JJ work_xrosz555njd4jf3375ostnmdmm 2839 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2839 12 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2839 13 , , , work_xrosz555njd4jf3375ostnmdmm 2839 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2839 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2839 16 content content NN work_xrosz555njd4jf3375ostnmdmm 2839 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2839 18 these these DT work_xrosz555njd4jf3375ostnmdmm 2839 19 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2839 20 were be VBD work_xrosz555njd4jf3375ostnmdmm 2839 21 requirements requirement NNS work_xrosz555njd4jf3375ostnmdmm 2839 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2839 23 candidate candidate NN work_xrosz555njd4jf3375ostnmdmm 2839 24 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2839 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2839 26 major major NN work_xrosz555njd4jf3375ostnmdmm 2839 27 . . . work_xrosz555njd4jf3375ostnmdmm 2840 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2840 2 labeled label VBD work_xrosz555njd4jf3375ostnmdmm 2840 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2840 4 values value NNS work_xrosz555njd4jf3375ostnmdmm 2840 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2840 6 ” " `` work_xrosz555njd4jf3375ostnmdmm 2840 7 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2840 8 ” " '' work_xrosz555njd4jf3375ostnmdmm 2840 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2840 10 ” " `` work_xrosz555njd4jf3375ostnmdmm 2840 11 major major JJ work_xrosz555njd4jf3375ostnmdmm 2840 12 ” " '' work_xrosz555njd4jf3375ostnmdmm 2840 13 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2840 14 . . . work_xrosz555njd4jf3375ostnmdmm 2841 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2841 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2841 3 some some DT work_xrosz555njd4jf3375ostnmdmm 2841 4 content content NN work_xrosz555njd4jf3375ostnmdmm 2841 5 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2841 6 that that WDT work_xrosz555njd4jf3375ostnmdmm 2841 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2841 8 can can MD work_xrosz555njd4jf3375ostnmdmm 2841 9 identify identify VB work_xrosz555njd4jf3375ostnmdmm 2841 10 from from IN work_xrosz555njd4jf3375ostnmdmm 2841 11 these these DT work_xrosz555njd4jf3375ostnmdmm 2841 12 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2841 13 to to TO work_xrosz555njd4jf3375ostnmdmm 2841 14 match match VB work_xrosz555njd4jf3375ostnmdmm 2841 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2841 16 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2841 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2841 18 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2841 19 information information NN work_xrosz555njd4jf3375ostnmdmm 2841 20 . . . work_xrosz555njd4jf3375ostnmdmm 2842 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2842 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2842 3 used use VBD work_xrosz555njd4jf3375ostnmdmm 2842 4 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2842 5 patterns pattern NNS work_xrosz555njd4jf3375ostnmdmm 2842 6 , , , work_xrosz555njd4jf3375ostnmdmm 2842 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2842 8 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2842 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2842 10 ” " `` work_xrosz555njd4jf3375ostnmdmm 2842 11 degree degree NN work_xrosz555njd4jf3375ostnmdmm 2842 12 ” " '' work_xrosz555njd4jf3375ostnmdmm 2842 13 became become VBD work_xrosz555njd4jf3375ostnmdmm 2842 14 94 94 CD work_xrosz555njd4jf3375ostnmdmm 2842 15 % % NN work_xrosz555njd4jf3375ostnmdmm 2842 16 . . . work_xrosz555njd4jf3375ostnmdmm 2843 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2843 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2843 3 compared compare VBD work_xrosz555njd4jf3375ostnmdmm 2843 4 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2843 5 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2843 6 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2843 7 method method NN work_xrosz555njd4jf3375ostnmdmm 2843 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2843 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2843 10 conditional conditional JJ work_xrosz555njd4jf3375ostnmdmm 2843 11 random random JJ work_xrosz555njd4jf3375ostnmdmm 2843 12 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2843 13 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2843 14 CRFs CRFs NNP work_xrosz555njd4jf3375ostnmdmm 2843 15 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2843 16 model model NN work_xrosz555njd4jf3375ostnmdmm 2843 17 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2843 18 22 22 CD work_xrosz555njd4jf3375ostnmdmm 2843 19 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2843 20 , , , work_xrosz555njd4jf3375ostnmdmm 2843 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2843 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2843 23 a a DT work_xrosz555njd4jf3375ostnmdmm 2843 24 state state NN work_xrosz555njd4jf3375ostnmdmm 2843 25 of of IN work_xrosz555njd4jf3375ostnmdmm 2843 26 art art NN work_xrosz555njd4jf3375ostnmdmm 2843 27 machine machine NN work_xrosz555njd4jf3375ostnmdmm 2843 28 learning learn VBG work_xrosz555njd4jf3375ostnmdmm 2843 29 model model NN work_xrosz555njd4jf3375ostnmdmm 2843 30 for for IN work_xrosz555njd4jf3375ostnmdmm 2843 31 sequence sequence NN work_xrosz555njd4jf3375ostnmdmm 2843 32 labeling labeling NN work_xrosz555njd4jf3375ostnmdmm 2843 33 . . . work_xrosz555njd4jf3375ostnmdmm 2844 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2844 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2844 3 200 200 CD work_xrosz555njd4jf3375ostnmdmm 2844 4 labelled label VBN work_xrosz555njd4jf3375ostnmdmm 2844 5 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2844 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2844 7 train train VB work_xrosz555njd4jf3375ostnmdmm 2844 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2844 9 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2844 10 model model NN work_xrosz555njd4jf3375ostnmdmm 2844 11 , , , work_xrosz555njd4jf3375ostnmdmm 2844 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2844 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2844 14 features feature NNS work_xrosz555njd4jf3375ostnmdmm 2844 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2844 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2844 17 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2844 18 model model NN work_xrosz555njd4jf3375ostnmdmm 2844 19 are be VBP work_xrosz555njd4jf3375ostnmdmm 2844 20 words word NNS work_xrosz555njd4jf3375ostnmdmm 2844 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2844 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2844 23 sentences sentence NNS work_xrosz555njd4jf3375ostnmdmm 2844 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2844 25 part part NN work_xrosz555njd4jf3375ostnmdmm 2844 26 of of IN work_xrosz555njd4jf3375ostnmdmm 2844 27 speech speech NN work_xrosz555njd4jf3375ostnmdmm 2844 28 tags tag NNS work_xrosz555njd4jf3375ostnmdmm 2844 29 of of IN work_xrosz555njd4jf3375ostnmdmm 2844 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2844 31 words word NNS work_xrosz555njd4jf3375ostnmdmm 2844 32 . . . work_xrosz555njd4jf3375ostnmdmm 2845 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2845 2 accuracies accuracy NNS work_xrosz555njd4jf3375ostnmdmm 2845 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2845 4 information information NN work_xrosz555njd4jf3375ostnmdmm 2845 5 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2845 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2845 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2845 8 three three CD work_xrosz555njd4jf3375ostnmdmm 2845 9 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2845 10 with with IN work_xrosz555njd4jf3375ostnmdmm 2845 11 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2845 12 two two CD work_xrosz555njd4jf3375ostnmdmm 2845 13 methods method NNS work_xrosz555njd4jf3375ostnmdmm 2845 14 , , , work_xrosz555njd4jf3375ostnmdmm 2845 15 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2845 16 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2845 17 , , , work_xrosz555njd4jf3375ostnmdmm 2845 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2845 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2845 20 application application NN work_xrosz555njd4jf3375ostnmdmm 2845 21 of of IN work_xrosz555njd4jf3375ostnmdmm 2845 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2845 23 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2845 24 model model NN work_xrosz555njd4jf3375ostnmdmm 2845 25 are be VBP work_xrosz555njd4jf3375ostnmdmm 2845 26 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2845 27 in in IN work_xrosz555njd4jf3375ostnmdmm 2845 28 Table table NN work_xrosz555njd4jf3375ostnmdmm 2845 29 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 2845 30 . . . work_xrosz555njd4jf3375ostnmdmm 2846 1 8.2 8.2 CD work_xrosz555njd4jf3375ostnmdmm 2846 2 Experiments experiment NNS work_xrosz555njd4jf3375ostnmdmm 2846 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2846 4 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2846 5 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2846 6 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2846 7 selected select VBD work_xrosz555njd4jf3375ostnmdmm 2846 8 some some DT work_xrosz555njd4jf3375ostnmdmm 2846 9 common common JJ work_xrosz555njd4jf3375ostnmdmm 2846 10 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2846 11 from from IN work_xrosz555njd4jf3375ostnmdmm 2846 12 500 500 CD work_xrosz555njd4jf3375ostnmdmm 2846 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2846 14 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2846 15 ; ; : work_xrosz555njd4jf3375ostnmdmm 2846 16 table table NN work_xrosz555njd4jf3375ostnmdmm 2846 17 8.2 8.2 CD work_xrosz555njd4jf3375ostnmdmm 2846 18 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2846 19 simi- simi- NN work_xrosz555njd4jf3375ostnmdmm 2846 20 larity larity NN work_xrosz555njd4jf3375ostnmdmm 2846 21 values value NNS work_xrosz555njd4jf3375ostnmdmm 2846 22 between between IN work_xrosz555njd4jf3375ostnmdmm 2846 23 these these DT work_xrosz555njd4jf3375ostnmdmm 2846 24 skills skill NNS work_xrosz555njd4jf3375ostnmdmm 2846 25 . . . work_xrosz555njd4jf3375ostnmdmm 2847 1 Higher high JJR work_xrosz555njd4jf3375ostnmdmm 2847 2 values value NNS work_xrosz555njd4jf3375ostnmdmm 2847 3 correspond correspond VBP work_xrosz555njd4jf3375ostnmdmm 2847 4 to to IN work_xrosz555njd4jf3375ostnmdmm 2847 5 greater great JJR work_xrosz555njd4jf3375ostnmdmm 2847 6 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2847 7 , , , work_xrosz555njd4jf3375ostnmdmm 2847 8 so so RB work_xrosz555njd4jf3375ostnmdmm 2847 9 52 52 CD work_xrosz555njd4jf3375ostnmdmm 2847 10 Table table NN work_xrosz555njd4jf3375ostnmdmm 2847 11 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 2847 12 : : : work_xrosz555njd4jf3375ostnmdmm 2847 13 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2847 14 Extraction Extraction NNP work_xrosz555njd4jf3375ostnmdmm 2847 15 Field Field NNP work_xrosz555njd4jf3375ostnmdmm 2847 16 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2847 17 Num Num NNP work_xrosz555njd4jf3375ostnmdmm 2847 18 Accuracy Accuracy NNP work_xrosz555njd4jf3375ostnmdmm 2847 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2847 20 Pattern Pattern NNP work_xrosz555njd4jf3375ostnmdmm 2847 21 Matching Matching NNP work_xrosz555njd4jf3375ostnmdmm 2847 22 Accuracy Accuracy NNP work_xrosz555njd4jf3375ostnmdmm 2847 23 of of IN work_xrosz555njd4jf3375ostnmdmm 2847 24 CRF CRF NNP work_xrosz555njd4jf3375ostnmdmm 2847 25 Degree Degree NNP work_xrosz555njd4jf3375ostnmdmm 2847 26 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2847 27 0.94 0.94 CD work_xrosz555njd4jf3375ostnmdmm 2847 28 0.85 0.85 CD work_xrosz555njd4jf3375ostnmdmm 2847 29 Major Major NNP work_xrosz555njd4jf3375ostnmdmm 2847 30 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2847 31 0.85 0.85 CD work_xrosz555njd4jf3375ostnmdmm 2847 32 0.72 0.72 CD work_xrosz555njd4jf3375ostnmdmm 2847 33 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2847 34 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2847 35 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2847 36 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2847 37 can can MD work_xrosz555njd4jf3375ostnmdmm 2847 38 get get VB work_xrosz555njd4jf3375ostnmdmm 2847 39 higher high JJR work_xrosz555njd4jf3375ostnmdmm 2847 40 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2847 41 . . . work_xrosz555njd4jf3375ostnmdmm 2848 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2848 2 8.2 8.2 CD work_xrosz555njd4jf3375ostnmdmm 2848 3 : : : work_xrosz555njd4jf3375ostnmdmm 2848 4 Similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2848 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2848 6 Skill Skill NNP work_xrosz555njd4jf3375ostnmdmm 2848 7 List List NNP work_xrosz555njd4jf3375ostnmdmm 2848 8 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 9 Term Term NNP work_xrosz555njd4jf3375ostnmdmm 2848 10 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2848 11 JDBC JDBC NNP work_xrosz555njd4jf3375ostnmdmm 2848 12 Spring Spring NNP work_xrosz555njd4jf3375ostnmdmm 2848 13 Hibernate Hibernate NNP work_xrosz555njd4jf3375ostnmdmm 2848 14 MySql MySql NNP work_xrosz555njd4jf3375ostnmdmm 2848 15 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2848 16 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2848 17 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 18 0.0523 0.0523 CD work_xrosz555njd4jf3375ostnmdmm 2848 19 0.091 0.091 CD work_xrosz555njd4jf3375ostnmdmm 2848 20 0.0458 0.0458 CD work_xrosz555njd4jf3375ostnmdmm 2848 21 0.0339 0.0339 CD work_xrosz555njd4jf3375ostnmdmm 2848 22 0.0608 0.0608 CD work_xrosz555njd4jf3375ostnmdmm 2848 23 JDBC JDBC NNS work_xrosz555njd4jf3375ostnmdmm 2848 24 0.0523 0.0523 CD work_xrosz555njd4jf3375ostnmdmm 2848 25 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 26 0.0525 0.0525 CD work_xrosz555njd4jf3375ostnmdmm 2848 27 0.0799 0.0799 CD work_xrosz555njd4jf3375ostnmdmm 2848 28 0.006 0.006 CD work_xrosz555njd4jf3375ostnmdmm 2848 29 0.0616 0.0616 CD work_xrosz555njd4jf3375ostnmdmm 2848 30 Spring Spring NNP work_xrosz555njd4jf3375ostnmdmm 2848 31 0.091 0.091 CD work_xrosz555njd4jf3375ostnmdmm 2848 32 0.0525 0.0525 CD work_xrosz555njd4jf3375ostnmdmm 2848 33 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 34 0.2008 0.2008 CD work_xrosz555njd4jf3375ostnmdmm 2848 35 0.0194 0.0194 CD work_xrosz555njd4jf3375ostnmdmm 2848 36 0.0878 0.0878 CD work_xrosz555njd4jf3375ostnmdmm 2848 37 Hibernate Hibernate NNP work_xrosz555njd4jf3375ostnmdmm 2848 38 0.0458 0.0458 CD work_xrosz555njd4jf3375ostnmdmm 2848 39 0.0799 0.0799 CD work_xrosz555njd4jf3375ostnmdmm 2848 40 0.2008 0.2008 CD work_xrosz555njd4jf3375ostnmdmm 2848 41 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 42 0.0073 0.0073 CD work_xrosz555njd4jf3375ostnmdmm 2848 43 0.115 0.115 CD work_xrosz555njd4jf3375ostnmdmm 2848 44 MySql MySql NNP work_xrosz555njd4jf3375ostnmdmm 2848 45 0.0339 0.0339 CD work_xrosz555njd4jf3375ostnmdmm 2848 46 0.006 0.006 CD work_xrosz555njd4jf3375ostnmdmm 2848 47 0.0194 0.0194 CD work_xrosz555njd4jf3375ostnmdmm 2848 48 0.0073 0.0073 CD work_xrosz555njd4jf3375ostnmdmm 2848 49 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 50 0.049 0.049 CD work_xrosz555njd4jf3375ostnmdmm 2848 51 Oracle Oracle NNP work_xrosz555njd4jf3375ostnmdmm 2848 52 0.0608 0.0608 CD work_xrosz555njd4jf3375ostnmdmm 2848 53 0.0616 0.0616 CD work_xrosz555njd4jf3375ostnmdmm 2848 54 0.0878 0.0878 CD work_xrosz555njd4jf3375ostnmdmm 2848 55 0.115 0.115 CD work_xrosz555njd4jf3375ostnmdmm 2848 56 0.049 0.049 CD work_xrosz555njd4jf3375ostnmdmm 2848 57 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 58 the the DT work_xrosz555njd4jf3375ostnmdmm 2848 59 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2848 60 between between IN work_xrosz555njd4jf3375ostnmdmm 2848 61 one one CD work_xrosz555njd4jf3375ostnmdmm 2848 62 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2848 63 and and CC work_xrosz555njd4jf3375ostnmdmm 2848 64 itself -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2848 65 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2848 66 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2848 67 . . . work_xrosz555njd4jf3375ostnmdmm 2849 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2849 2 selected select VBD work_xrosz555njd4jf3375ostnmdmm 2849 3 one one CD work_xrosz555njd4jf3375ostnmdmm 2849 4 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2849 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2849 6 ranked rank VBD work_xrosz555njd4jf3375ostnmdmm 2849 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2849 8 other other JJ work_xrosz555njd4jf3375ostnmdmm 2849 9 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2849 10 by by IN work_xrosz555njd4jf3375ostnmdmm 2849 11 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2849 12 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2849 13 values value NNS work_xrosz555njd4jf3375ostnmdmm 2849 14 to to IN work_xrosz555njd4jf3375ostnmdmm 2849 15 this this DT work_xrosz555njd4jf3375ostnmdmm 2849 16 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2849 17 . . . work_xrosz555njd4jf3375ostnmdmm 2850 1 Human human JJ work_xrosz555njd4jf3375ostnmdmm 2850 2 judges judge NNS work_xrosz555njd4jf3375ostnmdmm 2850 3 helped help VBD work_xrosz555njd4jf3375ostnmdmm 2850 4 rank rank VB work_xrosz555njd4jf3375ostnmdmm 2850 5 these these DT work_xrosz555njd4jf3375ostnmdmm 2850 6 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2850 7 by by IN work_xrosz555njd4jf3375ostnmdmm 2850 8 assigning assign VBG work_xrosz555njd4jf3375ostnmdmm 2850 9 them -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2850 10 ” " '' work_xrosz555njd4jf3375ostnmdmm 2850 11 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2850 12 scores score NNS work_xrosz555njd4jf3375ostnmdmm 2850 13 ” " '' work_xrosz555njd4jf3375ostnmdmm 2850 14 so so IN work_xrosz555njd4jf3375ostnmdmm 2850 15 that that IN work_xrosz555njd4jf3375ostnmdmm 2850 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2850 17 can can MD work_xrosz555njd4jf3375ostnmdmm 2850 18 use use VB work_xrosz555njd4jf3375ostnmdmm 2850 19 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2850 20 to to TO work_xrosz555njd4jf3375ostnmdmm 2850 21 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2850 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2850 23 effectiveness effectiveness NN work_xrosz555njd4jf3375ostnmdmm 2850 24 of of IN work_xrosz555njd4jf3375ostnmdmm 2850 25 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2850 26 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2850 27 . . . work_xrosz555njd4jf3375ostnmdmm 2851 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2851 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2851 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2851 4 Normalized Normalized NNP work_xrosz555njd4jf3375ostnmdmm 2851 5 Discounted Discounted NNP work_xrosz555njd4jf3375ostnmdmm 2851 6 Cumulative Cumulative NNP work_xrosz555njd4jf3375ostnmdmm 2851 7 Gain(NDCG Gain(NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2851 8 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2851 9 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2851 10 30 30 CD work_xrosz555njd4jf3375ostnmdmm 2851 11 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2851 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2851 13 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2851 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2851 15 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2851 16 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2851 17 based base VBN work_xrosz555njd4jf3375ostnmdmm 2851 18 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2851 19 . . . work_xrosz555njd4jf3375ostnmdmm 2852 1 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2852 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2852 3 an an DT work_xrosz555njd4jf3375ostnmdmm 2852 4 important important JJ work_xrosz555njd4jf3375ostnmdmm 2852 5 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2852 6 to to TO work_xrosz555njd4jf3375ostnmdmm 2852 7 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2852 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2852 9 ranked ranked JJ work_xrosz555njd4jf3375ostnmdmm 2852 10 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2852 11 results result NNS work_xrosz555njd4jf3375ostnmdmm 2852 12 , , , work_xrosz555njd4jf3375ostnmdmm 2852 13 which which WDT work_xrosz555njd4jf3375ostnmdmm 2852 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2852 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2852 16 ratio ratio NN work_xrosz555njd4jf3375ostnmdmm 2852 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2852 18 Discounted Discounted NNP work_xrosz555njd4jf3375ostnmdmm 2852 19 Cumulative Cumulative NNP work_xrosz555njd4jf3375ostnmdmm 2852 20 Gain Gain NNP work_xrosz555njd4jf3375ostnmdmm 2852 21 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2852 22 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2852 23 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2852 24 to to IN work_xrosz555njd4jf3375ostnmdmm 2852 25 Ideal Ideal NNP work_xrosz555njd4jf3375ostnmdmm 2852 26 Discounted Discounted NNP work_xrosz555njd4jf3375ostnmdmm 2852 27 Cumulative Cumulative NNP work_xrosz555njd4jf3375ostnmdmm 2852 28 Gain Gain NNP work_xrosz555njd4jf3375ostnmdmm 2852 29 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2852 30 IDCG IDCG NNP work_xrosz555njd4jf3375ostnmdmm 2852 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2852 32 . . . work_xrosz555njd4jf3375ostnmdmm 2853 1 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 2 = = SYM work_xrosz555njd4jf3375ostnmdmm 2853 3 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 4 IDCG IDCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 5 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2853 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2853 8 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2853 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2853 10 how how WRB work_xrosz555njd4jf3375ostnmdmm 2853 11 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2853 12 are be VBP work_xrosz555njd4jf3375ostnmdmm 2853 13 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2853 14 according accord VBG work_xrosz555njd4jf3375ostnmdmm 2853 15 to to IN work_xrosz555njd4jf3375ostnmdmm 2853 16 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2853 17 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2853 18 scores score NNS work_xrosz555njd4jf3375ostnmdmm 2853 19 , , , work_xrosz555njd4jf3375ostnmdmm 2853 20 and and CC work_xrosz555njd4jf3375ostnmdmm 2853 21 IDCG IDCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 22 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2853 23 the the DT work_xrosz555njd4jf3375ostnmdmm 2853 24 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2853 25 value value NN work_xrosz555njd4jf3375ostnmdmm 2853 26 that that WDT work_xrosz555njd4jf3375ostnmdmm 2853 27 the the DT work_xrosz555njd4jf3375ostnmdmm 2853 28 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2853 29 are be VBP work_xrosz555njd4jf3375ostnmdmm 2853 30 strictly strictly RB work_xrosz555njd4jf3375ostnmdmm 2853 31 sorted sort VBN work_xrosz555njd4jf3375ostnmdmm 2853 32 by by IN work_xrosz555njd4jf3375ostnmdmm 2853 33 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2853 34 53 53 CD work_xrosz555njd4jf3375ostnmdmm 2853 35 Table table NN work_xrosz555njd4jf3375ostnmdmm 2853 36 8.3 8.3 CD work_xrosz555njd4jf3375ostnmdmm 2853 37 : : : work_xrosz555njd4jf3375ostnmdmm 2853 38 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2853 39 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2853 40 Evaluation Evaluation NNP work_xrosz555njd4jf3375ostnmdmm 2853 41 Term Term NNP work_xrosz555njd4jf3375ostnmdmm 2853 42 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2853 43 Value Value NNP work_xrosz555njd4jf3375ostnmdmm 2853 44 Position Position NNP work_xrosz555njd4jf3375ostnmdmm 2853 45 Relevance Relevance NNP work_xrosz555njd4jf3375ostnmdmm 2853 46 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2853 47 0.1981 0.1981 CD work_xrosz555njd4jf3375ostnmdmm 2853 48 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2853 49 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2853 50 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2853 51 0.2087 0.2087 CD work_xrosz555njd4jf3375ostnmdmm 2853 52 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 53 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2853 54 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2853 55 0.2439 0.2439 CD work_xrosz555njd4jf3375ostnmdmm 2853 56 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2853 57 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 58 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2853 59 0.0665 0.0665 CD work_xrosz555njd4jf3375ostnmdmm 2853 60 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2853 61 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 62 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2853 63 0.0189 0.0189 CD work_xrosz555njd4jf3375ostnmdmm 2853 64 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2853 65 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 66 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2853 67 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2853 68 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2853 69 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 70 JSP JSP NNP work_xrosz555njd4jf3375ostnmdmm 2853 71 0.0253 0.0253 CD work_xrosz555njd4jf3375ostnmdmm 2853 72 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2853 73 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2853 74 Table table NN work_xrosz555njd4jf3375ostnmdmm 2853 75 8.4 8.4 CD work_xrosz555njd4jf3375ostnmdmm 2853 76 : : : work_xrosz555njd4jf3375ostnmdmm 2853 77 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2853 78 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2853 79 Evaluation Evaluation NNP work_xrosz555njd4jf3375ostnmdmm 2853 80 Term Term NNP work_xrosz555njd4jf3375ostnmdmm 2853 81 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2853 82 Value Value NNP work_xrosz555njd4jf3375ostnmdmm 2853 83 Position Position NNP work_xrosz555njd4jf3375ostnmdmm 2853 84 Relevance Relevance NNP work_xrosz555njd4jf3375ostnmdmm 2853 85 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2853 86 0.2087 0.2087 CD work_xrosz555njd4jf3375ostnmdmm 2853 87 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2853 88 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 89 jQuery jQuery NNP work_xrosz555njd4jf3375ostnmdmm 2853 90 0.0979 0.0979 CD work_xrosz555njd4jf3375ostnmdmm 2853 91 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 92 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 93 CSS css NN work_xrosz555njd4jf3375ostnmdmm 2853 94 0.3569 0.3569 CD work_xrosz555njd4jf3375ostnmdmm 2853 95 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 96 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2853 97 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2853 98 0.0473 0.0473 CD work_xrosz555njd4jf3375ostnmdmm 2853 99 4 4 CD work_xrosz555njd4jf3375ostnmdmm 2853 100 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 101 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2853 102 0.0175 0.0175 CD work_xrosz555njd4jf3375ostnmdmm 2853 103 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2853 104 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 105 Ruby Ruby NNP work_xrosz555njd4jf3375ostnmdmm 2853 106 0.023 0.023 CD work_xrosz555njd4jf3375ostnmdmm 2853 107 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2853 108 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2853 109 JSP JSP NNP work_xrosz555njd4jf3375ostnmdmm 2853 110 0.0103 0.0103 CD work_xrosz555njd4jf3375ostnmdmm 2853 111 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2853 112 3 3 CD work_xrosz555njd4jf3375ostnmdmm 2853 113 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2853 114 values value NNS work_xrosz555njd4jf3375ostnmdmm 2853 115 . . . work_xrosz555njd4jf3375ostnmdmm 2854 1 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2854 2 = = SYM work_xrosz555njd4jf3375ostnmdmm 2854 3 p∑ p∑ NN work_xrosz555njd4jf3375ostnmdmm 2854 4 i=1 i=1 RB work_xrosz555njd4jf3375ostnmdmm 2854 5 2reli 2reli CD work_xrosz555njd4jf3375ostnmdmm 2854 6 − − NNP work_xrosz555njd4jf3375ostnmdmm 2854 7 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2854 8 log2(i log2(i NN work_xrosz555njd4jf3375ostnmdmm 2854 9 + + SYM work_xrosz555njd4jf3375ostnmdmm 2854 10 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2854 11 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2854 12 Table table NN work_xrosz555njd4jf3375ostnmdmm 2854 13 8.3 8.3 CD work_xrosz555njd4jf3375ostnmdmm 2854 14 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2854 15 how how WRB work_xrosz555njd4jf3375ostnmdmm 2854 16 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2854 17 evaluate evaluate VBP work_xrosz555njd4jf3375ostnmdmm 2854 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2854 19 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2854 20 between between IN work_xrosz555njd4jf3375ostnmdmm 2854 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2854 22 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2854 23 “ " `` work_xrosz555njd4jf3375ostnmdmm 2854 24 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2854 25 ” " '' work_xrosz555njd4jf3375ostnmdmm 2854 26 and and CC work_xrosz555njd4jf3375ostnmdmm 2854 27 other other JJ work_xrosz555njd4jf3375ostnmdmm 2854 28 concepts concept NNS work_xrosz555njd4jf3375ostnmdmm 2854 29 . . . work_xrosz555njd4jf3375ostnmdmm 2855 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2855 2 first first JJ work_xrosz555njd4jf3375ostnmdmm 2855 3 column column NN work_xrosz555njd4jf3375ostnmdmm 2855 4 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2855 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2855 6 skill skill NN work_xrosz555njd4jf3375ostnmdmm 2855 7 name name NN work_xrosz555njd4jf3375ostnmdmm 2855 8 , , , work_xrosz555njd4jf3375ostnmdmm 2855 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2855 10 second second JJ work_xrosz555njd4jf3375ostnmdmm 2855 11 column column NN work_xrosz555njd4jf3375ostnmdmm 2855 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2855 13 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2855 14 simi- simi- NNP work_xrosz555njd4jf3375ostnmdmm 2855 15 larity larity NN work_xrosz555njd4jf3375ostnmdmm 2855 16 value value NN work_xrosz555njd4jf3375ostnmdmm 2855 17 to to IN work_xrosz555njd4jf3375ostnmdmm 2855 18 “ " `` work_xrosz555njd4jf3375ostnmdmm 2855 19 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2855 20 ” " '' work_xrosz555njd4jf3375ostnmdmm 2855 21 , , , work_xrosz555njd4jf3375ostnmdmm 2855 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2855 23 third third JJ work_xrosz555njd4jf3375ostnmdmm 2855 24 column column NN work_xrosz555njd4jf3375ostnmdmm 2855 25 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2855 26 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2855 27 position position NN work_xrosz555njd4jf3375ostnmdmm 2855 28 ranked rank VBN work_xrosz555njd4jf3375ostnmdmm 2855 29 by by IN work_xrosz555njd4jf3375ostnmdmm 2855 30 the the DT work_xrosz555njd4jf3375ostnmdmm 2855 31 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2855 32 value value NN work_xrosz555njd4jf3375ostnmdmm 2855 33 , , , work_xrosz555njd4jf3375ostnmdmm 2855 34 and and CC work_xrosz555njd4jf3375ostnmdmm 2855 35 the the DT work_xrosz555njd4jf3375ostnmdmm 2855 36 fourth fourth JJ work_xrosz555njd4jf3375ostnmdmm 2855 37 column column NN work_xrosz555njd4jf3375ostnmdmm 2855 38 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2855 39 its -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2855 40 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2855 41 value value NN work_xrosz555njd4jf3375ostnmdmm 2855 42 given give VBN work_xrosz555njd4jf3375ostnmdmm 2855 43 by by IN work_xrosz555njd4jf3375ostnmdmm 2855 44 the the DT work_xrosz555njd4jf3375ostnmdmm 2855 45 judges judge NNS work_xrosz555njd4jf3375ostnmdmm 2855 46 . . . work_xrosz555njd4jf3375ostnmdmm 2856 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2856 2 ND- ND- NNP work_xrosz555njd4jf3375ostnmdmm 2856 3 CG cg NN work_xrosz555njd4jf3375ostnmdmm 2856 4 value value NN work_xrosz555njd4jf3375ostnmdmm 2856 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2856 6 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2856 7 Javascript Javascript NNP work_xrosz555njd4jf3375ostnmdmm 2856 8 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2856 9 0.94 0.94 CD work_xrosz555njd4jf3375ostnmdmm 2856 10 , , , work_xrosz555njd4jf3375ostnmdmm 2856 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2856 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2856 13 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2856 14 8.4 8.4 CD work_xrosz555njd4jf3375ostnmdmm 2856 15 , , , work_xrosz555njd4jf3375ostnmdmm 2856 16 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2856 17 value value NN work_xrosz555njd4jf3375ostnmdmm 2856 18 for for IN work_xrosz555njd4jf3375ostnmdmm 2856 19 concept concept NN work_xrosz555njd4jf3375ostnmdmm 2856 20 HTML html NN work_xrosz555njd4jf3375ostnmdmm 2856 21 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2856 22 0.97 0.97 CD work_xrosz555njd4jf3375ostnmdmm 2856 23 . . . work_xrosz555njd4jf3375ostnmdmm 2857 1 54 54 CD work_xrosz555njd4jf3375ostnmdmm 2857 2 8.3 8.3 CD work_xrosz555njd4jf3375ostnmdmm 2857 3 Evaluation Evaluation NNP work_xrosz555njd4jf3375ostnmdmm 2857 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2857 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2857 6 System system NN work_xrosz555njd4jf3375ostnmdmm 2857 7 In in IN work_xrosz555njd4jf3375ostnmdmm 2857 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2857 9 traditional traditional JJ work_xrosz555njd4jf3375ostnmdmm 2857 10 information information NN work_xrosz555njd4jf3375ostnmdmm 2857 11 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2857 12 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2857 13 , , , work_xrosz555njd4jf3375ostnmdmm 2857 14 precision precision NN work_xrosz555njd4jf3375ostnmdmm 2857 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2857 16 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2857 17 are be VBP work_xrosz555njd4jf3375ostnmdmm 2857 18 widely widely RB work_xrosz555njd4jf3375ostnmdmm 2857 19 used use VBN work_xrosz555njd4jf3375ostnmdmm 2857 20 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2857 21 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2857 22 30 30 CD work_xrosz555njd4jf3375ostnmdmm 2857 23 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2857 24 . . . work_xrosz555njd4jf3375ostnmdmm 2858 1 Precision Precision NNP work_xrosz555njd4jf3375ostnmdmm 2858 2 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2858 3 P p NN work_xrosz555njd4jf3375ostnmdmm 2858 4 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2858 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2858 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2858 7 fraction fraction NN work_xrosz555njd4jf3375ostnmdmm 2858 8 of of IN work_xrosz555njd4jf3375ostnmdmm 2858 9 retrieved retrieve VBN work_xrosz555njd4jf3375ostnmdmm 2858 10 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2858 11 that that WDT work_xrosz555njd4jf3375ostnmdmm 2858 12 are be VBP work_xrosz555njd4jf3375ostnmdmm 2858 13 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2858 14 . . . work_xrosz555njd4jf3375ostnmdmm 2859 1 Precision precision NN work_xrosz555njd4jf3375ostnmdmm 2859 2 = = SYM work_xrosz555njd4jf3375ostnmdmm 2859 3 # # $ work_xrosz555njd4jf3375ostnmdmm 2859 4 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2859 5 releveant releveant JJ work_xrosz555njd4jf3375ostnmdmm 2859 6 items item NNS work_xrosz555njd4jf3375ostnmdmm 2859 7 retrieved retrieve VBN work_xrosz555njd4jf3375ostnmdmm 2859 8 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2859 9 # # NN work_xrosz555njd4jf3375ostnmdmm 2859 10 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2859 11 retrieved retrieve VBN work_xrosz555njd4jf3375ostnmdmm 2859 12 items item NNS work_xrosz555njd4jf3375ostnmdmm 2859 13 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2859 14 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2859 15 first first RB work_xrosz555njd4jf3375ostnmdmm 2859 16 used use VBD work_xrosz555njd4jf3375ostnmdmm 2859 17 Precision@K precision@k NN work_xrosz555njd4jf3375ostnmdmm 2859 18 to to TO work_xrosz555njd4jf3375ostnmdmm 2859 19 compare compare VB work_xrosz555njd4jf3375ostnmdmm 2859 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2859 21 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2859 22 of of IN work_xrosz555njd4jf3375ostnmdmm 2859 23 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2859 24 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2859 25 to to IN work_xrosz555njd4jf3375ostnmdmm 2859 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2859 27 classical classical JJ work_xrosz555njd4jf3375ostnmdmm 2859 28 information information NN work_xrosz555njd4jf3375ostnmdmm 2859 29 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2859 30 models model NNS work_xrosz555njd4jf3375ostnmdmm 2859 31 : : : work_xrosz555njd4jf3375ostnmdmm 2859 32 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2859 33 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2859 34 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2859 35 37 37 CD work_xrosz555njd4jf3375ostnmdmm 2859 36 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2859 37 , , , work_xrosz555njd4jf3375ostnmdmm 2859 38 Kullback Kullback NNP work_xrosz555njd4jf3375ostnmdmm 2859 39 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2859 40 Leibler Leibler NNP work_xrosz555njd4jf3375ostnmdmm 2859 41 divergence divergence NN work_xrosz555njd4jf3375ostnmdmm 2859 42 , , , work_xrosz555njd4jf3375ostnmdmm 2859 43 and and CC work_xrosz555njd4jf3375ostnmdmm 2859 44 the the DT work_xrosz555njd4jf3375ostnmdmm 2859 45 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2859 46 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2859 47 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2859 48 . . . work_xrosz555njd4jf3375ostnmdmm 2860 1 Precision@K Precision@K NNP work_xrosz555njd4jf3375ostnmdmm 2860 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2860 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2860 4 proportion proportion NN work_xrosz555njd4jf3375ostnmdmm 2860 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2860 6 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2860 7 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2860 8 in in IN work_xrosz555njd4jf3375ostnmdmm 2860 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2860 10 first first JJ work_xrosz555njd4jf3375ostnmdmm 2860 11 K K NNP work_xrosz555njd4jf3375ostnmdmm 2860 12 positions position NNS work_xrosz555njd4jf3375ostnmdmm 2860 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2860 14 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2860 15 given give VBN work_xrosz555njd4jf3375ostnmdmm 2860 16 below below RP work_xrosz555njd4jf3375ostnmdmm 2860 17 : : : work_xrosz555njd4jf3375ostnmdmm 2860 18 P@k P@k NNP work_xrosz555njd4jf3375ostnmdmm 2860 19 = = SYM work_xrosz555njd4jf3375ostnmdmm 2860 20 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2860 21 k k NN work_xrosz555njd4jf3375ostnmdmm 2860 22 m∑ m∑ JJ work_xrosz555njd4jf3375ostnmdmm 2860 23 i=1 i=1 UH work_xrosz555njd4jf3375ostnmdmm 2860 24 li1 li1 NNP work_xrosz555njd4jf3375ostnmdmm 2860 25 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2860 26 r(i r(i NNP work_xrosz555njd4jf3375ostnmdmm 2860 27 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2860 28 ≤ ≤ NNP work_xrosz555njd4jf3375ostnmdmm 2860 29 k k NNP work_xrosz555njd4jf3375ostnmdmm 2860 30 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2860 31 Where where WRB work_xrosz555njd4jf3375ostnmdmm 2860 32 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2860 33 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2860 34 the the DT work_xrosz555njd4jf3375ostnmdmm 2860 35 indicator indicator NN work_xrosz555njd4jf3375ostnmdmm 2860 36 function function NN work_xrosz555njd4jf3375ostnmdmm 2860 37 : : : work_xrosz555njd4jf3375ostnmdmm 2860 38 1(A 1(A NNP work_xrosz555njd4jf3375ostnmdmm 2860 39 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2860 40 = = SYM work_xrosz555njd4jf3375ostnmdmm 2860 41 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2860 42 if if IN work_xrosz555njd4jf3375ostnmdmm 2860 43 A a DT work_xrosz555njd4jf3375ostnmdmm 2860 44 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2860 45 true true JJ work_xrosz555njd4jf3375ostnmdmm 2860 46 , , , work_xrosz555njd4jf3375ostnmdmm 2860 47 0 0 CD work_xrosz555njd4jf3375ostnmdmm 2860 48 otherwise otherwise RB work_xrosz555njd4jf3375ostnmdmm 2860 49 . . . work_xrosz555njd4jf3375ostnmdmm 2861 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2861 2 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 2861 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2861 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2861 5 finding finding NN work_xrosz555njd4jf3375ostnmdmm 2861 6 , , , work_xrosz555njd4jf3375ostnmdmm 2861 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2861 8 compare compare VBP work_xrosz555njd4jf3375ostnmdmm 2861 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2861 10 results result NNS work_xrosz555njd4jf3375ostnmdmm 2861 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2861 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2861 13 system system NN work_xrosz555njd4jf3375ostnmdmm 2861 14 with with IN work_xrosz555njd4jf3375ostnmdmm 2861 15 three three CD work_xrosz555njd4jf3375ostnmdmm 2861 16 classi- classi- NNS work_xrosz555njd4jf3375ostnmdmm 2861 17 cal cal NNP work_xrosz555njd4jf3375ostnmdmm 2861 18 information information NN work_xrosz555njd4jf3375ostnmdmm 2861 19 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2861 20 models model NNS work_xrosz555njd4jf3375ostnmdmm 2861 21 : : : work_xrosz555njd4jf3375ostnmdmm 2861 22 Kullback kullback JJ work_xrosz555njd4jf3375ostnmdmm 2861 23 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2861 24 Leibler leibler NN work_xrosz555njd4jf3375ostnmdmm 2861 25 divergence divergence NN work_xrosz555njd4jf3375ostnmdmm 2861 26 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2861 27 52 52 CD work_xrosz555njd4jf3375ostnmdmm 2861 28 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2861 29 , , , work_xrosz555njd4jf3375ostnmdmm 2861 30 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2861 31 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2861 32 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2861 33 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2861 34 30 30 CD work_xrosz555njd4jf3375ostnmdmm 2861 35 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2861 36 and and CC work_xrosz555njd4jf3375ostnmdmm 2861 37 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2861 38 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2861 39 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2861 40 38 38 CD work_xrosz555njd4jf3375ostnmdmm 2861 41 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2861 42 . . . work_xrosz555njd4jf3375ostnmdmm 2862 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2862 2 give give VBP work_xrosz555njd4jf3375ostnmdmm 2862 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2862 4 definition definition NN work_xrosz555njd4jf3375ostnmdmm 2862 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2862 6 these these DT work_xrosz555njd4jf3375ostnmdmm 2862 7 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2862 8 below below RB work_xrosz555njd4jf3375ostnmdmm 2862 9 . . . work_xrosz555njd4jf3375ostnmdmm 2863 1 Kullback kullback JJ work_xrosz555njd4jf3375ostnmdmm 2863 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2863 3 Leibler leibler NN work_xrosz555njd4jf3375ostnmdmm 2863 4 divergence divergence NN work_xrosz555njd4jf3375ostnmdmm 2863 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2863 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2863 7 non non JJ work_xrosz555njd4jf3375ostnmdmm 2863 8 - - JJ work_xrosz555njd4jf3375ostnmdmm 2863 9 symmetric symmetric JJ work_xrosz555njd4jf3375ostnmdmm 2863 10 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2863 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2863 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2863 13 difference difference NN work_xrosz555njd4jf3375ostnmdmm 2863 14 between between IN work_xrosz555njd4jf3375ostnmdmm 2863 15 two two CD work_xrosz555njd4jf3375ostnmdmm 2863 16 probability probability NN work_xrosz555njd4jf3375ostnmdmm 2863 17 distributions distribution NNS work_xrosz555njd4jf3375ostnmdmm 2863 18 P p NN work_xrosz555njd4jf3375ostnmdmm 2863 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2863 20 Q. Q. NNP work_xrosz555njd4jf3375ostnmdmm 2864 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2864 2 score score NN work_xrosz555njd4jf3375ostnmdmm 2864 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2864 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2864 5 document document NN work_xrosz555njd4jf3375ostnmdmm 2864 6 D d NN work_xrosz555njd4jf3375ostnmdmm 2864 7 with with IN work_xrosz555njd4jf3375ostnmdmm 2864 8 respect respect NN work_xrosz555njd4jf3375ostnmdmm 2864 9 to to IN work_xrosz555njd4jf3375ostnmdmm 2864 10 query query NNP work_xrosz555njd4jf3375ostnmdmm 2864 11 Q Q NNP work_xrosz555njd4jf3375ostnmdmm 2864 12 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2864 13 given give VBN work_xrosz555njd4jf3375ostnmdmm 2864 14 by by IN work_xrosz555njd4jf3375ostnmdmm 2864 15 : : : work_xrosz555njd4jf3375ostnmdmm 2864 16 s(D s(d LS work_xrosz555njd4jf3375ostnmdmm 2864 17 , , , work_xrosz555njd4jf3375ostnmdmm 2864 18 Q Q NNP work_xrosz555njd4jf3375ostnmdmm 2864 19 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 20 = = NFP work_xrosz555njd4jf3375ostnmdmm 2864 21 −D(θQ −D(θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 22 ‖ ‖ NNP work_xrosz555njd4jf3375ostnmdmm 2864 23 θD θD NNP work_xrosz555njd4jf3375ostnmdmm 2864 24 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 25 = = NFP work_xrosz555njd4jf3375ostnmdmm 2864 26 − − NNP work_xrosz555njd4jf3375ostnmdmm 2864 27 ∑ ∑ . work_xrosz555njd4jf3375ostnmdmm 2864 28 ω∈V ω∈v CD work_xrosz555njd4jf3375ostnmdmm 2864 29 p(ω p(ω NNP work_xrosz555njd4jf3375ostnmdmm 2864 30 | | NNP work_xrosz555njd4jf3375ostnmdmm 2864 31 θQ θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 32 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 33 log log NN work_xrosz555njd4jf3375ostnmdmm 2864 34 p(ω|θQ p(ω|θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 35 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 36 p(ω|θD p(ω|θD NNP work_xrosz555njd4jf3375ostnmdmm 2864 37 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 38 = = NFP work_xrosz555njd4jf3375ostnmdmm 2864 39 ∑ ∑ XX work_xrosz555njd4jf3375ostnmdmm 2864 40 ω∈V ω∈v CD work_xrosz555njd4jf3375ostnmdmm 2864 41 p(ω p(ω NNP work_xrosz555njd4jf3375ostnmdmm 2864 42 | | NNP work_xrosz555njd4jf3375ostnmdmm 2864 43 θQ θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 44 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 45 log log NNP work_xrosz555njd4jf3375ostnmdmm 2864 46 p(ω p(ω NNP work_xrosz555njd4jf3375ostnmdmm 2864 47 | | NNP work_xrosz555njd4jf3375ostnmdmm 2864 48 θD θD NNP work_xrosz555njd4jf3375ostnmdmm 2864 49 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 50 − − NNP work_xrosz555njd4jf3375ostnmdmm 2864 51 ∑ ∑ . work_xrosz555njd4jf3375ostnmdmm 2864 52 ω∈V ω∈v CD work_xrosz555njd4jf3375ostnmdmm 2864 53 p(ω p(ω NNP work_xrosz555njd4jf3375ostnmdmm 2864 54 | | NNP work_xrosz555njd4jf3375ostnmdmm 2864 55 θQ θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 56 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 57 log log NNP work_xrosz555njd4jf3375ostnmdmm 2864 58 p(ω p(ω NNP work_xrosz555njd4jf3375ostnmdmm 2864 59 | | NNP work_xrosz555njd4jf3375ostnmdmm 2864 60 θQ θQ NNP work_xrosz555njd4jf3375ostnmdmm 2864 61 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 62 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2864 63 8.1 8.1 CD work_xrosz555njd4jf3375ostnmdmm 2864 64 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2864 65 In in IN work_xrosz555njd4jf3375ostnmdmm 2864 66 the the DT work_xrosz555njd4jf3375ostnmdmm 2864 67 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2864 68 θQ θq NN work_xrosz555njd4jf3375ostnmdmm 2864 69 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2864 70 the the DT work_xrosz555njd4jf3375ostnmdmm 2864 71 language language NN work_xrosz555njd4jf3375ostnmdmm 2864 72 model model NN work_xrosz555njd4jf3375ostnmdmm 2864 73 for for IN work_xrosz555njd4jf3375ostnmdmm 2864 74 a a DT work_xrosz555njd4jf3375ostnmdmm 2864 75 query query NN work_xrosz555njd4jf3375ostnmdmm 2864 76 , , , work_xrosz555njd4jf3375ostnmdmm 2864 77 and and CC work_xrosz555njd4jf3375ostnmdmm 2864 78 θD θD NNP work_xrosz555njd4jf3375ostnmdmm 2864 79 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2864 80 the the DT work_xrosz555njd4jf3375ostnmdmm 2864 81 language language NN work_xrosz555njd4jf3375ostnmdmm 2864 82 model model NN work_xrosz555njd4jf3375ostnmdmm 2864 83 for for IN work_xrosz555njd4jf3375ostnmdmm 2864 84 a a DT work_xrosz555njd4jf3375ostnmdmm 2864 85 document document NN work_xrosz555njd4jf3375ostnmdmm 2864 86 . . . work_xrosz555njd4jf3375ostnmdmm 2865 1 55 55 CD work_xrosz555njd4jf3375ostnmdmm 2865 2 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2865 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2865 4 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2865 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2865 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2865 7 Vector Vector NNP work_xrosz555njd4jf3375ostnmdmm 2865 8 Space Space NNP work_xrosz555njd4jf3375ostnmdmm 2865 9 Model Model NNP work_xrosz555njd4jf3375ostnmdmm 2865 10 , , , work_xrosz555njd4jf3375ostnmdmm 2865 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2865 12 calculates calculate VBZ work_xrosz555njd4jf3375ostnmdmm 2865 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 14 Cosine Cosine NNP work_xrosz555njd4jf3375ostnmdmm 2865 15 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2865 16 between between IN work_xrosz555njd4jf3375ostnmdmm 2865 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 18 vectors vector NNS work_xrosz555njd4jf3375ostnmdmm 2865 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2865 20 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 21 query query NNP work_xrosz555njd4jf3375ostnmdmm 2865 22 q q NNP work_xrosz555njd4jf3375ostnmdmm 2865 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2865 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 25 document document NN work_xrosz555njd4jf3375ostnmdmm 2865 26 d. d. NNP work_xrosz555njd4jf3375ostnmdmm 2865 27 In in IN work_xrosz555njd4jf3375ostnmdmm 2865 28 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 29 equation equation NN work_xrosz555njd4jf3375ostnmdmm 2865 30 , , , work_xrosz555njd4jf3375ostnmdmm 2865 31 tf tf NNP work_xrosz555njd4jf3375ostnmdmm 2865 32 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2865 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 34 term term NN work_xrosz555njd4jf3375ostnmdmm 2865 35 frequency frequency NN work_xrosz555njd4jf3375ostnmdmm 2865 36 , , , work_xrosz555njd4jf3375ostnmdmm 2865 37 and and CC work_xrosz555njd4jf3375ostnmdmm 2865 38 idf idf NNP work_xrosz555njd4jf3375ostnmdmm 2865 39 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2865 40 the the DT work_xrosz555njd4jf3375ostnmdmm 2865 41 inverse inverse JJ work_xrosz555njd4jf3375ostnmdmm 2865 42 document document NN work_xrosz555njd4jf3375ostnmdmm 2865 43 frequency frequency NN work_xrosz555njd4jf3375ostnmdmm 2865 44 . . . work_xrosz555njd4jf3375ostnmdmm 2866 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2866 2 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2866 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2866 4 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2866 5 weighting weighting NN work_xrosz555njd4jf3375ostnmdmm 2866 6 scheme scheme NN work_xrosz555njd4jf3375ostnmdmm 2866 7 assigned assign VBN work_xrosz555njd4jf3375ostnmdmm 2866 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2866 9 term term NN work_xrosz555njd4jf3375ostnmdmm 2866 10 t t NN work_xrosz555njd4jf3375ostnmdmm 2866 11 a a DT work_xrosz555njd4jf3375ostnmdmm 2866 12 weight weight NN work_xrosz555njd4jf3375ostnmdmm 2866 13 in in IN work_xrosz555njd4jf3375ostnmdmm 2866 14 document document NN work_xrosz555njd4jf3375ostnmdmm 2866 15 d d NN work_xrosz555njd4jf3375ostnmdmm 2866 16 given give VBN work_xrosz555njd4jf3375ostnmdmm 2866 17 by by IN work_xrosz555njd4jf3375ostnmdmm 2866 18 : : : work_xrosz555njd4jf3375ostnmdmm 2866 19 tf tf NNP work_xrosz555njd4jf3375ostnmdmm 2866 20 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2866 21 idft idft NNP work_xrosz555njd4jf3375ostnmdmm 2866 22 , , , work_xrosz555njd4jf3375ostnmdmm 2866 23 d d NNP work_xrosz555njd4jf3375ostnmdmm 2866 24 = = SYM work_xrosz555njd4jf3375ostnmdmm 2866 25 tft tft NN work_xrosz555njd4jf3375ostnmdmm 2866 26 , , , work_xrosz555njd4jf3375ostnmdmm 2866 27 d d NNP work_xrosz555njd4jf3375ostnmdmm 2866 28 × × NNS work_xrosz555njd4jf3375ostnmdmm 2866 29 idft idft VBP work_xrosz555njd4jf3375ostnmdmm 2866 30 The the DT work_xrosz555njd4jf3375ostnmdmm 2866 31 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2866 32 between between IN work_xrosz555njd4jf3375ostnmdmm 2866 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2866 34 query query NNP work_xrosz555njd4jf3375ostnmdmm 2866 35 q q NNP work_xrosz555njd4jf3375ostnmdmm 2866 36 and and CC work_xrosz555njd4jf3375ostnmdmm 2866 37 the the DT work_xrosz555njd4jf3375ostnmdmm 2866 38 document document NN work_xrosz555njd4jf3375ostnmdmm 2866 39 d d NN work_xrosz555njd4jf3375ostnmdmm 2866 40 given give VBN work_xrosz555njd4jf3375ostnmdmm 2866 41 by by IN work_xrosz555njd4jf3375ostnmdmm 2866 42 : : : work_xrosz555njd4jf3375ostnmdmm 2866 43 score(q score(q NNP work_xrosz555njd4jf3375ostnmdmm 2866 44 , , , work_xrosz555njd4jf3375ostnmdmm 2866 45 d d LS work_xrosz555njd4jf3375ostnmdmm 2866 46 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2866 47 = = NFP work_xrosz555njd4jf3375ostnmdmm 2866 48 ∑ ∑ . work_xrosz555njd4jf3375ostnmdmm 2866 49 t∈q t∈q CD work_xrosz555njd4jf3375ostnmdmm 2866 50 tf tf NNP work_xrosz555njd4jf3375ostnmdmm 2866 51 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2866 52 idft idft NNP work_xrosz555njd4jf3375ostnmdmm 2866 53 , , , work_xrosz555njd4jf3375ostnmdmm 2866 54 d d NNP work_xrosz555njd4jf3375ostnmdmm 2866 55 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2866 56 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2866 57 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2866 58 a a DT work_xrosz555njd4jf3375ostnmdmm 2866 59 bag bag NN work_xrosz555njd4jf3375ostnmdmm 2866 60 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2866 61 of of IN work_xrosz555njd4jf3375ostnmdmm 2866 62 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2866 63 words word NNS work_xrosz555njd4jf3375ostnmdmm 2866 64 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2866 65 model model NN work_xrosz555njd4jf3375ostnmdmm 2866 66 that that WDT work_xrosz555njd4jf3375ostnmdmm 2866 67 ranks rank VBZ work_xrosz555njd4jf3375ostnmdmm 2866 68 a a DT work_xrosz555njd4jf3375ostnmdmm 2866 69 set set NN work_xrosz555njd4jf3375ostnmdmm 2866 70 of of IN work_xrosz555njd4jf3375ostnmdmm 2866 71 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2866 72 based base VBN work_xrosz555njd4jf3375ostnmdmm 2866 73 on on IN work_xrosz555njd4jf3375ostnmdmm 2866 74 the the DT work_xrosz555njd4jf3375ostnmdmm 2866 75 query query NN work_xrosz555njd4jf3375ostnmdmm 2866 76 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2866 77 appearing appear VBG work_xrosz555njd4jf3375ostnmdmm 2866 78 in in IN work_xrosz555njd4jf3375ostnmdmm 2866 79 each each DT work_xrosz555njd4jf3375ostnmdmm 2866 80 document document NN work_xrosz555njd4jf3375ostnmdmm 2866 81 . . . work_xrosz555njd4jf3375ostnmdmm 2867 1 Given give VBN work_xrosz555njd4jf3375ostnmdmm 2867 2 a a DT work_xrosz555njd4jf3375ostnmdmm 2867 3 query query NN work_xrosz555njd4jf3375ostnmdmm 2867 4 q q NN work_xrosz555njd4jf3375ostnmdmm 2867 5 , , , work_xrosz555njd4jf3375ostnmdmm 2867 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 7 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2867 8 score score NN work_xrosz555njd4jf3375ostnmdmm 2867 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2867 10 a a DT work_xrosz555njd4jf3375ostnmdmm 2867 11 document document NN work_xrosz555njd4jf3375ostnmdmm 2867 12 d d NN work_xrosz555njd4jf3375ostnmdmm 2867 13 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2867 14 : : : work_xrosz555njd4jf3375ostnmdmm 2867 15 score(q score(q NNP work_xrosz555njd4jf3375ostnmdmm 2867 16 , , , work_xrosz555njd4jf3375ostnmdmm 2867 17 d d LS work_xrosz555njd4jf3375ostnmdmm 2867 18 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2867 19 = = NFP work_xrosz555njd4jf3375ostnmdmm 2867 20 ∑ ∑ . work_xrosz555njd4jf3375ostnmdmm 2867 21 t∈q t∈q UH work_xrosz555njd4jf3375ostnmdmm 2867 22 idft idft JJ work_xrosz555njd4jf3375ostnmdmm 2867 23 tft tft NN work_xrosz555njd4jf3375ostnmdmm 2867 24 , , , work_xrosz555njd4jf3375ostnmdmm 2867 25 d d NNP work_xrosz555njd4jf3375ostnmdmm 2867 26 · · NFP work_xrosz555njd4jf3375ostnmdmm 2867 27 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2867 28 k1 k1 NNP work_xrosz555njd4jf3375ostnmdmm 2867 29 + + CC work_xrosz555njd4jf3375ostnmdmm 2867 30 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2867 31 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2867 32 tft tft NN work_xrosz555njd4jf3375ostnmdmm 2867 33 , , , work_xrosz555njd4jf3375ostnmdmm 2867 34 d d NN work_xrosz555njd4jf3375ostnmdmm 2867 35 + + SYM work_xrosz555njd4jf3375ostnmdmm 2867 36 k1 k1 NN work_xrosz555njd4jf3375ostnmdmm 2867 37 · · NFP work_xrosz555njd4jf3375ostnmdmm 2867 38 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2867 39 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2867 40 − − NNP work_xrosz555njd4jf3375ostnmdmm 2867 41 b b NN work_xrosz555njd4jf3375ostnmdmm 2867 42 + + CC work_xrosz555njd4jf3375ostnmdmm 2867 43 b b NN work_xrosz555njd4jf3375ostnmdmm 2867 44 · · NFP work_xrosz555njd4jf3375ostnmdmm 2867 45 |D| |D| NFP work_xrosz555njd4jf3375ostnmdmm 2867 46 avgdl avgdl NN work_xrosz555njd4jf3375ostnmdmm 2867 47 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2867 48 In in IN work_xrosz555njd4jf3375ostnmdmm 2867 49 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 50 formula formula NN work_xrosz555njd4jf3375ostnmdmm 2867 51 , , , work_xrosz555njd4jf3375ostnmdmm 2867 52 idft idft JJ work_xrosz555njd4jf3375ostnmdmm 2867 53 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2867 54 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2867 55 value value NN work_xrosz555njd4jf3375ostnmdmm 2867 56 of of IN work_xrosz555njd4jf3375ostnmdmm 2867 57 term term NN work_xrosz555njd4jf3375ostnmdmm 2867 58 t t NN work_xrosz555njd4jf3375ostnmdmm 2867 59 , , , work_xrosz555njd4jf3375ostnmdmm 2867 60 tf tf NNP work_xrosz555njd4jf3375ostnmdmm 2867 61 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2867 62 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 63 term term NN work_xrosz555njd4jf3375ostnmdmm 2867 64 frequency frequency NN work_xrosz555njd4jf3375ostnmdmm 2867 65 ; ; : work_xrosz555njd4jf3375ostnmdmm 2867 66 |D| |D| NFP work_xrosz555njd4jf3375ostnmdmm 2867 67 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2867 68 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 69 length length NN work_xrosz555njd4jf3375ostnmdmm 2867 70 of of IN work_xrosz555njd4jf3375ostnmdmm 2867 71 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 72 document document NN work_xrosz555njd4jf3375ostnmdmm 2867 73 D D NNP work_xrosz555njd4jf3375ostnmdmm 2867 74 ; ; : work_xrosz555njd4jf3375ostnmdmm 2867 75 avgdl avgdl NNP work_xrosz555njd4jf3375ostnmdmm 2867 76 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2867 77 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 78 average average JJ work_xrosz555njd4jf3375ostnmdmm 2867 79 length length NN work_xrosz555njd4jf3375ostnmdmm 2867 80 of of IN work_xrosz555njd4jf3375ostnmdmm 2867 81 all all PDT work_xrosz555njd4jf3375ostnmdmm 2867 82 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 83 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2867 84 , , , work_xrosz555njd4jf3375ostnmdmm 2867 85 and and CC work_xrosz555njd4jf3375ostnmdmm 2867 86 k1 k1 NNP work_xrosz555njd4jf3375ostnmdmm 2867 87 and and CC work_xrosz555njd4jf3375ostnmdmm 2867 88 b b NNP work_xrosz555njd4jf3375ostnmdmm 2867 89 are be VBP work_xrosz555njd4jf3375ostnmdmm 2867 90 the the DT work_xrosz555njd4jf3375ostnmdmm 2867 91 free free JJ work_xrosz555njd4jf3375ostnmdmm 2867 92 parameters parameter NNS work_xrosz555njd4jf3375ostnmdmm 2867 93 . . . work_xrosz555njd4jf3375ostnmdmm 2868 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2868 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2868 3 evaluation evaluation NN work_xrosz555njd4jf3375ostnmdmm 2868 4 phase phase NN work_xrosz555njd4jf3375ostnmdmm 2868 5 , , , work_xrosz555njd4jf3375ostnmdmm 2868 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2868 7 created create VBD work_xrosz555njd4jf3375ostnmdmm 2868 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2868 9 data data NN work_xrosz555njd4jf3375ostnmdmm 2868 10 set set NN work_xrosz555njd4jf3375ostnmdmm 2868 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2868 12 100 100 CD work_xrosz555njd4jf3375ostnmdmm 2868 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2868 14 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2868 15 that that WDT work_xrosz555njd4jf3375ostnmdmm 2868 16 includes include VBZ work_xrosz555njd4jf3375ostnmdmm 2868 17 several several JJ work_xrosz555njd4jf3375ostnmdmm 2868 18 kinds kind NNS work_xrosz555njd4jf3375ostnmdmm 2868 19 of of IN work_xrosz555njd4jf3375ostnmdmm 2868 20 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2868 21 such such JJ work_xrosz555njd4jf3375ostnmdmm 2868 22 as as IN work_xrosz555njd4jf3375ostnmdmm 2868 23 web web NN work_xrosz555njd4jf3375ostnmdmm 2868 24 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2868 25 , , , work_xrosz555njd4jf3375ostnmdmm 2868 26 server server VBP work_xrosz555njd4jf3375ostnmdmm 2868 27 back back JJ work_xrosz555njd4jf3375ostnmdmm 2868 28 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2868 29 end end NN work_xrosz555njd4jf3375ostnmdmm 2868 30 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2868 31 , , , work_xrosz555njd4jf3375ostnmdmm 2868 32 mobile mobile NN work_xrosz555njd4jf3375ostnmdmm 2868 33 developers developer NNS work_xrosz555njd4jf3375ostnmdmm 2868 34 and and CC work_xrosz555njd4jf3375ostnmdmm 2868 35 so so RB work_xrosz555njd4jf3375ostnmdmm 2868 36 on on RB work_xrosz555njd4jf3375ostnmdmm 2868 37 . . . work_xrosz555njd4jf3375ostnmdmm 2869 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2869 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2869 3 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2869 4 candidate candidate NN work_xrosz555njd4jf3375ostnmdmm 2869 5 résumés résumés FW work_xrosz555njd4jf3375ostnmdmm 2869 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2869 7 retrieved retrieve VBD work_xrosz555njd4jf3375ostnmdmm 2869 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2869 9 top top JJ work_xrosz555njd4jf3375ostnmdmm 2869 10 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2869 11 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2869 12 . . . work_xrosz555njd4jf3375ostnmdmm 2870 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2870 2 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2870 3 value value NN work_xrosz555njd4jf3375ostnmdmm 2870 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2870 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2870 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2870 7 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2870 8 to to IN work_xrosz555njd4jf3375ostnmdmm 2870 9 each each DT work_xrosz555njd4jf3375ostnmdmm 2870 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2870 11 were be VBD work_xrosz555njd4jf3375ostnmdmm 2870 12 set set VBN work_xrosz555njd4jf3375ostnmdmm 2870 13 manually manually RB work_xrosz555njd4jf3375ostnmdmm 2870 14 by by IN work_xrosz555njd4jf3375ostnmdmm 2870 15 ten ten CD work_xrosz555njd4jf3375ostnmdmm 2870 16 human human JJ work_xrosz555njd4jf3375ostnmdmm 2870 17 judge judge NN work_xrosz555njd4jf3375ostnmdmm 2870 18 . . . work_xrosz555njd4jf3375ostnmdmm 2871 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2871 2 created create VBD work_xrosz555njd4jf3375ostnmdmm 2871 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2871 4 query query NN work_xrosz555njd4jf3375ostnmdmm 2871 5 q q NN work_xrosz555njd4jf3375ostnmdmm 2871 6 from from IN work_xrosz555njd4jf3375ostnmdmm 2871 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2871 8 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2871 9 , , , work_xrosz555njd4jf3375ostnmdmm 2871 10 treated treat VBD work_xrosz555njd4jf3375ostnmdmm 2871 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2871 12 text text NN work_xrosz555njd4jf3375ostnmdmm 2871 13 of of IN work_xrosz555njd4jf3375ostnmdmm 2871 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2871 15 job job NN work_xrosz555njd4jf3375ostnmdmm 2871 16 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2871 17 as as IN work_xrosz555njd4jf3375ostnmdmm 2871 18 documents document NNS work_xrosz555njd4jf3375ostnmdmm 2871 19 d d NNPS work_xrosz555njd4jf3375ostnmdmm 2871 20 , , , work_xrosz555njd4jf3375ostnmdmm 2871 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2871 22 applied apply VBD work_xrosz555njd4jf3375ostnmdmm 2871 23 standard standard JJ work_xrosz555njd4jf3375ostnmdmm 2871 24 ad ad FW work_xrosz555njd4jf3375ostnmdmm 2871 25 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2871 26 hoc hoc FW work_xrosz555njd4jf3375ostnmdmm 2871 27 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2871 28 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2871 29 to to TO work_xrosz555njd4jf3375ostnmdmm 2871 30 rank rank VB work_xrosz555njd4jf3375ostnmdmm 2871 31 the the DT work_xrosz555njd4jf3375ostnmdmm 2871 32 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2871 33 . . . work_xrosz555njd4jf3375ostnmdmm 2872 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2872 2 intended intend VBD work_xrosz555njd4jf3375ostnmdmm 2872 3 to to TO work_xrosz555njd4jf3375ostnmdmm 2872 4 return return VB work_xrosz555njd4jf3375ostnmdmm 2872 5 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2872 6 that that WDT work_xrosz555njd4jf3375ostnmdmm 2872 7 better better RB work_xrosz555njd4jf3375ostnmdmm 2872 8 matched match VBD work_xrosz555njd4jf3375ostnmdmm 2872 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2872 10 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2872 11 ’ ’ POS work_xrosz555njd4jf3375ostnmdmm 2872 12 56 56 CD work_xrosz555njd4jf3375ostnmdmm 2872 13 résumés résumés XX work_xrosz555njd4jf3375ostnmdmm 2872 14 at at IN work_xrosz555njd4jf3375ostnmdmm 2872 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2872 16 top top NN work_xrosz555njd4jf3375ostnmdmm 2872 17 . . . work_xrosz555njd4jf3375ostnmdmm 2873 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2873 2 result result NN work_xrosz555njd4jf3375ostnmdmm 2873 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2873 4 Precision@k Precision@k NNP work_xrosz555njd4jf3375ostnmdmm 2873 5 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2873 6 in in IN work_xrosz555njd4jf3375ostnmdmm 2873 7 table table NN work_xrosz555njd4jf3375ostnmdmm 2873 8 8.5 8.5 CD work_xrosz555njd4jf3375ostnmdmm 2873 9 . . . work_xrosz555njd4jf3375ostnmdmm 2874 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2874 2 8.5 8.5 CD work_xrosz555njd4jf3375ostnmdmm 2874 3 : : : work_xrosz555njd4jf3375ostnmdmm 2874 4 Precision precision NN work_xrosz555njd4jf3375ostnmdmm 2874 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2874 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2874 7 Ranking rank VBG work_xrosz555njd4jf3375ostnmdmm 2874 8 k k NN work_xrosz555njd4jf3375ostnmdmm 2874 9 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2874 10 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2874 11 KL KL NNP work_xrosz555njd4jf3375ostnmdmm 2874 12 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2874 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2874 14 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2874 15 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2874 16 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2874 17 0.66 0.66 CD work_xrosz555njd4jf3375ostnmdmm 2874 18 0.27 0.27 CD work_xrosz555njd4jf3375ostnmdmm 2874 19 0.72 0.72 CD work_xrosz555njd4jf3375ostnmdmm 2874 20 0.82 0.82 CD work_xrosz555njd4jf3375ostnmdmm 2874 21 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2874 22 0.46 0.46 CD work_xrosz555njd4jf3375ostnmdmm 2874 23 0.27 0.27 CD work_xrosz555njd4jf3375ostnmdmm 2874 24 0.50 0.50 CD work_xrosz555njd4jf3375ostnmdmm 2874 25 0.76 0.76 CD work_xrosz555njd4jf3375ostnmdmm 2874 26 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2874 27 0.33 0.33 CD work_xrosz555njd4jf3375ostnmdmm 2874 28 0.21 0.21 CD work_xrosz555njd4jf3375ostnmdmm 2874 29 0.35 0.35 CD work_xrosz555njd4jf3375ostnmdmm 2874 30 0.77 0.77 CD work_xrosz555njd4jf3375ostnmdmm 2874 31 RésuMatcher RésuMatcher NNS work_xrosz555njd4jf3375ostnmdmm 2874 32 get get VB work_xrosz555njd4jf3375ostnmdmm 2874 33 the the DT work_xrosz555njd4jf3375ostnmdmm 2874 34 highest high JJS work_xrosz555njd4jf3375ostnmdmm 2874 35 precision precision NN work_xrosz555njd4jf3375ostnmdmm 2874 36 . . . work_xrosz555njd4jf3375ostnmdmm 2875 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2875 2 other other JJ work_xrosz555njd4jf3375ostnmdmm 2875 3 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2875 4 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2875 5 used use VBD work_xrosz555njd4jf3375ostnmdmm 2875 6 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2875 7 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2875 8 , , , work_xrosz555njd4jf3375ostnmdmm 2875 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2875 10 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2875 11 explained explain VBN work_xrosz555njd4jf3375ostnmdmm 2875 12 in in IN work_xrosz555njd4jf3375ostnmdmm 2875 13 last last JJ work_xrosz555njd4jf3375ostnmdmm 2875 14 section section NN work_xrosz555njd4jf3375ostnmdmm 2875 15 . . . work_xrosz555njd4jf3375ostnmdmm 2876 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2876 2 8.6 8.6 CD work_xrosz555njd4jf3375ostnmdmm 2876 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2876 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2876 5 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2876 6 value value NN work_xrosz555njd4jf3375ostnmdmm 2876 7 get get VBP work_xrosz555njd4jf3375ostnmdmm 2876 8 from from IN work_xrosz555njd4jf3375ostnmdmm 2876 9 different different JJ work_xrosz555njd4jf3375ostnmdmm 2876 10 information information NN work_xrosz555njd4jf3375ostnmdmm 2876 11 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2876 12 models model NNS work_xrosz555njd4jf3375ostnmdmm 2876 13 . . . work_xrosz555njd4jf3375ostnmdmm 2877 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2877 2 result result NN work_xrosz555njd4jf3375ostnmdmm 2877 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2877 4 that that IN work_xrosz555njd4jf3375ostnmdmm 2877 5 Ontology Ontology NNP work_xrosz555njd4jf3375ostnmdmm 2877 6 Similarity Similarity NNP work_xrosz555njd4jf3375ostnmdmm 2877 7 performs perform VBZ work_xrosz555njd4jf3375ostnmdmm 2877 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2877 9 best good JJS work_xrosz555njd4jf3375ostnmdmm 2877 10 . . . work_xrosz555njd4jf3375ostnmdmm 2878 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2878 2 8.6 8.6 CD work_xrosz555njd4jf3375ostnmdmm 2878 3 : : : work_xrosz555njd4jf3375ostnmdmm 2878 4 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2878 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2878 6 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 2878 7 Ranking rank VBG work_xrosz555njd4jf3375ostnmdmm 2878 8 k k NN work_xrosz555njd4jf3375ostnmdmm 2878 9 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 2878 10 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2878 11 KL KL NNP work_xrosz555njd4jf3375ostnmdmm 2878 12 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2878 13 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2878 14 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2878 15 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2878 16 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2878 17 0.15 0.15 CD work_xrosz555njd4jf3375ostnmdmm 2878 18 0.34 0.34 CD work_xrosz555njd4jf3375ostnmdmm 2878 19 0.45 0.45 CD work_xrosz555njd4jf3375ostnmdmm 2878 20 0.78 0.78 CD work_xrosz555njd4jf3375ostnmdmm 2878 21 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2878 22 0.18 0.18 CD work_xrosz555njd4jf3375ostnmdmm 2878 23 0.44 0.44 CD work_xrosz555njd4jf3375ostnmdmm 2878 24 0.47 0.47 CD work_xrosz555njd4jf3375ostnmdmm 2878 25 0.72 0.72 CD work_xrosz555njd4jf3375ostnmdmm 2878 26 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2878 27 0.19 0.19 CD work_xrosz555njd4jf3375ostnmdmm 2878 28 0.35 0.35 CD work_xrosz555njd4jf3375ostnmdmm 2878 29 0.45 0.45 CD work_xrosz555njd4jf3375ostnmdmm 2878 30 0.66 0.66 CD work_xrosz555njd4jf3375ostnmdmm 2878 31 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2878 32 sytem sytem NN work_xrosz555njd4jf3375ostnmdmm 2878 33 get get VB work_xrosz555njd4jf3375ostnmdmm 2878 34 the the DT work_xrosz555njd4jf3375ostnmdmm 2878 35 highest high JJS work_xrosz555njd4jf3375ostnmdmm 2878 36 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2878 37 value value NN work_xrosz555njd4jf3375ostnmdmm 2878 38 . . . work_xrosz555njd4jf3375ostnmdmm 2879 1 8.4 8.4 CD work_xrosz555njd4jf3375ostnmdmm 2879 2 Comparing compare VBG work_xrosz555njd4jf3375ostnmdmm 2879 3 with with IN work_xrosz555njd4jf3375ostnmdmm 2879 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2879 5 Keyword Keyword NNP work_xrosz555njd4jf3375ostnmdmm 2879 6 Searching Searching NNP work_xrosz555njd4jf3375ostnmdmm 2879 7 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2879 8 also also RB work_xrosz555njd4jf3375ostnmdmm 2879 9 made make VBD work_xrosz555njd4jf3375ostnmdmm 2879 10 experiments experiment NNS work_xrosz555njd4jf3375ostnmdmm 2879 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2879 12 compare compare VB work_xrosz555njd4jf3375ostnmdmm 2879 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2879 14 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2879 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2879 16 search search NN work_xrosz555njd4jf3375ostnmdmm 2879 17 results result NNS work_xrosz555njd4jf3375ostnmdmm 2879 18 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2879 19 be- be- RB work_xrosz555njd4jf3375ostnmdmm 2879 20 tween tween NN work_xrosz555njd4jf3375ostnmdmm 2879 21 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2879 22 system system NN work_xrosz555njd4jf3375ostnmdmm 2879 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2879 24 the the DT work_xrosz555njd4jf3375ostnmdmm 2879 25 keyword keyword NNP work_xrosz555njd4jf3375ostnmdmm 2879 26 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2879 27 approach approach NNP work_xrosz555njd4jf3375ostnmdmm 2879 28 . . . work_xrosz555njd4jf3375ostnmdmm 2880 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2880 2 one one CD work_xrosz555njd4jf3375ostnmdmm 2880 3 experiment experiment NN work_xrosz555njd4jf3375ostnmdmm 2880 4 , , , work_xrosz555njd4jf3375ostnmdmm 2880 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2880 6 first first RB work_xrosz555njd4jf3375ostnmdmm 2880 7 selected select VBD work_xrosz555njd4jf3375ostnmdmm 2880 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2880 9 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2880 10 , , , work_xrosz555njd4jf3375ostnmdmm 2880 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2880 12 picked pick VBD work_xrosz555njd4jf3375ostnmdmm 2880 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2880 14 related related JJ work_xrosz555njd4jf3375ostnmdmm 2880 15 keyword keyword NN work_xrosz555njd4jf3375ostnmdmm 2880 16 e.g. e.g. RB work_xrosz555njd4jf3375ostnmdmm 2881 1 “ " `` work_xrosz555njd4jf3375ostnmdmm 2881 2 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2881 3 ” " '' work_xrosz555njd4jf3375ostnmdmm 2881 4 to to TO work_xrosz555njd4jf3375ostnmdmm 2881 5 search search VB work_xrosz555njd4jf3375ostnmdmm 2881 6 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2881 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2881 8 In- In- NNP work_xrosz555njd4jf3375ostnmdmm 2881 9 deed.com deed.com ADD work_xrosz555njd4jf3375ostnmdmm 2881 10 . . . work_xrosz555njd4jf3375ostnmdmm 2882 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2882 2 used use VBD work_xrosz555njd4jf3375ostnmdmm 2882 3 this this DT work_xrosz555njd4jf3375ostnmdmm 2882 4 process process NN work_xrosz555njd4jf3375ostnmdmm 2882 5 to to TO work_xrosz555njd4jf3375ostnmdmm 2882 6 simulate simulate VB work_xrosz555njd4jf3375ostnmdmm 2882 7 how how WRB work_xrosz555njd4jf3375ostnmdmm 2882 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2882 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2882 10 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2882 11 searches search VBZ work_xrosz555njd4jf3375ostnmdmm 2882 12 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2882 13 on on IN work_xrosz555njd4jf3375ostnmdmm 2882 14 In- In- NNP work_xrosz555njd4jf3375ostnmdmm 2882 15 deed.com deed.com ADD work_xrosz555njd4jf3375ostnmdmm 2882 16 . . . work_xrosz555njd4jf3375ostnmdmm 2883 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2883 2 top top JJ work_xrosz555njd4jf3375ostnmdmm 2883 3 100 100 CD work_xrosz555njd4jf3375ostnmdmm 2883 4 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2883 5 returned return VBN work_xrosz555njd4jf3375ostnmdmm 2883 6 by by IN work_xrosz555njd4jf3375ostnmdmm 2883 7 Indeed.com Indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 2883 8 were be VBD work_xrosz555njd4jf3375ostnmdmm 2883 9 saved save VBN work_xrosz555njd4jf3375ostnmdmm 2883 10 in in IN work_xrosz555njd4jf3375ostnmdmm 2883 11 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2883 12 system system NN work_xrosz555njd4jf3375ostnmdmm 2883 13 , , , work_xrosz555njd4jf3375ostnmdmm 2883 14 then then RB work_xrosz555njd4jf3375ostnmdmm 2883 15 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2883 16 used use VBD work_xrosz555njd4jf3375ostnmdmm 2883 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2883 18 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2883 19 to to TO work_xrosz555njd4jf3375ostnmdmm 2883 20 match match VB work_xrosz555njd4jf3375ostnmdmm 2883 21 the the DT work_xrosz555njd4jf3375ostnmdmm 2883 22 100 100 CD work_xrosz555njd4jf3375ostnmdmm 2883 23 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2883 24 . . . work_xrosz555njd4jf3375ostnmdmm 2884 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2884 2 compared compare VBD work_xrosz555njd4jf3375ostnmdmm 2884 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2884 4 quality quality NN work_xrosz555njd4jf3375ostnmdmm 2884 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2884 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2884 7 57 57 CD work_xrosz555njd4jf3375ostnmdmm 2884 8 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2884 9 by by IN work_xrosz555njd4jf3375ostnmdmm 2884 10 calculating calculate VBG work_xrosz555njd4jf3375ostnmdmm 2884 11 the the DT work_xrosz555njd4jf3375ostnmdmm 2884 12 measures measure NNS work_xrosz555njd4jf3375ostnmdmm 2884 13 Precision@K Precision@K NNP work_xrosz555njd4jf3375ostnmdmm 2884 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2884 15 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2884 16 . . . work_xrosz555njd4jf3375ostnmdmm 2885 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2885 2 use use VBP work_xrosz555njd4jf3375ostnmdmm 2885 3 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2885 4 not not RB work_xrosz555njd4jf3375ostnmdmm 2885 5 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2885 6 because because IN work_xrosz555njd4jf3375ostnmdmm 2885 7 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2885 8 compare compare VBP work_xrosz555njd4jf3375ostnmdmm 2885 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2885 10 two two CD work_xrosz555njd4jf3375ostnmdmm 2885 11 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2885 12 on on IN work_xrosz555njd4jf3375ostnmdmm 2885 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2885 14 same same JJ work_xrosz555njd4jf3375ostnmdmm 2885 15 data data NN work_xrosz555njd4jf3375ostnmdmm 2885 16 set set NN work_xrosz555njd4jf3375ostnmdmm 2885 17 , , , work_xrosz555njd4jf3375ostnmdmm 2885 18 and and CC work_xrosz555njd4jf3375ostnmdmm 2885 19 the the DT work_xrosz555njd4jf3375ostnmdmm 2885 20 IDCG IDCG NNP work_xrosz555njd4jf3375ostnmdmm 2885 21 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2885 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2885 23 same same JJ work_xrosz555njd4jf3375ostnmdmm 2885 24 . . . work_xrosz555njd4jf3375ostnmdmm 2886 1 Five five CD work_xrosz555njd4jf3375ostnmdmm 2886 2 judges judge NNS work_xrosz555njd4jf3375ostnmdmm 2886 3 gave give VBD work_xrosz555njd4jf3375ostnmdmm 2886 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2886 5 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 2886 6 values value NNS work_xrosz555njd4jf3375ostnmdmm 2886 7 to to IN work_xrosz555njd4jf3375ostnmdmm 2886 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2886 9 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2886 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2886 11 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2886 12 , , , work_xrosz555njd4jf3375ostnmdmm 2886 13 and and CC work_xrosz555njd4jf3375ostnmdmm 2886 14 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2886 15 used use VBD work_xrosz555njd4jf3375ostnmdmm 2886 16 average average JJ work_xrosz555njd4jf3375ostnmdmm 2886 17 values value NNS work_xrosz555njd4jf3375ostnmdmm 2886 18 . . . work_xrosz555njd4jf3375ostnmdmm 2887 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2887 2 8.7 8.7 CD work_xrosz555njd4jf3375ostnmdmm 2887 3 shows show VBZ work_xrosz555njd4jf3375ostnmdmm 2887 4 comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2887 5 between between IN work_xrosz555njd4jf3375ostnmdmm 2887 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2887 7 two two CD work_xrosz555njd4jf3375ostnmdmm 2887 8 approaches approach NNS work_xrosz555njd4jf3375ostnmdmm 2887 9 by by IN work_xrosz555njd4jf3375ostnmdmm 2887 10 using use VBG work_xrosz555njd4jf3375ostnmdmm 2887 11 keyword keyword NN work_xrosz555njd4jf3375ostnmdmm 2887 12 “ " `` work_xrosz555njd4jf3375ostnmdmm 2887 13 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2887 14 ” " '' work_xrosz555njd4jf3375ostnmdmm 2887 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2887 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2887 17 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2887 18 of of IN work_xrosz555njd4jf3375ostnmdmm 2887 19 a a DT work_xrosz555njd4jf3375ostnmdmm 2887 20 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2887 21 developer developer NN work_xrosz555njd4jf3375ostnmdmm 2887 22 . . . work_xrosz555njd4jf3375ostnmdmm 2888 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2888 2 comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2888 3 for for IN work_xrosz555njd4jf3375ostnmdmm 2888 4 keyword keyword NNP work_xrosz555njd4jf3375ostnmdmm 2888 5 “ " `` work_xrosz555njd4jf3375ostnmdmm 2888 6 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2888 7 ” " '' work_xrosz555njd4jf3375ostnmdmm 2888 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2888 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2888 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2888 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2888 12 a a DT work_xrosz555njd4jf3375ostnmdmm 2888 13 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2888 14 developer developer NN work_xrosz555njd4jf3375ostnmdmm 2888 15 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2888 16 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2888 17 in in IN work_xrosz555njd4jf3375ostnmdmm 2888 18 Table Table NNP work_xrosz555njd4jf3375ostnmdmm 2888 19 8.8 8.8 CD work_xrosz555njd4jf3375ostnmdmm 2888 20 , , , work_xrosz555njd4jf3375ostnmdmm 2888 21 and and CC work_xrosz555njd4jf3375ostnmdmm 2888 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2888 23 average average JJ work_xrosz555njd4jf3375ostnmdmm 2888 24 comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2888 25 for for IN work_xrosz555njd4jf3375ostnmdmm 2888 26 five five CD work_xrosz555njd4jf3375ostnmdmm 2888 27 keywords keyword NNS work_xrosz555njd4jf3375ostnmdmm 2888 28 and and CC work_xrosz555njd4jf3375ostnmdmm 2888 29 five five CD work_xrosz555njd4jf3375ostnmdmm 2888 30 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2888 31 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2888 32 shown show VBN work_xrosz555njd4jf3375ostnmdmm 2888 33 in in IN work_xrosz555njd4jf3375ostnmdmm 2888 34 Table table NN work_xrosz555njd4jf3375ostnmdmm 2888 35 8.9 8.9 CD work_xrosz555njd4jf3375ostnmdmm 2888 36 . . . work_xrosz555njd4jf3375ostnmdmm 2889 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2889 2 can can MD work_xrosz555njd4jf3375ostnmdmm 2889 3 see see VB work_xrosz555njd4jf3375ostnmdmm 2889 4 from from IN work_xrosz555njd4jf3375ostnmdmm 2889 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2889 6 result result NN work_xrosz555njd4jf3375ostnmdmm 2889 7 that that IN work_xrosz555njd4jf3375ostnmdmm 2889 8 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2889 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2889 10 can can MD work_xrosz555njd4jf3375ostnmdmm 2889 11 get get VB work_xrosz555njd4jf3375ostnmdmm 2889 12 much much RB work_xrosz555njd4jf3375ostnmdmm 2889 13 better well JJR work_xrosz555njd4jf3375ostnmdmm 2889 14 results result NNS work_xrosz555njd4jf3375ostnmdmm 2889 15 than than IN work_xrosz555njd4jf3375ostnmdmm 2889 16 keyword keyword NNP work_xrosz555njd4jf3375ostnmdmm 2889 17 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2889 18 approach approach NNP work_xrosz555njd4jf3375ostnmdmm 2889 19 . . . work_xrosz555njd4jf3375ostnmdmm 2890 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2890 2 8.7 8.7 CD work_xrosz555njd4jf3375ostnmdmm 2890 3 : : : work_xrosz555njd4jf3375ostnmdmm 2890 4 Comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2890 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2890 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2890 7 Two two CD work_xrosz555njd4jf3375ostnmdmm 2890 8 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2890 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2890 10 Java Java NNP work_xrosz555njd4jf3375ostnmdmm 2890 11 Developer Developer NNP work_xrosz555njd4jf3375ostnmdmm 2890 12 k k XX work_xrosz555njd4jf3375ostnmdmm 2890 13 Precision@K Precision@K NNP work_xrosz555njd4jf3375ostnmdmm 2890 14 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2890 15 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2890 16 RésuMatcher résumatcher XX work_xrosz555njd4jf3375ostnmdmm 2890 17 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2890 18 RésuMatcher résumatcher $ work_xrosz555njd4jf3375ostnmdmm 2890 19 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2890 20 0.73 0.73 CD work_xrosz555njd4jf3375ostnmdmm 2890 21 1.00 1.00 CD work_xrosz555njd4jf3375ostnmdmm 2890 22 10.86 10.86 CD work_xrosz555njd4jf3375ostnmdmm 2890 23 27.80 27.80 CD work_xrosz555njd4jf3375ostnmdmm 2890 24 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2890 25 0.65 0.65 CD work_xrosz555njd4jf3375ostnmdmm 2890 26 0.95 0.95 CD work_xrosz555njd4jf3375ostnmdmm 2890 27 24.85 24.85 CD work_xrosz555njd4jf3375ostnmdmm 2890 28 47.06 47.06 CD work_xrosz555njd4jf3375ostnmdmm 2890 29 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2890 30 0.72 0.72 CD work_xrosz555njd4jf3375ostnmdmm 2890 31 0.83 0.83 CD work_xrosz555njd4jf3375ostnmdmm 2890 32 51.97 51.97 CD work_xrosz555njd4jf3375ostnmdmm 2890 33 73.33 73.33 CD work_xrosz555njd4jf3375ostnmdmm 2890 34 RésuMatcher résumatcher NN work_xrosz555njd4jf3375ostnmdmm 2890 35 can can MD work_xrosz555njd4jf3375ostnmdmm 2890 36 get get VB work_xrosz555njd4jf3375ostnmdmm 2890 37 better well JJR work_xrosz555njd4jf3375ostnmdmm 2890 38 result result NN work_xrosz555njd4jf3375ostnmdmm 2890 39 . . . work_xrosz555njd4jf3375ostnmdmm 2891 1 Table table NN work_xrosz555njd4jf3375ostnmdmm 2891 2 8.8 8.8 CD work_xrosz555njd4jf3375ostnmdmm 2891 3 : : : work_xrosz555njd4jf3375ostnmdmm 2891 4 Comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2891 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2891 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2891 7 Two two CD work_xrosz555njd4jf3375ostnmdmm 2891 8 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2891 9 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2891 10 Python Python NNP work_xrosz555njd4jf3375ostnmdmm 2891 11 Developer Developer NNP work_xrosz555njd4jf3375ostnmdmm 2891 12 k k VBZ work_xrosz555njd4jf3375ostnmdmm 2891 13 Precision@K precision@k NN work_xrosz555njd4jf3375ostnmdmm 2891 14 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2891 15 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2891 16 RésuMatcher résumatcher XX work_xrosz555njd4jf3375ostnmdmm 2891 17 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2891 18 RésuMatcher résumatcher $ work_xrosz555njd4jf3375ostnmdmm 2891 19 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2891 20 0.45 0.45 CD work_xrosz555njd4jf3375ostnmdmm 2891 21 0.63 0.63 CD work_xrosz555njd4jf3375ostnmdmm 2891 22 11.27 11.27 CD work_xrosz555njd4jf3375ostnmdmm 2891 23 11.98 11.98 CD work_xrosz555njd4jf3375ostnmdmm 2891 24 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2891 25 0.32 0.32 CD work_xrosz555njd4jf3375ostnmdmm 2891 26 0.62 0.62 CD work_xrosz555njd4jf3375ostnmdmm 2891 27 13.43 13.43 CD work_xrosz555njd4jf3375ostnmdmm 2891 28 15.79 15.79 CD work_xrosz555njd4jf3375ostnmdmm 2891 29 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2891 30 0.22 0.22 CD work_xrosz555njd4jf3375ostnmdmm 2891 31 0.42 0.42 CD work_xrosz555njd4jf3375ostnmdmm 2891 32 16.44 16.44 CD work_xrosz555njd4jf3375ostnmdmm 2891 33 20.21 20.21 CD work_xrosz555njd4jf3375ostnmdmm 2891 34 RésuMatcher RésuMatcher NNS work_xrosz555njd4jf3375ostnmdmm 2891 35 can can MD work_xrosz555njd4jf3375ostnmdmm 2891 36 get get VB work_xrosz555njd4jf3375ostnmdmm 2891 37 better well JJR work_xrosz555njd4jf3375ostnmdmm 2891 38 result result NN work_xrosz555njd4jf3375ostnmdmm 2891 39 . . . work_xrosz555njd4jf3375ostnmdmm 2892 1 58 58 CD work_xrosz555njd4jf3375ostnmdmm 2892 2 Table table NN work_xrosz555njd4jf3375ostnmdmm 2892 3 8.9 8.9 CD work_xrosz555njd4jf3375ostnmdmm 2892 4 : : : work_xrosz555njd4jf3375ostnmdmm 2892 5 Comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2892 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2892 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2892 8 Two two CD work_xrosz555njd4jf3375ostnmdmm 2892 9 Approaches Approaches NNP work_xrosz555njd4jf3375ostnmdmm 2892 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2892 11 Average average JJ work_xrosz555njd4jf3375ostnmdmm 2892 12 k k NN work_xrosz555njd4jf3375ostnmdmm 2892 13 Precision@K precision@k NN work_xrosz555njd4jf3375ostnmdmm 2892 14 DCG DCG NNP work_xrosz555njd4jf3375ostnmdmm 2892 15 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2892 16 RésuMatcher résumatcher XX work_xrosz555njd4jf3375ostnmdmm 2892 17 Indeed indeed RB work_xrosz555njd4jf3375ostnmdmm 2892 18 RésuMatcher résumatcher $ work_xrosz555njd4jf3375ostnmdmm 2892 19 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2892 20 0.84 0.84 CD work_xrosz555njd4jf3375ostnmdmm 2892 21 0.87 0.87 CD work_xrosz555njd4jf3375ostnmdmm 2892 22 23.87 23.87 CD work_xrosz555njd4jf3375ostnmdmm 2892 23 32.97 32.97 CD work_xrosz555njd4jf3375ostnmdmm 2892 24 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2892 25 0.72 0.72 CD work_xrosz555njd4jf3375ostnmdmm 2892 26 0.86 0.86 CD work_xrosz555njd4jf3375ostnmdmm 2892 27 37.02 37.02 CD work_xrosz555njd4jf3375ostnmdmm 2892 28 45.57 45.57 CD work_xrosz555njd4jf3375ostnmdmm 2892 29 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2892 30 0.65 0.65 CD work_xrosz555njd4jf3375ostnmdmm 2892 31 0.76 0.76 CD work_xrosz555njd4jf3375ostnmdmm 2892 32 58.70 58.70 CD work_xrosz555njd4jf3375ostnmdmm 2892 33 66.70 66.70 CD work_xrosz555njd4jf3375ostnmdmm 2892 34 RésuMatcher résumatcher NN work_xrosz555njd4jf3375ostnmdmm 2892 35 can can MD work_xrosz555njd4jf3375ostnmdmm 2892 36 get get VB work_xrosz555njd4jf3375ostnmdmm 2892 37 better well JJR work_xrosz555njd4jf3375ostnmdmm 2892 38 result result NN work_xrosz555njd4jf3375ostnmdmm 2892 39 . . . work_xrosz555njd4jf3375ostnmdmm 2893 1 59 59 CD work_xrosz555njd4jf3375ostnmdmm 2893 2 9 9 CD work_xrosz555njd4jf3375ostnmdmm 2893 3 . . . work_xrosz555njd4jf3375ostnmdmm 2894 1 CONCLUSION conclusion NN work_xrosz555njd4jf3375ostnmdmm 2894 2 AND and CC work_xrosz555njd4jf3375ostnmdmm 2894 3 FUTURE future NN work_xrosz555njd4jf3375ostnmdmm 2894 4 WORK work NN work_xrosz555njd4jf3375ostnmdmm 2894 5 9.1 9.1 CD work_xrosz555njd4jf3375ostnmdmm 2894 6 Conclusion conclusion NN work_xrosz555njd4jf3375ostnmdmm 2894 7 In in IN work_xrosz555njd4jf3375ostnmdmm 2894 8 this this DT work_xrosz555njd4jf3375ostnmdmm 2894 9 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 2894 10 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2894 11 presented present VBD work_xrosz555njd4jf3375ostnmdmm 2894 12 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2894 13 , , , work_xrosz555njd4jf3375ostnmdmm 2894 14 a a DT work_xrosz555njd4jf3375ostnmdmm 2894 15 personalized personalized JJ work_xrosz555njd4jf3375ostnmdmm 2894 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2894 17 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2894 18 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2894 19 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2894 20 system system NN work_xrosz555njd4jf3375ostnmdmm 2894 21 that that WDT work_xrosz555njd4jf3375ostnmdmm 2894 22 can can MD work_xrosz555njd4jf3375ostnmdmm 2894 23 help help VB work_xrosz555njd4jf3375ostnmdmm 2894 24 job job NN work_xrosz555njd4jf3375ostnmdmm 2894 25 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2894 26 find find VB work_xrosz555njd4jf3375ostnmdmm 2894 27 appropriate appropriate JJ work_xrosz555njd4jf3375ostnmdmm 2894 28 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2894 29 faster fast RBR work_xrosz555njd4jf3375ostnmdmm 2894 30 and and CC work_xrosz555njd4jf3375ostnmdmm 2894 31 more more RBR work_xrosz555njd4jf3375ostnmdmm 2894 32 accurately accurately RB work_xrosz555njd4jf3375ostnmdmm 2894 33 by by IN work_xrosz555njd4jf3375ostnmdmm 2894 34 using use VBG work_xrosz555njd4jf3375ostnmdmm 2894 35 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2894 36 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2894 37 contents content NNS work_xrosz555njd4jf3375ostnmdmm 2894 38 . . . work_xrosz555njd4jf3375ostnmdmm 2895 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2895 2 key key JJ work_xrosz555njd4jf3375ostnmdmm 2895 3 components component NNS work_xrosz555njd4jf3375ostnmdmm 2895 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2895 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2895 6 system system NN work_xrosz555njd4jf3375ostnmdmm 2895 7 are be VBP work_xrosz555njd4jf3375ostnmdmm 2895 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2895 9 information information NN work_xrosz555njd4jf3375ostnmdmm 2895 10 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2895 11 procedure procedure NN work_xrosz555njd4jf3375ostnmdmm 2895 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2895 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2895 14 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2895 15 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2895 16 module module NN work_xrosz555njd4jf3375ostnmdmm 2895 17 . . . work_xrosz555njd4jf3375ostnmdmm 2896 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2896 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2896 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2896 4 , , , work_xrosz555njd4jf3375ostnmdmm 2896 5 job job NN work_xrosz555njd4jf3375ostnmdmm 2896 6 descriptions description NNS work_xrosz555njd4jf3375ostnmdmm 2896 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2896 8 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2896 9 are be VBP work_xrosz555njd4jf3375ostnmdmm 2896 10 parsed parse VBN work_xrosz555njd4jf3375ostnmdmm 2896 11 into into IN work_xrosz555njd4jf3375ostnmdmm 2896 12 job job NN work_xrosz555njd4jf3375ostnmdmm 2896 13 models model NNS work_xrosz555njd4jf3375ostnmdmm 2896 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2896 15 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2896 16 models model NNS work_xrosz555njd4jf3375ostnmdmm 2896 17 by by IN work_xrosz555njd4jf3375ostnmdmm 2896 18 the the DT work_xrosz555njd4jf3375ostnmdmm 2896 19 information information NN work_xrosz555njd4jf3375ostnmdmm 2896 20 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2896 21 module module NNP work_xrosz555njd4jf3375ostnmdmm 2896 22 . . . work_xrosz555njd4jf3375ostnmdmm 2897 1 When when WRB work_xrosz555njd4jf3375ostnmdmm 2897 2 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2897 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2897 4 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2897 5 by by IN work_xrosz555njd4jf3375ostnmdmm 2897 6 a a DT work_xrosz555njd4jf3375ostnmdmm 2897 7 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2897 8 , , , work_xrosz555njd4jf3375ostnmdmm 2897 9 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2897 10 values value NNS work_xrosz555njd4jf3375ostnmdmm 2897 11 between between IN work_xrosz555njd4jf3375ostnmdmm 2897 12 the the DT work_xrosz555njd4jf3375ostnmdmm 2897 13 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2897 14 model model NN work_xrosz555njd4jf3375ostnmdmm 2897 15 and and CC work_xrosz555njd4jf3375ostnmdmm 2897 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2897 17 description description NN work_xrosz555njd4jf3375ostnmdmm 2897 18 models model NNS work_xrosz555njd4jf3375ostnmdmm 2897 19 are be VBP work_xrosz555njd4jf3375ostnmdmm 2897 20 calculated calculate VBN work_xrosz555njd4jf3375ostnmdmm 2897 21 in in IN work_xrosz555njd4jf3375ostnmdmm 2897 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2897 23 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2897 24 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2897 25 module module NN work_xrosz555njd4jf3375ostnmdmm 2897 26 . . . work_xrosz555njd4jf3375ostnmdmm 2898 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2898 2 result result NN work_xrosz555njd4jf3375ostnmdmm 2898 3 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2898 4 sorted sort VBN work_xrosz555njd4jf3375ostnmdmm 2898 5 by by IN work_xrosz555njd4jf3375ostnmdmm 2898 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2898 7 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2898 8 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2898 9 scores score NNS work_xrosz555njd4jf3375ostnmdmm 2898 10 , , , work_xrosz555njd4jf3375ostnmdmm 2898 11 which which WDT work_xrosz555njd4jf3375ostnmdmm 2898 12 are be VBP work_xrosz555njd4jf3375ostnmdmm 2898 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2898 14 sum sum NN work_xrosz555njd4jf3375ostnmdmm 2898 15 of of IN work_xrosz555njd4jf3375ostnmdmm 2898 16 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2898 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2898 18 different different JJ work_xrosz555njd4jf3375ostnmdmm 2898 19 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2898 20 multiplied multiply VBN work_xrosz555njd4jf3375ostnmdmm 2898 21 by by IN work_xrosz555njd4jf3375ostnmdmm 2898 22 their -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2898 23 weights weight NNS work_xrosz555njd4jf3375ostnmdmm 2898 24 . . . work_xrosz555njd4jf3375ostnmdmm 2899 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2899 2 made make VBD work_xrosz555njd4jf3375ostnmdmm 2899 3 such such JJ work_xrosz555njd4jf3375ostnmdmm 2899 4 contributions contribution NNS work_xrosz555njd4jf3375ostnmdmm 2899 5 in in IN work_xrosz555njd4jf3375ostnmdmm 2899 6 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2899 7 works work NNS work_xrosz555njd4jf3375ostnmdmm 2899 8 : : : work_xrosz555njd4jf3375ostnmdmm 2899 9 1 1 LS work_xrosz555njd4jf3375ostnmdmm 2899 10 . . . work_xrosz555njd4jf3375ostnmdmm 2900 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2900 2 developed develop VBD work_xrosz555njd4jf3375ostnmdmm 2900 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2900 4 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2900 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2900 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2900 7 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2900 8 system system NN work_xrosz555njd4jf3375ostnmdmm 2900 9 . . . work_xrosz555njd4jf3375ostnmdmm 2901 1 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2901 2 . . . work_xrosz555njd4jf3375ostnmdmm 2902 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2902 2 developed develop VBD work_xrosz555njd4jf3375ostnmdmm 2902 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2902 4 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2902 5 state state NN work_xrosz555njd4jf3375ostnmdmm 2902 6 transducer transducer NN work_xrosz555njd4jf3375ostnmdmm 2902 7 based base VBN work_xrosz555njd4jf3375ostnmdmm 2902 8 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2902 9 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2902 10 to to TO work_xrosz555njd4jf3375ostnmdmm 2902 11 extract extract VB work_xrosz555njd4jf3375ostnmdmm 2902 12 informa- informa- JJ work_xrosz555njd4jf3375ostnmdmm 2902 13 tion tion NN work_xrosz555njd4jf3375ostnmdmm 2902 14 from from IN work_xrosz555njd4jf3375ostnmdmm 2902 15 unstructured unstructured JJ work_xrosz555njd4jf3375ostnmdmm 2902 16 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2902 17 source source NN work_xrosz555njd4jf3375ostnmdmm 2902 18 , , , work_xrosz555njd4jf3375ostnmdmm 2902 19 which which WDT work_xrosz555njd4jf3375ostnmdmm 2902 20 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2902 21 a a DT work_xrosz555njd4jf3375ostnmdmm 2902 22 lightweight lightweight JJ work_xrosz555njd4jf3375ostnmdmm 2902 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2902 24 flexible flexible JJ work_xrosz555njd4jf3375ostnmdmm 2902 25 library library NN work_xrosz555njd4jf3375ostnmdmm 2902 26 , , , work_xrosz555njd4jf3375ostnmdmm 2902 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2902 28 can can MD work_xrosz555njd4jf3375ostnmdmm 2902 29 be be VB work_xrosz555njd4jf3375ostnmdmm 2902 30 extended extend VBN work_xrosz555njd4jf3375ostnmdmm 2902 31 in in IN work_xrosz555njd4jf3375ostnmdmm 2902 32 very very RB work_xrosz555njd4jf3375ostnmdmm 2902 33 easy easy JJ work_xrosz555njd4jf3375ostnmdmm 2902 34 ways way NNS work_xrosz555njd4jf3375ostnmdmm 2902 35 . . . work_xrosz555njd4jf3375ostnmdmm 2903 1 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2903 2 . . . work_xrosz555njd4jf3375ostnmdmm 2904 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2904 2 developed develop VBD work_xrosz555njd4jf3375ostnmdmm 2904 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2904 4 semi semi JJ work_xrosz555njd4jf3375ostnmdmm 2904 5 - - JJ work_xrosz555njd4jf3375ostnmdmm 2904 6 automatic automatic JJ work_xrosz555njd4jf3375ostnmdmm 2904 7 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2904 8 , , , work_xrosz555njd4jf3375ostnmdmm 2904 9 which which WDT work_xrosz555njd4jf3375ostnmdmm 2904 10 can can MD work_xrosz555njd4jf3375ostnmdmm 2904 11 collect collect VB work_xrosz555njd4jf3375ostnmdmm 2904 12 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2904 13 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2904 14 from from IN work_xrosz555njd4jf3375ostnmdmm 2904 15 hr hr NNP work_xrosz555njd4jf3375ostnmdmm 2904 16 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2904 17 sources source NNS work_xrosz555njd4jf3375ostnmdmm 2904 18 , , , work_xrosz555njd4jf3375ostnmdmm 2904 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2904 20 by by IN work_xrosz555njd4jf3375ostnmdmm 2904 21 which which WDT work_xrosz555njd4jf3375ostnmdmm 2904 22 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2904 23 created create VBD work_xrosz555njd4jf3375ostnmdmm 2904 24 a a DT work_xrosz555njd4jf3375ostnmdmm 2904 25 domain domain NN work_xrosz555njd4jf3375ostnmdmm 2904 26 specific specific JJ work_xrosz555njd4jf3375ostnmdmm 2904 27 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2904 28 for for IN work_xrosz555njd4jf3375ostnmdmm 2904 29 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2904 30 . . . work_xrosz555njd4jf3375ostnmdmm 2905 1 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2905 2 . . . work_xrosz555njd4jf3375ostnmdmm 2906 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2906 2 developed develop VBD work_xrosz555njd4jf3375ostnmdmm 2906 3 statistical statistical RB work_xrosz555njd4jf3375ostnmdmm 2906 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2906 5 based base VBN work_xrosz555njd4jf3375ostnmdmm 2906 6 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2906 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2906 8 measure measure NN work_xrosz555njd4jf3375ostnmdmm 2906 9 , , , work_xrosz555njd4jf3375ostnmdmm 2906 10 which which WDT work_xrosz555njd4jf3375ostnmdmm 2906 11 can can MD work_xrosz555njd4jf3375ostnmdmm 2906 12 measure measure VB work_xrosz555njd4jf3375ostnmdmm 2906 13 the the DT work_xrosz555njd4jf3375ostnmdmm 2906 14 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2906 15 between between IN work_xrosz555njd4jf3375ostnmdmm 2906 16 technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2906 17 terms term NNS work_xrosz555njd4jf3375ostnmdmm 2906 18 . . . work_xrosz555njd4jf3375ostnmdmm 2907 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2907 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2907 3 experiment experiment NN work_xrosz555njd4jf3375ostnmdmm 2907 4 phase phase NN work_xrosz555njd4jf3375ostnmdmm 2907 5 , , , work_xrosz555njd4jf3375ostnmdmm 2907 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2907 7 evaluated evaluate VBD work_xrosz555njd4jf3375ostnmdmm 2907 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2907 9 accuracy accuracy NN work_xrosz555njd4jf3375ostnmdmm 2907 10 of of IN work_xrosz555njd4jf3375ostnmdmm 2907 11 information information NN work_xrosz555njd4jf3375ostnmdmm 2907 12 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2907 13 . . . work_xrosz555njd4jf3375ostnmdmm 2908 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2908 2 calculated calculate VBD work_xrosz555njd4jf3375ostnmdmm 2908 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2908 4 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2908 5 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2908 6 with with IN work_xrosz555njd4jf3375ostnmdmm 2908 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2908 8 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2908 9 . . . work_xrosz555njd4jf3375ostnmdmm 2909 1 Finally finally RB work_xrosz555njd4jf3375ostnmdmm 2909 2 , , , work_xrosz555njd4jf3375ostnmdmm 2909 3 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2909 4 also also RB work_xrosz555njd4jf3375ostnmdmm 2909 5 tested test VBD work_xrosz555njd4jf3375ostnmdmm 2909 6 the the DT work_xrosz555njd4jf3375ostnmdmm 2909 7 60 60 CD work_xrosz555njd4jf3375ostnmdmm 2909 8 performance performance NN work_xrosz555njd4jf3375ostnmdmm 2909 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2909 10 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2909 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2909 12 matching match VBG work_xrosz555njd4jf3375ostnmdmm 2909 13 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2909 14 via via IN work_xrosz555njd4jf3375ostnmdmm 2909 15 precision@k precision@k NNP work_xrosz555njd4jf3375ostnmdmm 2909 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2909 17 NDCG NDCG NNP work_xrosz555njd4jf3375ostnmdmm 2909 18 , , , work_xrosz555njd4jf3375ostnmdmm 2909 19 which which WDT work_xrosz555njd4jf3375ostnmdmm 2909 20 showed show VBD work_xrosz555njd4jf3375ostnmdmm 2909 21 that that IN work_xrosz555njd4jf3375ostnmdmm 2909 22 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2909 23 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 2909 24 can can MD work_xrosz555njd4jf3375ostnmdmm 2909 25 achieve achieve VB work_xrosz555njd4jf3375ostnmdmm 2909 26 a a DT work_xrosz555njd4jf3375ostnmdmm 2909 27 better well JJR work_xrosz555njd4jf3375ostnmdmm 2909 28 searching searching NN work_xrosz555njd4jf3375ostnmdmm 2909 29 result result NN work_xrosz555njd4jf3375ostnmdmm 2909 30 than than IN work_xrosz555njd4jf3375ostnmdmm 2909 31 other other JJ work_xrosz555njd4jf3375ostnmdmm 2909 32 informa- informa- JJ work_xrosz555njd4jf3375ostnmdmm 2909 33 tion tion NN work_xrosz555njd4jf3375ostnmdmm 2909 34 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 2909 35 models model NNS work_xrosz555njd4jf3375ostnmdmm 2909 36 like like IN work_xrosz555njd4jf3375ostnmdmm 2909 37 TF TF NNP work_xrosz555njd4jf3375ostnmdmm 2909 38 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2909 39 IDF IDF NNP work_xrosz555njd4jf3375ostnmdmm 2909 40 and and CC work_xrosz555njd4jf3375ostnmdmm 2909 41 OKpai OKpai NNP work_xrosz555njd4jf3375ostnmdmm 2909 42 BM25 BM25 NNP work_xrosz555njd4jf3375ostnmdmm 2909 43 . . . work_xrosz555njd4jf3375ostnmdmm 2910 1 We -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2910 2 also also RB work_xrosz555njd4jf3375ostnmdmm 2910 3 compared compare VBD work_xrosz555njd4jf3375ostnmdmm 2910 4 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2910 5 system system NN work_xrosz555njd4jf3375ostnmdmm 2910 6 with with IN work_xrosz555njd4jf3375ostnmdmm 2910 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2910 8 commercial commercial JJ work_xrosz555njd4jf3375ostnmdmm 2910 9 job job NN work_xrosz555njd4jf3375ostnmdmm 2910 10 search search NN work_xrosz555njd4jf3375ostnmdmm 2910 11 engine engine NN work_xrosz555njd4jf3375ostnmdmm 2910 12 www.indeed.com www.indeed.com NNP work_xrosz555njd4jf3375ostnmdmm 2910 13 , , , work_xrosz555njd4jf3375ostnmdmm 2910 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2910 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2910 16 results result NNS work_xrosz555njd4jf3375ostnmdmm 2910 17 showed show VBD work_xrosz555njd4jf3375ostnmdmm 2910 18 that that IN work_xrosz555njd4jf3375ostnmdmm 2910 19 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2910 20 system system NN work_xrosz555njd4jf3375ostnmdmm 2910 21 can can MD work_xrosz555njd4jf3375ostnmdmm 2910 22 return return VB work_xrosz555njd4jf3375ostnmdmm 2910 23 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2910 24 with with IN work_xrosz555njd4jf3375ostnmdmm 2910 25 a a DT work_xrosz555njd4jf3375ostnmdmm 2910 26 better well JJR work_xrosz555njd4jf3375ostnmdmm 2910 27 ranking ranking NN work_xrosz555njd4jf3375ostnmdmm 2910 28 . . . work_xrosz555njd4jf3375ostnmdmm 2911 1 9.2 9.2 CD work_xrosz555njd4jf3375ostnmdmm 2911 2 Future Future NNP work_xrosz555njd4jf3375ostnmdmm 2911 3 Work work NN work_xrosz555njd4jf3375ostnmdmm 2911 4 Finding find VBG work_xrosz555njd4jf3375ostnmdmm 2911 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2911 6 job job NN work_xrosz555njd4jf3375ostnmdmm 2911 7 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2911 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2911 9 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2911 10 process process NN work_xrosz555njd4jf3375ostnmdmm 2911 11 , , , work_xrosz555njd4jf3375ostnmdmm 2911 12 affected affect VBN work_xrosz555njd4jf3375ostnmdmm 2911 13 by by IN work_xrosz555njd4jf3375ostnmdmm 2911 14 both both DT work_xrosz555njd4jf3375ostnmdmm 2911 15 explicit explicit JJ work_xrosz555njd4jf3375ostnmdmm 2911 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2911 17 implicit implicit JJ work_xrosz555njd4jf3375ostnmdmm 2911 18 factors factor NNS work_xrosz555njd4jf3375ostnmdmm 2911 19 . . . work_xrosz555njd4jf3375ostnmdmm 2912 1 Our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2912 2 work work NN work_xrosz555njd4jf3375ostnmdmm 2912 3 establishes establish VBZ work_xrosz555njd4jf3375ostnmdmm 2912 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2912 5 validity validity NN work_xrosz555njd4jf3375ostnmdmm 2912 6 of of IN work_xrosz555njd4jf3375ostnmdmm 2912 7 using use VBG work_xrosz555njd4jf3375ostnmdmm 2912 8 information information NN work_xrosz555njd4jf3375ostnmdmm 2912 9 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2912 10 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 2912 11 to to TO work_xrosz555njd4jf3375ostnmdmm 2912 12 create create VB work_xrosz555njd4jf3375ostnmdmm 2912 13 a a DT work_xrosz555njd4jf3375ostnmdmm 2912 14 more more RBR work_xrosz555njd4jf3375ostnmdmm 2912 15 personalized personalized JJ work_xrosz555njd4jf3375ostnmdmm 2912 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2912 17 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2912 18 system system NN work_xrosz555njd4jf3375ostnmdmm 2912 19 , , , work_xrosz555njd4jf3375ostnmdmm 2912 20 with with IN work_xrosz555njd4jf3375ostnmdmm 2912 21 ample ample JJ work_xrosz555njd4jf3375ostnmdmm 2912 22 potential potential NN work_xrosz555njd4jf3375ostnmdmm 2912 23 for for IN work_xrosz555njd4jf3375ostnmdmm 2912 24 improvement improvement NN work_xrosz555njd4jf3375ostnmdmm 2912 25 in in IN work_xrosz555njd4jf3375ostnmdmm 2912 26 the the DT work_xrosz555njd4jf3375ostnmdmm 2912 27 future future NN work_xrosz555njd4jf3375ostnmdmm 2912 28 . . . work_xrosz555njd4jf3375ostnmdmm 2913 1 First first RB work_xrosz555njd4jf3375ostnmdmm 2913 2 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2913 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2913 4 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2913 5 a a DT work_xrosz555njd4jf3375ostnmdmm 2913 6 more more RBR work_xrosz555njd4jf3375ostnmdmm 2913 7 complex complex JJ work_xrosz555njd4jf3375ostnmdmm 2913 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2913 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2913 10 rsum rsum NN work_xrosz555njd4jf3375ostnmdmm 2913 11 model model NN work_xrosz555njd4jf3375ostnmdmm 2913 12 to to TO work_xrosz555njd4jf3375ostnmdmm 2913 13 improve improve VB work_xrosz555njd4jf3375ostnmdmm 2913 14 perfor- perfor- JJ work_xrosz555njd4jf3375ostnmdmm 2913 15 mance mance NN work_xrosz555njd4jf3375ostnmdmm 2913 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2913 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2913 18 system system NN work_xrosz555njd4jf3375ostnmdmm 2913 19 . . . work_xrosz555njd4jf3375ostnmdmm 2914 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2914 2 the the DT work_xrosz555njd4jf3375ostnmdmm 2914 3 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2914 4 model model NN work_xrosz555njd4jf3375ostnmdmm 2914 5 , , , work_xrosz555njd4jf3375ostnmdmm 2914 6 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2914 7 can can MD work_xrosz555njd4jf3375ostnmdmm 2914 8 consider consider VB work_xrosz555njd4jf3375ostnmdmm 2914 9 hiring hire VBG work_xrosz555njd4jf3375ostnmdmm 2914 10 history history NN work_xrosz555njd4jf3375ostnmdmm 2914 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2914 12 project project NN work_xrosz555njd4jf3375ostnmdmm 2914 13 experience experience NN work_xrosz555njd4jf3375ostnmdmm 2914 14 of of IN work_xrosz555njd4jf3375ostnmdmm 2914 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2914 16 job job NN work_xrosz555njd4jf3375ostnmdmm 2914 17 seekers seeker NNS work_xrosz555njd4jf3375ostnmdmm 2914 18 . . . work_xrosz555njd4jf3375ostnmdmm 2915 1 To to TO work_xrosz555njd4jf3375ostnmdmm 2915 2 improve improve VB work_xrosz555njd4jf3375ostnmdmm 2915 3 the the DT work_xrosz555njd4jf3375ostnmdmm 2915 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2915 5 description description NN work_xrosz555njd4jf3375ostnmdmm 2915 6 model model NN work_xrosz555njd4jf3375ostnmdmm 2915 7 , , , work_xrosz555njd4jf3375ostnmdmm 2915 8 job job NN work_xrosz555njd4jf3375ostnmdmm 2915 9 responsi- responsi- JJ work_xrosz555njd4jf3375ostnmdmm 2915 10 bilities bilitie NNS work_xrosz555njd4jf3375ostnmdmm 2915 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2915 12 company company NN work_xrosz555njd4jf3375ostnmdmm 2915 13 characteristics characteristic NNS work_xrosz555njd4jf3375ostnmdmm 2915 14 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2915 15 size size NN work_xrosz555njd4jf3375ostnmdmm 2915 16 , , , work_xrosz555njd4jf3375ostnmdmm 2915 17 dress dress NN work_xrosz555njd4jf3375ostnmdmm 2915 18 code code NN work_xrosz555njd4jf3375ostnmdmm 2915 19 , , , work_xrosz555njd4jf3375ostnmdmm 2915 20 etc etc FW work_xrosz555njd4jf3375ostnmdmm 2915 21 . . . work_xrosz555njd4jf3375ostnmdmm 2915 22 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2916 1 should should MD work_xrosz555njd4jf3375ostnmdmm 2916 2 be be VB work_xrosz555njd4jf3375ostnmdmm 2916 3 considered consider VBN work_xrosz555njd4jf3375ostnmdmm 2916 4 as as RB work_xrosz555njd4jf3375ostnmdmm 2916 5 well well RB work_xrosz555njd4jf3375ostnmdmm 2916 6 . . . work_xrosz555njd4jf3375ostnmdmm 2917 1 Second second RB work_xrosz555njd4jf3375ostnmdmm 2917 2 , , , work_xrosz555njd4jf3375ostnmdmm 2917 3 to to TO work_xrosz555njd4jf3375ostnmdmm 2917 4 improve improve VB work_xrosz555njd4jf3375ostnmdmm 2917 5 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2917 6 speed speed NN work_xrosz555njd4jf3375ostnmdmm 2917 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2917 8 our -PRON- PRP$ work_xrosz555njd4jf3375ostnmdmm 2917 9 system system NN work_xrosz555njd4jf3375ostnmdmm 2917 10 , , , work_xrosz555njd4jf3375ostnmdmm 2917 11 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2917 12 can can MD work_xrosz555njd4jf3375ostnmdmm 2917 13 reduce reduce VB work_xrosz555njd4jf3375ostnmdmm 2917 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2917 15 the the DT work_xrosz555njd4jf3375ostnmdmm 2917 16 number number NN work_xrosz555njd4jf3375ostnmdmm 2917 17 of of IN work_xrosz555njd4jf3375ostnmdmm 2917 18 comparison comparison NN work_xrosz555njd4jf3375ostnmdmm 2917 19 by by IN work_xrosz555njd4jf3375ostnmdmm 2917 20 filtering filter VBG work_xrosz555njd4jf3375ostnmdmm 2917 21 out out RP work_xrosz555njd4jf3375ostnmdmm 2917 22 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2917 23 that that WDT work_xrosz555njd4jf3375ostnmdmm 2917 24 are be VBP work_xrosz555njd4jf3375ostnmdmm 2917 25 clearly clearly RB work_xrosz555njd4jf3375ostnmdmm 2917 26 not not RB work_xrosz555njd4jf3375ostnmdmm 2917 27 related related JJ work_xrosz555njd4jf3375ostnmdmm 2917 28 to to IN work_xrosz555njd4jf3375ostnmdmm 2917 29 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2917 30 . . . work_xrosz555njd4jf3375ostnmdmm 2918 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2918 2 system system NN work_xrosz555njd4jf3375ostnmdmm 2918 3 can can MD work_xrosz555njd4jf3375ostnmdmm 2918 4 classify classify VB work_xrosz555njd4jf3375ostnmdmm 2918 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2918 6 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2918 7 into into IN work_xrosz555njd4jf3375ostnmdmm 2918 8 some some DT work_xrosz555njd4jf3375ostnmdmm 2918 9 different different JJ work_xrosz555njd4jf3375ostnmdmm 2918 10 subsets subset NNS work_xrosz555njd4jf3375ostnmdmm 2918 11 , , , work_xrosz555njd4jf3375ostnmdmm 2918 12 when when WRB work_xrosz555njd4jf3375ostnmdmm 2918 13 searching search VBG work_xrosz555njd4jf3375ostnmdmm 2918 14 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2918 15 , , , work_xrosz555njd4jf3375ostnmdmm 2918 16 the the DT work_xrosz555njd4jf3375ostnmdmm 2918 17 system system NN work_xrosz555njd4jf3375ostnmdmm 2918 18 only only RB work_xrosz555njd4jf3375ostnmdmm 2918 19 need nee MD work_xrosz555njd4jf3375ostnmdmm 2918 20 to to TO work_xrosz555njd4jf3375ostnmdmm 2918 21 calculate calculate VB work_xrosz555njd4jf3375ostnmdmm 2918 22 the the DT work_xrosz555njd4jf3375ostnmdmm 2918 23 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2918 24 between between IN work_xrosz555njd4jf3375ostnmdmm 2918 25 the the DT work_xrosz555njd4jf3375ostnmdmm 2918 26 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2918 27 and and CC work_xrosz555njd4jf3375ostnmdmm 2918 28 according accord VBG work_xrosz555njd4jf3375ostnmdmm 2918 29 subset subset NN work_xrosz555njd4jf3375ostnmdmm 2918 30 of of IN work_xrosz555njd4jf3375ostnmdmm 2918 31 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 2918 32 . . . work_xrosz555njd4jf3375ostnmdmm 2919 1 RésuMatcher RésuMatcher NNP work_xrosz555njd4jf3375ostnmdmm 2919 2 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2919 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2919 4 content content NN work_xrosz555njd4jf3375ostnmdmm 2919 5 based base VBN work_xrosz555njd4jf3375ostnmdmm 2919 6 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2919 7 system system NN work_xrosz555njd4jf3375ostnmdmm 2919 8 that that WDT work_xrosz555njd4jf3375ostnmdmm 2919 9 is be VBZ work_xrosz555njd4jf3375ostnmdmm 2919 10 mostly mostly RB work_xrosz555njd4jf3375ostnmdmm 2919 11 focused focus VBN work_xrosz555njd4jf3375ostnmdmm 2919 12 on on IN work_xrosz555njd4jf3375ostnmdmm 2919 13 comparing compare VBG work_xrosz555njd4jf3375ostnmdmm 2919 14 the the DT work_xrosz555njd4jf3375ostnmdmm 2919 15 similarities similarity NNS work_xrosz555njd4jf3375ostnmdmm 2919 16 between between IN work_xrosz555njd4jf3375ostnmdmm 2919 17 the the DT work_xrosz555njd4jf3375ostnmdmm 2919 18 résumé résumé NNP work_xrosz555njd4jf3375ostnmdmm 2919 19 and and CC work_xrosz555njd4jf3375ostnmdmm 2919 20 a a DT work_xrosz555njd4jf3375ostnmdmm 2919 21 relevant relevant JJ work_xrosz555njd4jf3375ostnmdmm 2919 22 job job NN work_xrosz555njd4jf3375ostnmdmm 2919 23 description description NN work_xrosz555njd4jf3375ostnmdmm 2919 24 . . . work_xrosz555njd4jf3375ostnmdmm 2920 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2920 2 future future JJ work_xrosz555njd4jf3375ostnmdmm 2920 3 work work NN work_xrosz555njd4jf3375ostnmdmm 2920 4 , , , work_xrosz555njd4jf3375ostnmdmm 2920 5 we -PRON- PRP work_xrosz555njd4jf3375ostnmdmm 2920 6 could could MD work_xrosz555njd4jf3375ostnmdmm 2920 7 introduce introduce VB work_xrosz555njd4jf3375ostnmdmm 2920 8 a a DT work_xrosz555njd4jf3375ostnmdmm 2920 9 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2920 10 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2920 11 system system NN work_xrosz555njd4jf3375ostnmdmm 2920 12 that that WDT work_xrosz555njd4jf3375ostnmdmm 2920 13 would would MD work_xrosz555njd4jf3375ostnmdmm 2920 14 take take VB work_xrosz555njd4jf3375ostnmdmm 2920 15 advantage advantage NN work_xrosz555njd4jf3375ostnmdmm 2920 16 of of IN work_xrosz555njd4jf3375ostnmdmm 2920 17 other other JJ work_xrosz555njd4jf3375ostnmdmm 2920 18 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2920 19 algorithms algorithm NNS work_xrosz555njd4jf3375ostnmdmm 2920 20 such such JJ work_xrosz555njd4jf3375ostnmdmm 2920 21 as as IN work_xrosz555njd4jf3375ostnmdmm 2920 22 Collaborative Collaborative NNP work_xrosz555njd4jf3375ostnmdmm 2920 23 Filtering Filtering NNP work_xrosz555njd4jf3375ostnmdmm 2920 24 . . . work_xrosz555njd4jf3375ostnmdmm 2921 1 Future future JJ work_xrosz555njd4jf3375ostnmdmm 2921 2 work work NN work_xrosz555njd4jf3375ostnmdmm 2921 3 on on IN work_xrosz555njd4jf3375ostnmdmm 2921 4 this this DT work_xrosz555njd4jf3375ostnmdmm 2921 5 system system NN work_xrosz555njd4jf3375ostnmdmm 2921 6 would would MD work_xrosz555njd4jf3375ostnmdmm 2921 7 place place VB work_xrosz555njd4jf3375ostnmdmm 2921 8 greater great JJR work_xrosz555njd4jf3375ostnmdmm 2921 9 consideration consideration NN work_xrosz555njd4jf3375ostnmdmm 2921 10 on on IN work_xrosz555njd4jf3375ostnmdmm 2921 11 job job NN work_xrosz555njd4jf3375ostnmdmm 2921 12 seeker seeker NN work_xrosz555njd4jf3375ostnmdmm 2921 13 ’s ’s POS work_xrosz555njd4jf3375ostnmdmm 2921 14 personal personal JJ work_xrosz555njd4jf3375ostnmdmm 2921 15 preference preference NN work_xrosz555njd4jf3375ostnmdmm 2921 16 like like IN work_xrosz555njd4jf3375ostnmdmm 2921 17 job job NN work_xrosz555njd4jf3375ostnmdmm 2921 18 location location NN work_xrosz555njd4jf3375ostnmdmm 2921 19 , , , work_xrosz555njd4jf3375ostnmdmm 2921 20 career career NN work_xrosz555njd4jf3375ostnmdmm 2921 21 development development NN work_xrosz555njd4jf3375ostnmdmm 2921 22 plan plan NN work_xrosz555njd4jf3375ostnmdmm 2921 23 , , , work_xrosz555njd4jf3375ostnmdmm 2921 24 and and CC work_xrosz555njd4jf3375ostnmdmm 2921 25 company company NN work_xrosz555njd4jf3375ostnmdmm 2921 26 background background NN work_xrosz555njd4jf3375ostnmdmm 2921 27 . . . work_xrosz555njd4jf3375ostnmdmm 2922 1 61 61 CD work_xrosz555njd4jf3375ostnmdmm 2922 2 REFERENCES reference NNS work_xrosz555njd4jf3375ostnmdmm 2922 3 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2922 4 1 1 CD work_xrosz555njd4jf3375ostnmdmm 2922 5 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2922 6 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 2922 7 . . . work_xrosz555njd4jf3375ostnmdmm 2923 1 Acm acm NN work_xrosz555njd4jf3375ostnmdmm 2923 2 computing compute VBG work_xrosz555njd4jf3375ostnmdmm 2923 3 classification classification NN work_xrosz555njd4jf3375ostnmdmm 2923 4 system system NN work_xrosz555njd4jf3375ostnmdmm 2923 5 , , , work_xrosz555njd4jf3375ostnmdmm 2923 6 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2923 7 . . . work_xrosz555njd4jf3375ostnmdmm 2924 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2924 2 2 2 LS work_xrosz555njd4jf3375ostnmdmm 2924 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2924 4 Alfred Alfred NNP work_xrosz555njd4jf3375ostnmdmm 2924 5 V V NNP work_xrosz555njd4jf3375ostnmdmm 2924 6 Aho Aho NNP work_xrosz555njd4jf3375ostnmdmm 2924 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2924 8 Jeffrey Jeffrey NNP work_xrosz555njd4jf3375ostnmdmm 2924 9 D D NNP work_xrosz555njd4jf3375ostnmdmm 2924 10 Ullman Ullman NNP work_xrosz555njd4jf3375ostnmdmm 2924 11 . . . work_xrosz555njd4jf3375ostnmdmm 2925 1 Foundations foundation NNS work_xrosz555njd4jf3375ostnmdmm 2925 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2925 3 computer computer NN work_xrosz555njd4jf3375ostnmdmm 2925 4 science science NN work_xrosz555njd4jf3375ostnmdmm 2925 5 , , , work_xrosz555njd4jf3375ostnmdmm 2925 6 volume volume NN work_xrosz555njd4jf3375ostnmdmm 2925 7 2 2 CD work_xrosz555njd4jf3375ostnmdmm 2925 8 . . . work_xrosz555njd4jf3375ostnmdmm 2926 1 Computer computer NN work_xrosz555njd4jf3375ostnmdmm 2926 2 Science Science NNP work_xrosz555njd4jf3375ostnmdmm 2926 3 Press Press NNP work_xrosz555njd4jf3375ostnmdmm 2926 4 New New NNP work_xrosz555njd4jf3375ostnmdmm 2926 5 York York NNP work_xrosz555njd4jf3375ostnmdmm 2926 6 , , , work_xrosz555njd4jf3375ostnmdmm 2926 7 1992 1992 CD work_xrosz555njd4jf3375ostnmdmm 2926 8 . . . work_xrosz555njd4jf3375ostnmdmm 2927 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2927 2 3 3 LS work_xrosz555njd4jf3375ostnmdmm 2927 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2927 4 Shaha Shaha NNP work_xrosz555njd4jf3375ostnmdmm 2927 5 T T NNP work_xrosz555njd4jf3375ostnmdmm 2927 6 Al Al NNP work_xrosz555njd4jf3375ostnmdmm 2927 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2927 8 Otaibi Otaibi NNP work_xrosz555njd4jf3375ostnmdmm 2927 9 and and CC work_xrosz555njd4jf3375ostnmdmm 2927 10 Mourad Mourad NNP work_xrosz555njd4jf3375ostnmdmm 2927 11 Ykhlef Ykhlef NNP work_xrosz555njd4jf3375ostnmdmm 2927 12 . . . work_xrosz555njd4jf3375ostnmdmm 2928 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2928 2 survey survey NN work_xrosz555njd4jf3375ostnmdmm 2928 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2928 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2928 5 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2928 6 systems system NNS work_xrosz555njd4jf3375ostnmdmm 2928 7 . . . work_xrosz555njd4jf3375ostnmdmm 2929 1 International International NNP work_xrosz555njd4jf3375ostnmdmm 2929 2 Journal Journal NNP work_xrosz555njd4jf3375ostnmdmm 2929 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2929 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2929 5 Physical Physical NNP work_xrosz555njd4jf3375ostnmdmm 2929 6 Sciences Sciences NNPS work_xrosz555njd4jf3375ostnmdmm 2929 7 , , , work_xrosz555njd4jf3375ostnmdmm 2929 8 7(29):5127–5142 7(29):5127–5142 CD work_xrosz555njd4jf3375ostnmdmm 2929 9 , , , work_xrosz555njd4jf3375ostnmdmm 2929 10 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2929 11 . . . work_xrosz555njd4jf3375ostnmdmm 2930 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2930 2 4 4 LS work_xrosz555njd4jf3375ostnmdmm 2930 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2930 4 Douglas Douglas NNP work_xrosz555njd4jf3375ostnmdmm 2930 5 E E NNP work_xrosz555njd4jf3375ostnmdmm 2930 6 Appelt Appelt NNP work_xrosz555njd4jf3375ostnmdmm 2930 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2930 8 Boyan Boyan NNP work_xrosz555njd4jf3375ostnmdmm 2930 9 Onyshkevych Onyshkevych NNP work_xrosz555njd4jf3375ostnmdmm 2930 10 . . . work_xrosz555njd4jf3375ostnmdmm 2931 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2931 2 common common JJ work_xrosz555njd4jf3375ostnmdmm 2931 3 pattern pattern NN work_xrosz555njd4jf3375ostnmdmm 2931 4 specification specification NN work_xrosz555njd4jf3375ostnmdmm 2931 5 language language NN work_xrosz555njd4jf3375ostnmdmm 2931 6 . . . work_xrosz555njd4jf3375ostnmdmm 2932 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2932 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 2932 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2932 4 a a DT work_xrosz555njd4jf3375ostnmdmm 2932 5 workshop workshop NN work_xrosz555njd4jf3375ostnmdmm 2932 6 on on IN work_xrosz555njd4jf3375ostnmdmm 2932 7 held hold VBN work_xrosz555njd4jf3375ostnmdmm 2932 8 at at IN work_xrosz555njd4jf3375ostnmdmm 2932 9 Baltimore Baltimore NNP work_xrosz555njd4jf3375ostnmdmm 2932 10 , , , work_xrosz555njd4jf3375ostnmdmm 2932 11 Maryland Maryland NNP work_xrosz555njd4jf3375ostnmdmm 2932 12 : : : work_xrosz555njd4jf3375ostnmdmm 2932 13 October October NNP work_xrosz555njd4jf3375ostnmdmm 2932 14 13 13 CD work_xrosz555njd4jf3375ostnmdmm 2932 15 - - SYM work_xrosz555njd4jf3375ostnmdmm 2932 16 15 15 CD work_xrosz555njd4jf3375ostnmdmm 2932 17 , , , work_xrosz555njd4jf3375ostnmdmm 2932 18 1998 1998 CD work_xrosz555njd4jf3375ostnmdmm 2932 19 , , , work_xrosz555njd4jf3375ostnmdmm 2932 20 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 2932 21 23–30 23–30 VBP work_xrosz555njd4jf3375ostnmdmm 2932 22 . . . work_xrosz555njd4jf3375ostnmdmm 2933 1 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 2933 2 for for IN work_xrosz555njd4jf3375ostnmdmm 2933 3 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 2933 4 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 2933 5 , , , work_xrosz555njd4jf3375ostnmdmm 2933 6 1998 1998 CD work_xrosz555njd4jf3375ostnmdmm 2933 7 . . . work_xrosz555njd4jf3375ostnmdmm 2934 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2934 2 5 5 CD work_xrosz555njd4jf3375ostnmdmm 2934 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2934 4 Steven Steven NNP work_xrosz555njd4jf3375ostnmdmm 2934 5 Bird Bird NNP work_xrosz555njd4jf3375ostnmdmm 2934 6 . . . work_xrosz555njd4jf3375ostnmdmm 2935 1 Nltk Nltk NNP work_xrosz555njd4jf3375ostnmdmm 2935 2 : : : work_xrosz555njd4jf3375ostnmdmm 2935 3 The the DT work_xrosz555njd4jf3375ostnmdmm 2935 4 natural natural JJ work_xrosz555njd4jf3375ostnmdmm 2935 5 language language NN work_xrosz555njd4jf3375ostnmdmm 2935 6 toolkit toolkit NNS work_xrosz555njd4jf3375ostnmdmm 2935 7 . . . work_xrosz555njd4jf3375ostnmdmm 2936 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2936 2 Proceedings Proceedings NNP work_xrosz555njd4jf3375ostnmdmm 2936 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2936 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2936 5 COL- COL- NNP work_xrosz555njd4jf3375ostnmdmm 2936 6 ING ING NNP work_xrosz555njd4jf3375ostnmdmm 2936 7 / / SYM work_xrosz555njd4jf3375ostnmdmm 2936 8 ACL ACL NNP work_xrosz555njd4jf3375ostnmdmm 2936 9 on on IN work_xrosz555njd4jf3375ostnmdmm 2936 10 Interactive interactive JJ work_xrosz555njd4jf3375ostnmdmm 2936 11 presentation presentation NN work_xrosz555njd4jf3375ostnmdmm 2936 12 sessions session NNS work_xrosz555njd4jf3375ostnmdmm 2936 13 , , , work_xrosz555njd4jf3375ostnmdmm 2936 14 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2936 15 69–72 69–72 CD work_xrosz555njd4jf3375ostnmdmm 2936 16 . . . work_xrosz555njd4jf3375ostnmdmm 2937 1 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 2937 2 for for IN work_xrosz555njd4jf3375ostnmdmm 2937 3 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 2937 4 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 2937 5 , , , work_xrosz555njd4jf3375ostnmdmm 2937 6 2006 2006 CD work_xrosz555njd4jf3375ostnmdmm 2937 7 . . . work_xrosz555njd4jf3375ostnmdmm 2938 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2938 2 6 6 CD work_xrosz555njd4jf3375ostnmdmm 2938 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2938 4 Christian Christian NNP work_xrosz555njd4jf3375ostnmdmm 2938 5 Bizer Bizer NNP work_xrosz555njd4jf3375ostnmdmm 2938 6 , , , work_xrosz555njd4jf3375ostnmdmm 2938 7 Jens Jens NNP work_xrosz555njd4jf3375ostnmdmm 2938 8 Lehmann Lehmann NNP work_xrosz555njd4jf3375ostnmdmm 2938 9 , , , work_xrosz555njd4jf3375ostnmdmm 2938 10 Georgi Georgi NNP work_xrosz555njd4jf3375ostnmdmm 2938 11 Kobilarov Kobilarov NNP work_xrosz555njd4jf3375ostnmdmm 2938 12 , , , work_xrosz555njd4jf3375ostnmdmm 2938 13 Sören Sören NNP work_xrosz555njd4jf3375ostnmdmm 2938 14 Auer Auer NNP work_xrosz555njd4jf3375ostnmdmm 2938 15 , , , work_xrosz555njd4jf3375ostnmdmm 2938 16 Christian Christian NNP work_xrosz555njd4jf3375ostnmdmm 2938 17 Becker Becker NNP work_xrosz555njd4jf3375ostnmdmm 2938 18 , , , work_xrosz555njd4jf3375ostnmdmm 2938 19 Richard Richard NNP work_xrosz555njd4jf3375ostnmdmm 2938 20 Cyganiak Cyganiak NNP work_xrosz555njd4jf3375ostnmdmm 2938 21 , , , work_xrosz555njd4jf3375ostnmdmm 2938 22 and and CC work_xrosz555njd4jf3375ostnmdmm 2938 23 Sebastian Sebastian NNP work_xrosz555njd4jf3375ostnmdmm 2938 24 Hellmann Hellmann NNP work_xrosz555njd4jf3375ostnmdmm 2938 25 . . . work_xrosz555njd4jf3375ostnmdmm 2939 1 Dbpedia Dbpedia NNP work_xrosz555njd4jf3375ostnmdmm 2939 2 - - : work_xrosz555njd4jf3375ostnmdmm 2939 3 a a DT work_xrosz555njd4jf3375ostnmdmm 2939 4 crystallization crystallization NN work_xrosz555njd4jf3375ostnmdmm 2939 5 point point NN work_xrosz555njd4jf3375ostnmdmm 2939 6 for for IN work_xrosz555njd4jf3375ostnmdmm 2939 7 the the DT work_xrosz555njd4jf3375ostnmdmm 2939 8 web web NN work_xrosz555njd4jf3375ostnmdmm 2939 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2939 10 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2939 11 . . . work_xrosz555njd4jf3375ostnmdmm 2940 1 Web web NN work_xrosz555njd4jf3375ostnmdmm 2940 2 Semantics Semantics NNPS work_xrosz555njd4jf3375ostnmdmm 2940 3 : : : work_xrosz555njd4jf3375ostnmdmm 2940 4 Science science NN work_xrosz555njd4jf3375ostnmdmm 2940 5 , , , work_xrosz555njd4jf3375ostnmdmm 2940 6 services service NNS work_xrosz555njd4jf3375ostnmdmm 2940 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2940 8 agents agent NNS work_xrosz555njd4jf3375ostnmdmm 2940 9 on on IN work_xrosz555njd4jf3375ostnmdmm 2940 10 the the DT work_xrosz555njd4jf3375ostnmdmm 2940 11 world world NN work_xrosz555njd4jf3375ostnmdmm 2940 12 wide wide JJ work_xrosz555njd4jf3375ostnmdmm 2940 13 web web NN work_xrosz555njd4jf3375ostnmdmm 2940 14 , , , work_xrosz555njd4jf3375ostnmdmm 2940 15 7(3):154–165 7(3):154–165 CD work_xrosz555njd4jf3375ostnmdmm 2940 16 , , , work_xrosz555njd4jf3375ostnmdmm 2940 17 2009 2009 CD work_xrosz555njd4jf3375ostnmdmm 2940 18 . . . work_xrosz555njd4jf3375ostnmdmm 2941 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2941 2 7 7 CD work_xrosz555njd4jf3375ostnmdmm 2941 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2941 4 Duygu Duygu NNPS work_xrosz555njd4jf3375ostnmdmm 2941 5 Çelik Çelik NNP work_xrosz555njd4jf3375ostnmdmm 2941 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2941 7 Atilla Atilla NNP work_xrosz555njd4jf3375ostnmdmm 2941 8 Elçi Elçi NNP work_xrosz555njd4jf3375ostnmdmm 2941 9 . . . work_xrosz555njd4jf3375ostnmdmm 2942 1 An an DT work_xrosz555njd4jf3375ostnmdmm 2942 2 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2942 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2942 4 based base VBN work_xrosz555njd4jf3375ostnmdmm 2942 5 information information NN work_xrosz555njd4jf3375ostnmdmm 2942 6 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 2942 7 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2942 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2942 9 résumés résumés NNP work_xrosz555njd4jf3375ostnmdmm 2942 10 . . . work_xrosz555njd4jf3375ostnmdmm 2943 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2943 2 Pervasive Pervasive NNP work_xrosz555njd4jf3375ostnmdmm 2943 3 Computing Computing NNP work_xrosz555njd4jf3375ostnmdmm 2943 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2943 5 the the DT work_xrosz555njd4jf3375ostnmdmm 2943 6 Networked Networked NNP work_xrosz555njd4jf3375ostnmdmm 2943 7 World World NNP work_xrosz555njd4jf3375ostnmdmm 2943 8 , , , work_xrosz555njd4jf3375ostnmdmm 2943 9 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 2943 10 165–179 165–179 CD work_xrosz555njd4jf3375ostnmdmm 2943 11 . . . work_xrosz555njd4jf3375ostnmdmm 2944 1 Springer Springer NNP work_xrosz555njd4jf3375ostnmdmm 2944 2 , , , work_xrosz555njd4jf3375ostnmdmm 2944 3 2013 2013 CD work_xrosz555njd4jf3375ostnmdmm 2944 4 . . . work_xrosz555njd4jf3375ostnmdmm 2945 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2945 2 8 8 CD work_xrosz555njd4jf3375ostnmdmm 2945 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2945 4 Angel Angel NNP work_xrosz555njd4jf3375ostnmdmm 2945 5 X X NNP work_xrosz555njd4jf3375ostnmdmm 2945 6 Chang Chang NNP work_xrosz555njd4jf3375ostnmdmm 2945 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2945 8 Christopher Christopher NNP work_xrosz555njd4jf3375ostnmdmm 2945 9 D D NNP work_xrosz555njd4jf3375ostnmdmm 2945 10 Manning Manning NNP work_xrosz555njd4jf3375ostnmdmm 2945 11 . . . work_xrosz555njd4jf3375ostnmdmm 2946 1 Tokensregex tokensregex NN work_xrosz555njd4jf3375ostnmdmm 2946 2 : : : work_xrosz555njd4jf3375ostnmdmm 2946 3 Defining define VBG work_xrosz555njd4jf3375ostnmdmm 2946 4 cascaded cascade VBD work_xrosz555njd4jf3375ostnmdmm 2946 5 regular regular JJ work_xrosz555njd4jf3375ostnmdmm 2946 6 expressions expression NNS work_xrosz555njd4jf3375ostnmdmm 2946 7 over over IN work_xrosz555njd4jf3375ostnmdmm 2946 8 tokens token NNS work_xrosz555njd4jf3375ostnmdmm 2946 9 . . . work_xrosz555njd4jf3375ostnmdmm 2947 1 Technical technical JJ work_xrosz555njd4jf3375ostnmdmm 2947 2 report report NN work_xrosz555njd4jf3375ostnmdmm 2947 3 , , , work_xrosz555njd4jf3375ostnmdmm 2947 4 Technical Technical NNP work_xrosz555njd4jf3375ostnmdmm 2947 5 Report Report NNP work_xrosz555njd4jf3375ostnmdmm 2947 6 CSTR CSTR NNP work_xrosz555njd4jf3375ostnmdmm 2947 7 2014- 2014- CD work_xrosz555njd4jf3375ostnmdmm 2947 8 02 02 CD work_xrosz555njd4jf3375ostnmdmm 2947 9 , , , work_xrosz555njd4jf3375ostnmdmm 2947 10 Department Department NNP work_xrosz555njd4jf3375ostnmdmm 2947 11 of of IN work_xrosz555njd4jf3375ostnmdmm 2947 12 Computer Computer NNP work_xrosz555njd4jf3375ostnmdmm 2947 13 Science Science NNP work_xrosz555njd4jf3375ostnmdmm 2947 14 , , , work_xrosz555njd4jf3375ostnmdmm 2947 15 Stanford Stanford NNP work_xrosz555njd4jf3375ostnmdmm 2947 16 University University NNP work_xrosz555njd4jf3375ostnmdmm 2947 17 , , , work_xrosz555njd4jf3375ostnmdmm 2947 18 2014 2014 CD work_xrosz555njd4jf3375ostnmdmm 2947 19 . . . work_xrosz555njd4jf3375ostnmdmm 2948 1 62 62 CD work_xrosz555njd4jf3375ostnmdmm 2948 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2948 3 9 9 CD work_xrosz555njd4jf3375ostnmdmm 2948 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2948 5 Hamish Hamish NNP work_xrosz555njd4jf3375ostnmdmm 2948 6 Cunningham Cunningham NNP work_xrosz555njd4jf3375ostnmdmm 2948 7 , , , work_xrosz555njd4jf3375ostnmdmm 2948 8 Diana Diana NNP work_xrosz555njd4jf3375ostnmdmm 2948 9 Maynard Maynard NNP work_xrosz555njd4jf3375ostnmdmm 2948 10 , , , work_xrosz555njd4jf3375ostnmdmm 2948 11 Kalina Kalina NNP work_xrosz555njd4jf3375ostnmdmm 2948 12 Bontcheva Bontcheva NNP work_xrosz555njd4jf3375ostnmdmm 2948 13 , , , work_xrosz555njd4jf3375ostnmdmm 2948 14 and and CC work_xrosz555njd4jf3375ostnmdmm 2948 15 Valentin Valentin NNP work_xrosz555njd4jf3375ostnmdmm 2948 16 Tablan Tablan NNP work_xrosz555njd4jf3375ostnmdmm 2948 17 . . . work_xrosz555njd4jf3375ostnmdmm 2949 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2949 2 framework framework NN work_xrosz555njd4jf3375ostnmdmm 2949 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2949 4 graphical graphical JJ work_xrosz555njd4jf3375ostnmdmm 2949 5 development development NN work_xrosz555njd4jf3375ostnmdmm 2949 6 environment environment NN work_xrosz555njd4jf3375ostnmdmm 2949 7 for for IN work_xrosz555njd4jf3375ostnmdmm 2949 8 robust robust JJ work_xrosz555njd4jf3375ostnmdmm 2949 9 nlp nlp NNP work_xrosz555njd4jf3375ostnmdmm 2949 10 tools tool NNS work_xrosz555njd4jf3375ostnmdmm 2949 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2949 12 applications application NNS work_xrosz555njd4jf3375ostnmdmm 2949 13 . . . work_xrosz555njd4jf3375ostnmdmm 2950 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2950 2 ACL ACL NNP work_xrosz555njd4jf3375ostnmdmm 2950 3 , , , work_xrosz555njd4jf3375ostnmdmm 2950 4 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2950 5 168–175 168–175 CD work_xrosz555njd4jf3375ostnmdmm 2950 6 , , , work_xrosz555njd4jf3375ostnmdmm 2950 7 2002 2002 CD work_xrosz555njd4jf3375ostnmdmm 2950 8 . . . work_xrosz555njd4jf3375ostnmdmm 2951 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2951 2 10 10 CD work_xrosz555njd4jf3375ostnmdmm 2951 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2951 4 J J NNP work_xrosz555njd4jf3375ostnmdmm 2951 5 Olawande Olawande NNP work_xrosz555njd4jf3375ostnmdmm 2951 6 Daramola Daramola NNP work_xrosz555njd4jf3375ostnmdmm 2951 7 , , , work_xrosz555njd4jf3375ostnmdmm 2951 8 Olufunke Olufunke NNP work_xrosz555njd4jf3375ostnmdmm 2951 9 O O NNP work_xrosz555njd4jf3375ostnmdmm 2951 10 Oladipupo Oladipupo NNP work_xrosz555njd4jf3375ostnmdmm 2951 11 , , , work_xrosz555njd4jf3375ostnmdmm 2951 12 and and CC work_xrosz555njd4jf3375ostnmdmm 2951 13 AG AG NNP work_xrosz555njd4jf3375ostnmdmm 2951 14 Musa Musa NNP work_xrosz555njd4jf3375ostnmdmm 2951 15 . . . work_xrosz555njd4jf3375ostnmdmm 2952 1 A a DT work_xrosz555njd4jf3375ostnmdmm 2952 2 fuzzy fuzzy JJ work_xrosz555njd4jf3375ostnmdmm 2952 3 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2952 4 system system NN work_xrosz555njd4jf3375ostnmdmm 2952 5 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2952 6 fes fes NN work_xrosz555njd4jf3375ostnmdmm 2952 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2952 8 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2952 9 for for IN work_xrosz555njd4jf3375ostnmdmm 2952 10 online online JJ work_xrosz555njd4jf3375ostnmdmm 2952 11 personnel personnel NNS work_xrosz555njd4jf3375ostnmdmm 2952 12 recruitments recruitment NNS work_xrosz555njd4jf3375ostnmdmm 2952 13 . . . work_xrosz555njd4jf3375ostnmdmm 2953 1 International International NNP work_xrosz555njd4jf3375ostnmdmm 2953 2 Journal Journal NNP work_xrosz555njd4jf3375ostnmdmm 2953 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2953 4 Business Business NNP work_xrosz555njd4jf3375ostnmdmm 2953 5 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2953 6 Systems Systems NNP work_xrosz555njd4jf3375ostnmdmm 2953 7 , , , work_xrosz555njd4jf3375ostnmdmm 2953 8 6(4):444–462 6(4):444–462 CD work_xrosz555njd4jf3375ostnmdmm 2953 9 , , , work_xrosz555njd4jf3375ostnmdmm 2953 10 2010 2010 CD work_xrosz555njd4jf3375ostnmdmm 2953 11 . . . work_xrosz555njd4jf3375ostnmdmm 2954 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2954 2 11 11 CD work_xrosz555njd4jf3375ostnmdmm 2954 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2954 4 Li Li NNP work_xrosz555njd4jf3375ostnmdmm 2954 5 Ding Ding NNP work_xrosz555njd4jf3375ostnmdmm 2954 6 , , , work_xrosz555njd4jf3375ostnmdmm 2954 7 Tim Tim NNP work_xrosz555njd4jf3375ostnmdmm 2954 8 Finin Finin NNP work_xrosz555njd4jf3375ostnmdmm 2954 9 , , , work_xrosz555njd4jf3375ostnmdmm 2954 10 Anupam Anupam NNP work_xrosz555njd4jf3375ostnmdmm 2954 11 Joshi Joshi NNP work_xrosz555njd4jf3375ostnmdmm 2954 12 , , , work_xrosz555njd4jf3375ostnmdmm 2954 13 Rong Rong NNP work_xrosz555njd4jf3375ostnmdmm 2954 14 Pan Pan NNP work_xrosz555njd4jf3375ostnmdmm 2954 15 , , , work_xrosz555njd4jf3375ostnmdmm 2954 16 R R NNP work_xrosz555njd4jf3375ostnmdmm 2954 17 Scott Scott NNP work_xrosz555njd4jf3375ostnmdmm 2954 18 Cost Cost NNP work_xrosz555njd4jf3375ostnmdmm 2954 19 , , , work_xrosz555njd4jf3375ostnmdmm 2954 20 Yun Yun NNP work_xrosz555njd4jf3375ostnmdmm 2954 21 Peng Peng NNP work_xrosz555njd4jf3375ostnmdmm 2954 22 , , , work_xrosz555njd4jf3375ostnmdmm 2954 23 Pavan Pavan NNP work_xrosz555njd4jf3375ostnmdmm 2954 24 Reddivari Reddivari NNP work_xrosz555njd4jf3375ostnmdmm 2954 25 , , , work_xrosz555njd4jf3375ostnmdmm 2954 26 Vishal Vishal NNP work_xrosz555njd4jf3375ostnmdmm 2954 27 Doshi Doshi NNP work_xrosz555njd4jf3375ostnmdmm 2954 28 , , , work_xrosz555njd4jf3375ostnmdmm 2954 29 and and CC work_xrosz555njd4jf3375ostnmdmm 2954 30 Joel Joel NNP work_xrosz555njd4jf3375ostnmdmm 2954 31 Sachs Sachs NNP work_xrosz555njd4jf3375ostnmdmm 2954 32 . . . work_xrosz555njd4jf3375ostnmdmm 2955 1 Swoogle swoogle NN work_xrosz555njd4jf3375ostnmdmm 2955 2 : : : work_xrosz555njd4jf3375ostnmdmm 2955 3 A a DT work_xrosz555njd4jf3375ostnmdmm 2955 4 search search NN work_xrosz555njd4jf3375ostnmdmm 2955 5 and and CC work_xrosz555njd4jf3375ostnmdmm 2955 6 metadata metadata NN work_xrosz555njd4jf3375ostnmdmm 2955 7 engine engine NN work_xrosz555njd4jf3375ostnmdmm 2955 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2955 9 the the DT work_xrosz555njd4jf3375ostnmdmm 2955 10 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2955 11 web web NN work_xrosz555njd4jf3375ostnmdmm 2955 12 . . . work_xrosz555njd4jf3375ostnmdmm 2956 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2956 2 Proceedings Proceedings NNP work_xrosz555njd4jf3375ostnmdmm 2956 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2956 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2956 5 thirteenth thirteenth JJ work_xrosz555njd4jf3375ostnmdmm 2956 6 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 2956 7 international international JJ work_xrosz555njd4jf3375ostnmdmm 2956 8 conference conference NN work_xrosz555njd4jf3375ostnmdmm 2956 9 on on IN work_xrosz555njd4jf3375ostnmdmm 2956 10 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2956 11 and and CC work_xrosz555njd4jf3375ostnmdmm 2956 12 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 2956 13 management management NN work_xrosz555njd4jf3375ostnmdmm 2956 14 , , , work_xrosz555njd4jf3375ostnmdmm 2956 15 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 2956 16 652–659 652–659 CD work_xrosz555njd4jf3375ostnmdmm 2956 17 . . . work_xrosz555njd4jf3375ostnmdmm 2957 1 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 2957 2 , , , work_xrosz555njd4jf3375ostnmdmm 2957 3 2004 2004 CD work_xrosz555njd4jf3375ostnmdmm 2957 4 . . . work_xrosz555njd4jf3375ostnmdmm 2958 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2958 2 12 12 CD work_xrosz555njd4jf3375ostnmdmm 2958 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2958 4 Ying Ying NNP work_xrosz555njd4jf3375ostnmdmm 2958 5 Ding Ding NNP work_xrosz555njd4jf3375ostnmdmm 2958 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2958 7 Schubert Schubert NNP work_xrosz555njd4jf3375ostnmdmm 2958 8 Foo Foo NNP work_xrosz555njd4jf3375ostnmdmm 2958 9 . . . work_xrosz555njd4jf3375ostnmdmm 2959 1 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2959 2 research research NN work_xrosz555njd4jf3375ostnmdmm 2959 3 and and CC work_xrosz555njd4jf3375ostnmdmm 2959 4 development development NN work_xrosz555njd4jf3375ostnmdmm 2959 5 . . . work_xrosz555njd4jf3375ostnmdmm 2960 1 part part NN work_xrosz555njd4jf3375ostnmdmm 2960 2 1-a 1-a CD work_xrosz555njd4jf3375ostnmdmm 2960 3 review review NN work_xrosz555njd4jf3375ostnmdmm 2960 4 of of IN work_xrosz555njd4jf3375ostnmdmm 2960 5 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2960 6 generation generation NN work_xrosz555njd4jf3375ostnmdmm 2960 7 . . . work_xrosz555njd4jf3375ostnmdmm 2961 1 Journal Journal NNP work_xrosz555njd4jf3375ostnmdmm 2961 2 of of IN work_xrosz555njd4jf3375ostnmdmm 2961 3 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 2961 4 Science Science NNP work_xrosz555njd4jf3375ostnmdmm 2961 5 , , , work_xrosz555njd4jf3375ostnmdmm 2961 6 28(2):123–136 28(2):123–136 CD work_xrosz555njd4jf3375ostnmdmm 2961 7 , , , work_xrosz555njd4jf3375ostnmdmm 2961 8 2002 2002 CD work_xrosz555njd4jf3375ostnmdmm 2961 9 . . . work_xrosz555njd4jf3375ostnmdmm 2962 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2962 2 13 13 CD work_xrosz555njd4jf3375ostnmdmm 2962 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2962 4 Athanasios Athanasios NNP work_xrosz555njd4jf3375ostnmdmm 2962 5 Drigas Drigas NNP work_xrosz555njd4jf3375ostnmdmm 2962 6 , , , work_xrosz555njd4jf3375ostnmdmm 2962 7 Stelios Stelios NNP work_xrosz555njd4jf3375ostnmdmm 2962 8 Kouremenos Kouremenos NNP work_xrosz555njd4jf3375ostnmdmm 2962 9 , , , work_xrosz555njd4jf3375ostnmdmm 2962 10 Spyros Spyros NNP work_xrosz555njd4jf3375ostnmdmm 2962 11 Vrettos Vrettos NNP work_xrosz555njd4jf3375ostnmdmm 2962 12 , , , work_xrosz555njd4jf3375ostnmdmm 2962 13 John John NNP work_xrosz555njd4jf3375ostnmdmm 2962 14 Vrettaros Vrettaros NNP work_xrosz555njd4jf3375ostnmdmm 2962 15 , , , work_xrosz555njd4jf3375ostnmdmm 2962 16 and and CC work_xrosz555njd4jf3375ostnmdmm 2962 17 Dimitris Dimitris NNP work_xrosz555njd4jf3375ostnmdmm 2962 18 Kouremenos Kouremenos NNP work_xrosz555njd4jf3375ostnmdmm 2962 19 . . . work_xrosz555njd4jf3375ostnmdmm 2963 1 An an DT work_xrosz555njd4jf3375ostnmdmm 2963 2 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2963 3 system system NN work_xrosz555njd4jf3375ostnmdmm 2963 4 for for IN work_xrosz555njd4jf3375ostnmdmm 2963 5 job job NN work_xrosz555njd4jf3375ostnmdmm 2963 6 matching matching NN work_xrosz555njd4jf3375ostnmdmm 2963 7 of of IN work_xrosz555njd4jf3375ostnmdmm 2963 8 the the DT work_xrosz555njd4jf3375ostnmdmm 2963 9 unemployed unemployed JJ work_xrosz555njd4jf3375ostnmdmm 2963 10 . . . work_xrosz555njd4jf3375ostnmdmm 2964 1 Expert expert NN work_xrosz555njd4jf3375ostnmdmm 2964 2 Systems system NNS work_xrosz555njd4jf3375ostnmdmm 2964 3 with with IN work_xrosz555njd4jf3375ostnmdmm 2964 4 Applications Applications NNPS work_xrosz555njd4jf3375ostnmdmm 2964 5 , , , work_xrosz555njd4jf3375ostnmdmm 2964 6 26(2):217–224 26(2):217–224 CD work_xrosz555njd4jf3375ostnmdmm 2964 7 , , , work_xrosz555njd4jf3375ostnmdmm 2964 8 2004 2004 CD work_xrosz555njd4jf3375ostnmdmm 2964 9 . . . work_xrosz555njd4jf3375ostnmdmm 2965 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2965 2 14 14 CD work_xrosz555njd4jf3375ostnmdmm 2965 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2965 4 Frank Frank NNP work_xrosz555njd4jf3375ostnmdmm 2965 5 Färber Färber NNP work_xrosz555njd4jf3375ostnmdmm 2965 6 , , , work_xrosz555njd4jf3375ostnmdmm 2965 7 Tim Tim NNP work_xrosz555njd4jf3375ostnmdmm 2965 8 Weitzel Weitzel NNP work_xrosz555njd4jf3375ostnmdmm 2965 9 , , , work_xrosz555njd4jf3375ostnmdmm 2965 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2965 11 Tobias Tobias NNP work_xrosz555njd4jf3375ostnmdmm 2965 12 Keim Keim NNP work_xrosz555njd4jf3375ostnmdmm 2965 13 . . . work_xrosz555njd4jf3375ostnmdmm 2966 1 An an DT work_xrosz555njd4jf3375ostnmdmm 2966 2 automated automate VBN work_xrosz555njd4jf3375ostnmdmm 2966 3 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 2966 4 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2966 5 to to IN work_xrosz555njd4jf3375ostnmdmm 2966 6 selection selection NN work_xrosz555njd4jf3375ostnmdmm 2966 7 in in IN work_xrosz555njd4jf3375ostnmdmm 2966 8 personnel personnel NNS work_xrosz555njd4jf3375ostnmdmm 2966 9 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2966 10 . . . work_xrosz555njd4jf3375ostnmdmm 2967 1 2003 2003 CD work_xrosz555njd4jf3375ostnmdmm 2967 2 . . . work_xrosz555njd4jf3375ostnmdmm 2968 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2968 2 15 15 CD work_xrosz555njd4jf3375ostnmdmm 2968 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2968 4 Maryam Maryam NNP work_xrosz555njd4jf3375ostnmdmm 2968 5 Fazel Fazel NNP work_xrosz555njd4jf3375ostnmdmm 2968 6 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2968 7 Zarandi Zarandi NNP work_xrosz555njd4jf3375ostnmdmm 2968 8 and and CC work_xrosz555njd4jf3375ostnmdmm 2968 9 Mark Mark NNP work_xrosz555njd4jf3375ostnmdmm 2968 10 S S NNP work_xrosz555njd4jf3375ostnmdmm 2968 11 Fox Fox NNP work_xrosz555njd4jf3375ostnmdmm 2968 12 . . . work_xrosz555njd4jf3375ostnmdmm 2969 1 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2969 2 matchmaking matchmaking NN work_xrosz555njd4jf3375ostnmdmm 2969 3 for for IN work_xrosz555njd4jf3375ostnmdmm 2969 4 job job NN work_xrosz555njd4jf3375ostnmdmm 2969 5 recruit- recruit- NNP work_xrosz555njd4jf3375ostnmdmm 2969 6 ment ment NNP work_xrosz555njd4jf3375ostnmdmm 2969 7 : : : work_xrosz555njd4jf3375ostnmdmm 2969 8 An an DT work_xrosz555njd4jf3375ostnmdmm 2969 9 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2969 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2969 11 based base VBN work_xrosz555njd4jf3375ostnmdmm 2969 12 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 2969 13 approach approach NN work_xrosz555njd4jf3375ostnmdmm 2969 14 . . . work_xrosz555njd4jf3375ostnmdmm 2970 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2970 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 2970 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2970 4 the the DT work_xrosz555njd4jf3375ostnmdmm 2970 5 8th 8th JJ work_xrosz555njd4jf3375ostnmdmm 2970 6 Interna- Interna- NNP work_xrosz555njd4jf3375ostnmdmm 2970 7 tional tional JJ work_xrosz555njd4jf3375ostnmdmm 2970 8 Semantic Semantic NNP work_xrosz555njd4jf3375ostnmdmm 2970 9 Web Web NNP work_xrosz555njd4jf3375ostnmdmm 2970 10 Conference Conference NNP work_xrosz555njd4jf3375ostnmdmm 2970 11 , , , work_xrosz555njd4jf3375ostnmdmm 2970 12 2009 2009 CD work_xrosz555njd4jf3375ostnmdmm 2970 13 . . . work_xrosz555njd4jf3375ostnmdmm 2971 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2971 2 16 16 CD work_xrosz555njd4jf3375ostnmdmm 2971 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2971 4 Christiane Christiane NNP work_xrosz555njd4jf3375ostnmdmm 2971 5 Fellbaum Fellbaum NNP work_xrosz555njd4jf3375ostnmdmm 2971 6 . . . work_xrosz555njd4jf3375ostnmdmm 2972 1 WordNet WordNet NNP work_xrosz555njd4jf3375ostnmdmm 2972 2 . . . work_xrosz555njd4jf3375ostnmdmm 2973 1 Wiley Wiley NNP work_xrosz555njd4jf3375ostnmdmm 2973 2 Online Online NNP work_xrosz555njd4jf3375ostnmdmm 2973 3 Library Library NNP work_xrosz555njd4jf3375ostnmdmm 2973 4 , , , work_xrosz555njd4jf3375ostnmdmm 2973 5 1998 1998 CD work_xrosz555njd4jf3375ostnmdmm 2973 6 . . . work_xrosz555njd4jf3375ostnmdmm 2974 1 63 63 CD work_xrosz555njd4jf3375ostnmdmm 2974 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2974 3 17 17 CD work_xrosz555njd4jf3375ostnmdmm 2974 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2974 5 Tere Tere NNP work_xrosz555njd4jf3375ostnmdmm 2974 6 Gonzalez Gonzalez NNP work_xrosz555njd4jf3375ostnmdmm 2974 7 , , , work_xrosz555njd4jf3375ostnmdmm 2974 8 Pano Pano NNP work_xrosz555njd4jf3375ostnmdmm 2974 9 Santos Santos NNP work_xrosz555njd4jf3375ostnmdmm 2974 10 , , , work_xrosz555njd4jf3375ostnmdmm 2974 11 Fernando Fernando NNP work_xrosz555njd4jf3375ostnmdmm 2974 12 Orozco Orozco NNP work_xrosz555njd4jf3375ostnmdmm 2974 13 , , , work_xrosz555njd4jf3375ostnmdmm 2974 14 Mildreth Mildreth NNP work_xrosz555njd4jf3375ostnmdmm 2974 15 Alcaraz Alcaraz NNP work_xrosz555njd4jf3375ostnmdmm 2974 16 , , , work_xrosz555njd4jf3375ostnmdmm 2974 17 Victor Victor NNP work_xrosz555njd4jf3375ostnmdmm 2974 18 Zal- Zal- NNP work_xrosz555njd4jf3375ostnmdmm 2974 19 divar divar NN work_xrosz555njd4jf3375ostnmdmm 2974 20 , , , work_xrosz555njd4jf3375ostnmdmm 2974 21 Alberto Alberto NNP work_xrosz555njd4jf3375ostnmdmm 2974 22 De De NNP work_xrosz555njd4jf3375ostnmdmm 2974 23 Obeso Obeso NNP work_xrosz555njd4jf3375ostnmdmm 2974 24 , , , work_xrosz555njd4jf3375ostnmdmm 2974 25 and and CC work_xrosz555njd4jf3375ostnmdmm 2974 26 Alan Alan NNP work_xrosz555njd4jf3375ostnmdmm 2974 27 Garcia Garcia NNP work_xrosz555njd4jf3375ostnmdmm 2974 28 . . . work_xrosz555njd4jf3375ostnmdmm 2975 1 Adaptive adaptive JJ work_xrosz555njd4jf3375ostnmdmm 2975 2 employee employee NN work_xrosz555njd4jf3375ostnmdmm 2975 3 profile profile NN work_xrosz555njd4jf3375ostnmdmm 2975 4 classifica- classifica- NN work_xrosz555njd4jf3375ostnmdmm 2975 5 tion tion NN work_xrosz555njd4jf3375ostnmdmm 2975 6 for for IN work_xrosz555njd4jf3375ostnmdmm 2975 7 resource resource NN work_xrosz555njd4jf3375ostnmdmm 2975 8 planning planning NN work_xrosz555njd4jf3375ostnmdmm 2975 9 tool tool NN work_xrosz555njd4jf3375ostnmdmm 2975 10 . . . work_xrosz555njd4jf3375ostnmdmm 2976 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2976 2 SRII SRII NNP work_xrosz555njd4jf3375ostnmdmm 2976 3 Global Global NNP work_xrosz555njd4jf3375ostnmdmm 2976 4 Conference Conference NNP work_xrosz555njd4jf3375ostnmdmm 2976 5 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2976 6 SRII SRII NNP work_xrosz555njd4jf3375ostnmdmm 2976 7 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2976 8 , , , work_xrosz555njd4jf3375ostnmdmm 2976 9 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2976 10 Annual Annual NNP work_xrosz555njd4jf3375ostnmdmm 2976 11 , , , work_xrosz555njd4jf3375ostnmdmm 2976 12 pages page NNS work_xrosz555njd4jf3375ostnmdmm 2976 13 544–553 544–553 CD work_xrosz555njd4jf3375ostnmdmm 2976 14 . . . work_xrosz555njd4jf3375ostnmdmm 2977 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 2977 2 , , , work_xrosz555njd4jf3375ostnmdmm 2977 3 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 2977 4 . . . work_xrosz555njd4jf3375ostnmdmm 2978 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2978 2 18 18 CD work_xrosz555njd4jf3375ostnmdmm 2978 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2978 4 Hal Hal NNP work_xrosz555njd4jf3375ostnmdmm 2978 5 G G NNP work_xrosz555njd4jf3375ostnmdmm 2978 6 Gueutal Gueutal NNP work_xrosz555njd4jf3375ostnmdmm 2978 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2978 8 Dianna Dianna NNP work_xrosz555njd4jf3375ostnmdmm 2978 9 L L NNP work_xrosz555njd4jf3375ostnmdmm 2978 10 Stone Stone NNP work_xrosz555njd4jf3375ostnmdmm 2978 11 . . . work_xrosz555njd4jf3375ostnmdmm 2979 1 The the DT work_xrosz555njd4jf3375ostnmdmm 2979 2 brave brave JJ work_xrosz555njd4jf3375ostnmdmm 2979 3 new new JJ work_xrosz555njd4jf3375ostnmdmm 2979 4 world world NN work_xrosz555njd4jf3375ostnmdmm 2979 5 of of IN work_xrosz555njd4jf3375ostnmdmm 2979 6 eHR eHR NNP work_xrosz555njd4jf3375ostnmdmm 2979 7 . . . work_xrosz555njd4jf3375ostnmdmm 2980 1 John John NNP work_xrosz555njd4jf3375ostnmdmm 2980 2 Wiley Wiley NNP work_xrosz555njd4jf3375ostnmdmm 2980 3 & & CC work_xrosz555njd4jf3375ostnmdmm 2980 4 Sons Sons NNPS work_xrosz555njd4jf3375ostnmdmm 2980 5 , , , work_xrosz555njd4jf3375ostnmdmm 2980 6 2006 2006 CD work_xrosz555njd4jf3375ostnmdmm 2980 7 . . . work_xrosz555njd4jf3375ostnmdmm 2981 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2981 2 19 19 CD work_xrosz555njd4jf3375ostnmdmm 2981 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2981 4 Jerry Jerry NNP work_xrosz555njd4jf3375ostnmdmm 2981 5 R R NNP work_xrosz555njd4jf3375ostnmdmm 2981 6 Hobbs Hobbs NNP work_xrosz555njd4jf3375ostnmdmm 2981 7 , , , work_xrosz555njd4jf3375ostnmdmm 2981 8 Douglas Douglas NNP work_xrosz555njd4jf3375ostnmdmm 2981 9 Appelt Appelt NNP work_xrosz555njd4jf3375ostnmdmm 2981 10 , , , work_xrosz555njd4jf3375ostnmdmm 2981 11 John John NNP work_xrosz555njd4jf3375ostnmdmm 2981 12 Bear Bear NNP work_xrosz555njd4jf3375ostnmdmm 2981 13 , , , work_xrosz555njd4jf3375ostnmdmm 2981 14 David David NNP work_xrosz555njd4jf3375ostnmdmm 2981 15 Israel Israel NNP work_xrosz555njd4jf3375ostnmdmm 2981 16 , , , work_xrosz555njd4jf3375ostnmdmm 2981 17 Megumi Megumi NNP work_xrosz555njd4jf3375ostnmdmm 2981 18 Kameyama Kameyama NNP work_xrosz555njd4jf3375ostnmdmm 2981 19 , , , work_xrosz555njd4jf3375ostnmdmm 2981 20 Mark Mark NNP work_xrosz555njd4jf3375ostnmdmm 2981 21 Stickel Stickel NNP work_xrosz555njd4jf3375ostnmdmm 2981 22 , , , work_xrosz555njd4jf3375ostnmdmm 2981 23 and and CC work_xrosz555njd4jf3375ostnmdmm 2981 24 Mabry Mabry NNP work_xrosz555njd4jf3375ostnmdmm 2981 25 Tyson Tyson NNP work_xrosz555njd4jf3375ostnmdmm 2981 26 . . . work_xrosz555njd4jf3375ostnmdmm 2982 1 13 13 CD work_xrosz555njd4jf3375ostnmdmm 2982 2 fastus fastus NN work_xrosz555njd4jf3375ostnmdmm 2982 3 : : : work_xrosz555njd4jf3375ostnmdmm 2982 4 A a DT work_xrosz555njd4jf3375ostnmdmm 2982 5 cascaded cascade VBN work_xrosz555njd4jf3375ostnmdmm 2982 6 finite finite JJ work_xrosz555njd4jf3375ostnmdmm 2982 7 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2982 8 state state NN work_xrosz555njd4jf3375ostnmdmm 2982 9 transducer transducer NN work_xrosz555njd4jf3375ostnmdmm 2982 10 for for IN work_xrosz555njd4jf3375ostnmdmm 2982 11 extracting extract VBG work_xrosz555njd4jf3375ostnmdmm 2982 12 information information NN work_xrosz555njd4jf3375ostnmdmm 2982 13 from from IN work_xrosz555njd4jf3375ostnmdmm 2982 14 natural natural JJ work_xrosz555njd4jf3375ostnmdmm 2982 15 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2982 16 language language NN work_xrosz555njd4jf3375ostnmdmm 2982 17 text text NN work_xrosz555njd4jf3375ostnmdmm 2982 18 . . . work_xrosz555njd4jf3375ostnmdmm 2983 1 Finite Finite NNP work_xrosz555njd4jf3375ostnmdmm 2983 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2983 3 State State NNP work_xrosz555njd4jf3375ostnmdmm 2983 4 Language Language NNP work_xrosz555njd4jf3375ostnmdmm 2983 5 Processing Processing NNP work_xrosz555njd4jf3375ostnmdmm 2983 6 , , , work_xrosz555njd4jf3375ostnmdmm 2983 7 page page NN work_xrosz555njd4jf3375ostnmdmm 2983 8 383 383 CD work_xrosz555njd4jf3375ostnmdmm 2983 9 , , , work_xrosz555njd4jf3375ostnmdmm 2983 10 1997 1997 CD work_xrosz555njd4jf3375ostnmdmm 2983 11 . . . work_xrosz555njd4jf3375ostnmdmm 2984 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2984 2 20 20 CD work_xrosz555njd4jf3375ostnmdmm 2984 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2984 4 Jay Jay NNP work_xrosz555njd4jf3375ostnmdmm 2984 5 J J NNP work_xrosz555njd4jf3375ostnmdmm 2984 6 Jiang Jiang NNP work_xrosz555njd4jf3375ostnmdmm 2984 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2984 8 David David NNP work_xrosz555njd4jf3375ostnmdmm 2984 9 W W NNP work_xrosz555njd4jf3375ostnmdmm 2984 10 Conrath Conrath NNP work_xrosz555njd4jf3375ostnmdmm 2984 11 . . . work_xrosz555njd4jf3375ostnmdmm 2985 1 Semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 2985 2 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2985 3 based base VBN work_xrosz555njd4jf3375ostnmdmm 2985 4 on on IN work_xrosz555njd4jf3375ostnmdmm 2985 5 corpus corpus NNP work_xrosz555njd4jf3375ostnmdmm 2985 6 statistics statistic NNS work_xrosz555njd4jf3375ostnmdmm 2985 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2985 8 lexical lexical JJ work_xrosz555njd4jf3375ostnmdmm 2985 9 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 2985 10 . . . work_xrosz555njd4jf3375ostnmdmm 2986 1 ArXiv ArXiv NNP work_xrosz555njd4jf3375ostnmdmm 2986 2 Preprint Preprint NNP work_xrosz555njd4jf3375ostnmdmm 2986 3 Cmp Cmp NNP work_xrosz555njd4jf3375ostnmdmm 2986 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 2986 5 lg/9709008 lg/9709008 NNP work_xrosz555njd4jf3375ostnmdmm 2986 6 , , , work_xrosz555njd4jf3375ostnmdmm 2986 7 1997 1997 CD work_xrosz555njd4jf3375ostnmdmm 2986 8 . . . work_xrosz555njd4jf3375ostnmdmm 2987 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2987 2 21 21 CD work_xrosz555njd4jf3375ostnmdmm 2987 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2987 4 V v NN work_xrosz555njd4jf3375ostnmdmm 2987 5 Senthil Senthil NNP work_xrosz555njd4jf3375ostnmdmm 2987 6 Kumaran Kumaran NNP work_xrosz555njd4jf3375ostnmdmm 2987 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2987 8 A a DT work_xrosz555njd4jf3375ostnmdmm 2987 9 Sankar Sankar NNP work_xrosz555njd4jf3375ostnmdmm 2987 10 . . . work_xrosz555njd4jf3375ostnmdmm 2988 1 Towards towards IN work_xrosz555njd4jf3375ostnmdmm 2988 2 an an DT work_xrosz555njd4jf3375ostnmdmm 2988 3 automated automated JJ work_xrosz555njd4jf3375ostnmdmm 2988 4 system system NN work_xrosz555njd4jf3375ostnmdmm 2988 5 for for IN work_xrosz555njd4jf3375ostnmdmm 2988 6 intelli- intelli- NNP work_xrosz555njd4jf3375ostnmdmm 2988 7 gent gent NN work_xrosz555njd4jf3375ostnmdmm 2988 8 screening screening NN work_xrosz555njd4jf3375ostnmdmm 2988 9 of of IN work_xrosz555njd4jf3375ostnmdmm 2988 10 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 2988 11 for for IN work_xrosz555njd4jf3375ostnmdmm 2988 12 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 2988 13 using use VBG work_xrosz555njd4jf3375ostnmdmm 2988 14 ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 2988 15 mapping mapping NN work_xrosz555njd4jf3375ostnmdmm 2988 16 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 2988 17 expert expert NN work_xrosz555njd4jf3375ostnmdmm 2988 18 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 2988 19 . . . work_xrosz555njd4jf3375ostnmdmm 2989 1 International International NNP work_xrosz555njd4jf3375ostnmdmm 2989 2 Journal Journal NNP work_xrosz555njd4jf3375ostnmdmm 2989 3 of of IN work_xrosz555njd4jf3375ostnmdmm 2989 4 Metadata Metadata NNP work_xrosz555njd4jf3375ostnmdmm 2989 5 , , , work_xrosz555njd4jf3375ostnmdmm 2989 6 Semantics Semantics NNPS work_xrosz555njd4jf3375ostnmdmm 2989 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2989 8 Ontologies Ontologies NNP work_xrosz555njd4jf3375ostnmdmm 2989 9 , , , work_xrosz555njd4jf3375ostnmdmm 2989 10 8(1):56–64 8(1):56–64 CD work_xrosz555njd4jf3375ostnmdmm 2989 11 , , , work_xrosz555njd4jf3375ostnmdmm 2989 12 2013 2013 CD work_xrosz555njd4jf3375ostnmdmm 2989 13 . . . work_xrosz555njd4jf3375ostnmdmm 2990 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2990 2 22 22 CD work_xrosz555njd4jf3375ostnmdmm 2990 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2990 4 John John NNP work_xrosz555njd4jf3375ostnmdmm 2990 5 Lafferty Lafferty NNP work_xrosz555njd4jf3375ostnmdmm 2990 6 , , , work_xrosz555njd4jf3375ostnmdmm 2990 7 Andrew Andrew NNP work_xrosz555njd4jf3375ostnmdmm 2990 8 McCallum McCallum NNP work_xrosz555njd4jf3375ostnmdmm 2990 9 , , , work_xrosz555njd4jf3375ostnmdmm 2990 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2990 11 Fernando Fernando NNP work_xrosz555njd4jf3375ostnmdmm 2990 12 CN CN NNP work_xrosz555njd4jf3375ostnmdmm 2990 13 Pereira Pereira NNP work_xrosz555njd4jf3375ostnmdmm 2990 14 . . . work_xrosz555njd4jf3375ostnmdmm 2991 1 Conditional conditional JJ work_xrosz555njd4jf3375ostnmdmm 2991 2 ran- ran- NN work_xrosz555njd4jf3375ostnmdmm 2991 3 dom dom NN work_xrosz555njd4jf3375ostnmdmm 2991 4 fields field NNS work_xrosz555njd4jf3375ostnmdmm 2991 5 : : : work_xrosz555njd4jf3375ostnmdmm 2991 6 Probabilistic probabilistic JJ work_xrosz555njd4jf3375ostnmdmm 2991 7 models model NNS work_xrosz555njd4jf3375ostnmdmm 2991 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2991 9 segmenting segmenting NN work_xrosz555njd4jf3375ostnmdmm 2991 10 and and CC work_xrosz555njd4jf3375ostnmdmm 2991 11 labeling label VBG work_xrosz555njd4jf3375ostnmdmm 2991 12 sequence sequence NN work_xrosz555njd4jf3375ostnmdmm 2991 13 data datum NNS work_xrosz555njd4jf3375ostnmdmm 2991 14 . . . work_xrosz555njd4jf3375ostnmdmm 2992 1 2001 2001 CD work_xrosz555njd4jf3375ostnmdmm 2992 2 . . . work_xrosz555njd4jf3375ostnmdmm 2993 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2993 2 23 23 CD work_xrosz555njd4jf3375ostnmdmm 2993 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2993 4 Claudia Claudia NNP work_xrosz555njd4jf3375ostnmdmm 2993 5 Leacock Leacock NNP work_xrosz555njd4jf3375ostnmdmm 2993 6 and and CC work_xrosz555njd4jf3375ostnmdmm 2993 7 Martin Martin NNP work_xrosz555njd4jf3375ostnmdmm 2993 8 Chodorow Chodorow NNP work_xrosz555njd4jf3375ostnmdmm 2993 9 . . . work_xrosz555njd4jf3375ostnmdmm 2994 1 Combining combine VBG work_xrosz555njd4jf3375ostnmdmm 2994 2 local local JJ work_xrosz555njd4jf3375ostnmdmm 2994 3 context context NN work_xrosz555njd4jf3375ostnmdmm 2994 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2994 5 word- word- NN work_xrosz555njd4jf3375ostnmdmm 2994 6 net net JJ work_xrosz555njd4jf3375ostnmdmm 2994 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 2994 8 for for IN work_xrosz555njd4jf3375ostnmdmm 2994 9 word word NN work_xrosz555njd4jf3375ostnmdmm 2994 10 sense sense NN work_xrosz555njd4jf3375ostnmdmm 2994 11 identification identification NN work_xrosz555njd4jf3375ostnmdmm 2994 12 . . . work_xrosz555njd4jf3375ostnmdmm 2995 1 WordNet WordNet NNP work_xrosz555njd4jf3375ostnmdmm 2995 2 : : : work_xrosz555njd4jf3375ostnmdmm 2995 3 An an DT work_xrosz555njd4jf3375ostnmdmm 2995 4 Electronic Electronic NNP work_xrosz555njd4jf3375ostnmdmm 2995 5 Lexical Lexical NNP work_xrosz555njd4jf3375ostnmdmm 2995 6 Database Database NNP work_xrosz555njd4jf3375ostnmdmm 2995 7 , , , work_xrosz555njd4jf3375ostnmdmm 2995 8 49(2):265–283 49(2):265–283 CD work_xrosz555njd4jf3375ostnmdmm 2995 9 , , , work_xrosz555njd4jf3375ostnmdmm 2995 10 1998 1998 CD work_xrosz555njd4jf3375ostnmdmm 2995 11 . . . work_xrosz555njd4jf3375ostnmdmm 2996 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 2996 2 24 24 CD work_xrosz555njd4jf3375ostnmdmm 2996 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 2996 4 Danielle Danielle NNP work_xrosz555njd4jf3375ostnmdmm 2996 5 H H NNP work_xrosz555njd4jf3375ostnmdmm 2996 6 Lee Lee NNP work_xrosz555njd4jf3375ostnmdmm 2996 7 and and CC work_xrosz555njd4jf3375ostnmdmm 2996 8 Peter Peter NNP work_xrosz555njd4jf3375ostnmdmm 2996 9 Brusilovsky Brusilovsky NNP work_xrosz555njd4jf3375ostnmdmm 2996 10 . . . work_xrosz555njd4jf3375ostnmdmm 2997 1 Fighting fight VBG work_xrosz555njd4jf3375ostnmdmm 2997 2 information information NN work_xrosz555njd4jf3375ostnmdmm 2997 3 overflow overflow IN work_xrosz555njd4jf3375ostnmdmm 2997 4 with with IN work_xrosz555njd4jf3375ostnmdmm 2997 5 per- per- RB work_xrosz555njd4jf3375ostnmdmm 2997 6 sonalized sonalize VBN work_xrosz555njd4jf3375ostnmdmm 2997 7 comprehensive comprehensive JJ work_xrosz555njd4jf3375ostnmdmm 2997 8 information information NN work_xrosz555njd4jf3375ostnmdmm 2997 9 access access NN work_xrosz555njd4jf3375ostnmdmm 2997 10 : : : work_xrosz555njd4jf3375ostnmdmm 2997 11 A a DT work_xrosz555njd4jf3375ostnmdmm 2997 12 proactive proactive JJ work_xrosz555njd4jf3375ostnmdmm 2997 13 job job NN work_xrosz555njd4jf3375ostnmdmm 2997 14 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 2997 15 . . . work_xrosz555njd4jf3375ostnmdmm 2998 1 In in IN work_xrosz555njd4jf3375ostnmdmm 2998 2 64 64 CD work_xrosz555njd4jf3375ostnmdmm 2998 3 Autonomic Autonomic NNP work_xrosz555njd4jf3375ostnmdmm 2998 4 and and CC work_xrosz555njd4jf3375ostnmdmm 2998 5 Autonomous Autonomous NNP work_xrosz555njd4jf3375ostnmdmm 2998 6 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 2998 7 , , , work_xrosz555njd4jf3375ostnmdmm 2998 8 2007 2007 CD work_xrosz555njd4jf3375ostnmdmm 2998 9 . . . work_xrosz555njd4jf3375ostnmdmm 2999 1 ICAS07 ICAS07 NNP work_xrosz555njd4jf3375ostnmdmm 2999 2 . . . work_xrosz555njd4jf3375ostnmdmm 3000 1 Third Third NNP work_xrosz555njd4jf3375ostnmdmm 3000 2 International International NNP work_xrosz555njd4jf3375ostnmdmm 3000 3 Con- Con- NNP work_xrosz555njd4jf3375ostnmdmm 3000 4 ference ference NN work_xrosz555njd4jf3375ostnmdmm 3000 5 on on IN work_xrosz555njd4jf3375ostnmdmm 3000 6 , , , work_xrosz555njd4jf3375ostnmdmm 3000 7 pages page NNS work_xrosz555njd4jf3375ostnmdmm 3000 8 21–21 21–21 CD work_xrosz555njd4jf3375ostnmdmm 3000 9 . . . work_xrosz555njd4jf3375ostnmdmm 3001 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3001 2 , , , work_xrosz555njd4jf3375ostnmdmm 3001 3 2007 2007 CD work_xrosz555njd4jf3375ostnmdmm 3001 4 . . . work_xrosz555njd4jf3375ostnmdmm 3002 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3002 2 25 25 CD work_xrosz555njd4jf3375ostnmdmm 3002 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3002 4 Wendy Wendy NNP work_xrosz555njd4jf3375ostnmdmm 3002 5 Lehnert Lehnert NNP work_xrosz555njd4jf3375ostnmdmm 3002 6 , , , work_xrosz555njd4jf3375ostnmdmm 3002 7 Claire Claire NNP work_xrosz555njd4jf3375ostnmdmm 3002 8 Cardie Cardie NNP work_xrosz555njd4jf3375ostnmdmm 3002 9 , , , work_xrosz555njd4jf3375ostnmdmm 3002 10 David David NNP work_xrosz555njd4jf3375ostnmdmm 3002 11 Fisher Fisher NNP work_xrosz555njd4jf3375ostnmdmm 3002 12 , , , work_xrosz555njd4jf3375ostnmdmm 3002 13 Ellen Ellen NNP work_xrosz555njd4jf3375ostnmdmm 3002 14 Riloff Riloff NNP work_xrosz555njd4jf3375ostnmdmm 3002 15 , , , work_xrosz555njd4jf3375ostnmdmm 3002 16 and and CC work_xrosz555njd4jf3375ostnmdmm 3002 17 Robert Robert NNP work_xrosz555njd4jf3375ostnmdmm 3002 18 Williams Williams NNP work_xrosz555njd4jf3375ostnmdmm 3002 19 . . . work_xrosz555njd4jf3375ostnmdmm 3003 1 University University NNP work_xrosz555njd4jf3375ostnmdmm 3003 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3003 3 massachusetts massachusetts NNP work_xrosz555njd4jf3375ostnmdmm 3003 4 : : : work_xrosz555njd4jf3375ostnmdmm 3003 5 Description description NN work_xrosz555njd4jf3375ostnmdmm 3003 6 of of IN work_xrosz555njd4jf3375ostnmdmm 3003 7 the the DT work_xrosz555njd4jf3375ostnmdmm 3003 8 circus circus NN work_xrosz555njd4jf3375ostnmdmm 3003 9 system system NN work_xrosz555njd4jf3375ostnmdmm 3003 10 as as IN work_xrosz555njd4jf3375ostnmdmm 3003 11 used use VBN work_xrosz555njd4jf3375ostnmdmm 3003 12 for for IN work_xrosz555njd4jf3375ostnmdmm 3003 13 muc-3 muc-3 NNP work_xrosz555njd4jf3375ostnmdmm 3003 14 . . . work_xrosz555njd4jf3375ostnmdmm 3004 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3004 2 Proceedings Proceedings NNP work_xrosz555njd4jf3375ostnmdmm 3004 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3004 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3004 5 3rd 3rd JJ work_xrosz555njd4jf3375ostnmdmm 3004 6 conference conference NN work_xrosz555njd4jf3375ostnmdmm 3004 7 on on IN work_xrosz555njd4jf3375ostnmdmm 3004 8 Message message NN work_xrosz555njd4jf3375ostnmdmm 3004 9 understanding understanding NN work_xrosz555njd4jf3375ostnmdmm 3004 10 , , , work_xrosz555njd4jf3375ostnmdmm 3004 11 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3004 12 223–233 223–233 CD work_xrosz555njd4jf3375ostnmdmm 3004 13 . . . work_xrosz555njd4jf3375ostnmdmm 3005 1 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 3005 2 for for IN work_xrosz555njd4jf3375ostnmdmm 3005 3 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 3005 4 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 3005 5 , , , work_xrosz555njd4jf3375ostnmdmm 3005 6 1991 1991 CD work_xrosz555njd4jf3375ostnmdmm 3005 7 . . . work_xrosz555njd4jf3375ostnmdmm 3006 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3006 2 26 26 CD work_xrosz555njd4jf3375ostnmdmm 3006 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3006 4 Dekang Dekang NNP work_xrosz555njd4jf3375ostnmdmm 3006 5 Lin Lin NNP work_xrosz555njd4jf3375ostnmdmm 3006 6 . . . work_xrosz555njd4jf3375ostnmdmm 3007 1 An an DT work_xrosz555njd4jf3375ostnmdmm 3007 2 information information NN work_xrosz555njd4jf3375ostnmdmm 3007 3 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3007 4 theoretic theoretic JJ work_xrosz555njd4jf3375ostnmdmm 3007 5 definition definition NN work_xrosz555njd4jf3375ostnmdmm 3007 6 of of IN work_xrosz555njd4jf3375ostnmdmm 3007 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 3007 8 . . . work_xrosz555njd4jf3375ostnmdmm 3008 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3008 2 ICML ICML NNP work_xrosz555njd4jf3375ostnmdmm 3008 3 , , , work_xrosz555njd4jf3375ostnmdmm 3008 4 vol- vol- JJ work_xrosz555njd4jf3375ostnmdmm 3008 5 ume ume NNP work_xrosz555njd4jf3375ostnmdmm 3008 6 98 98 CD work_xrosz555njd4jf3375ostnmdmm 3008 7 , , , work_xrosz555njd4jf3375ostnmdmm 3008 8 pages page NNS work_xrosz555njd4jf3375ostnmdmm 3008 9 296–304 296–304 CD work_xrosz555njd4jf3375ostnmdmm 3008 10 , , , work_xrosz555njd4jf3375ostnmdmm 3008 11 1998 1998 CD work_xrosz555njd4jf3375ostnmdmm 3008 12 . . . work_xrosz555njd4jf3375ostnmdmm 3009 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3009 2 27 27 CD work_xrosz555njd4jf3375ostnmdmm 3009 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3009 4 Ping Ping NNP work_xrosz555njd4jf3375ostnmdmm 3009 5 Liu Liu NNP work_xrosz555njd4jf3375ostnmdmm 3009 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3009 7 Peter Peter NNP work_xrosz555njd4jf3375ostnmdmm 3009 8 Dew Dew NNP work_xrosz555njd4jf3375ostnmdmm 3009 9 . . . work_xrosz555njd4jf3375ostnmdmm 3010 1 Using use VBG work_xrosz555njd4jf3375ostnmdmm 3010 2 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3010 3 web web NN work_xrosz555njd4jf3375ostnmdmm 3010 4 technologies technology NNS work_xrosz555njd4jf3375ostnmdmm 3010 5 to to TO work_xrosz555njd4jf3375ostnmdmm 3010 6 improve improve VB work_xrosz555njd4jf3375ostnmdmm 3010 7 expertise expertise NN work_xrosz555njd4jf3375ostnmdmm 3010 8 matching matching NN work_xrosz555njd4jf3375ostnmdmm 3010 9 within within IN work_xrosz555njd4jf3375ostnmdmm 3010 10 academia academia NN work_xrosz555njd4jf3375ostnmdmm 3010 11 . . . work_xrosz555njd4jf3375ostnmdmm 3011 1 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3011 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3011 3 I I NNP work_xrosz555njd4jf3375ostnmdmm 3011 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3011 5 Know know VB work_xrosz555njd4jf3375ostnmdmm 3011 6 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 3011 7 Graz Graz NNP work_xrosz555njd4jf3375ostnmdmm 3011 8 , , , work_xrosz555njd4jf3375ostnmdmm 3011 9 Austria Austria NNP work_xrosz555njd4jf3375ostnmdmm 3011 10 , , , work_xrosz555njd4jf3375ostnmdmm 3011 11 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3011 12 370 370 CD work_xrosz555njd4jf3375ostnmdmm 3011 13 – – : work_xrosz555njd4jf3375ostnmdmm 3011 14 378 378 CD work_xrosz555njd4jf3375ostnmdmm 3011 15 , , , work_xrosz555njd4jf3375ostnmdmm 3011 16 2004 2004 CD work_xrosz555njd4jf3375ostnmdmm 3011 17 . . . work_xrosz555njd4jf3375ostnmdmm 3012 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3012 2 28 28 CD work_xrosz555njd4jf3375ostnmdmm 3012 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3012 4 Yao Yao NNP work_xrosz555njd4jf3375ostnmdmm 3012 5 Lu Lu NNP work_xrosz555njd4jf3375ostnmdmm 3012 6 , , , work_xrosz555njd4jf3375ostnmdmm 3012 7 Sandy Sandy NNP work_xrosz555njd4jf3375ostnmdmm 3012 8 El El NNP work_xrosz555njd4jf3375ostnmdmm 3012 9 Helou Helou NNP work_xrosz555njd4jf3375ostnmdmm 3012 10 , , , work_xrosz555njd4jf3375ostnmdmm 3012 11 and and CC work_xrosz555njd4jf3375ostnmdmm 3012 12 Denis Denis NNP work_xrosz555njd4jf3375ostnmdmm 3012 13 Gillet Gillet NNP work_xrosz555njd4jf3375ostnmdmm 3012 14 . . . work_xrosz555njd4jf3375ostnmdmm 3013 1 A a DT work_xrosz555njd4jf3375ostnmdmm 3013 2 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 3013 3 system system NN work_xrosz555njd4jf3375ostnmdmm 3013 4 for for IN work_xrosz555njd4jf3375ostnmdmm 3013 5 job job NN work_xrosz555njd4jf3375ostnmdmm 3013 6 seek- seek- NNP work_xrosz555njd4jf3375ostnmdmm 3013 7 ing ing NNP work_xrosz555njd4jf3375ostnmdmm 3013 8 and and CC work_xrosz555njd4jf3375ostnmdmm 3013 9 recruiting recruiting NN work_xrosz555njd4jf3375ostnmdmm 3013 10 website website NN work_xrosz555njd4jf3375ostnmdmm 3013 11 . . . work_xrosz555njd4jf3375ostnmdmm 3014 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3014 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3014 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3014 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3014 5 22nd 22nd JJ work_xrosz555njd4jf3375ostnmdmm 3014 6 international international JJ work_xrosz555njd4jf3375ostnmdmm 3014 7 conference conference NN work_xrosz555njd4jf3375ostnmdmm 3014 8 on on IN work_xrosz555njd4jf3375ostnmdmm 3014 9 World World NNP work_xrosz555njd4jf3375ostnmdmm 3014 10 Wide Wide NNP work_xrosz555njd4jf3375ostnmdmm 3014 11 Web web NN work_xrosz555njd4jf3375ostnmdmm 3014 12 companion companion NN work_xrosz555njd4jf3375ostnmdmm 3014 13 , , , work_xrosz555njd4jf3375ostnmdmm 3014 14 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3014 15 963–966 963–966 CD work_xrosz555njd4jf3375ostnmdmm 3014 16 . . . work_xrosz555njd4jf3375ostnmdmm 3015 1 International international JJ work_xrosz555njd4jf3375ostnmdmm 3015 2 World World NNP work_xrosz555njd4jf3375ostnmdmm 3015 3 Wide wide JJ work_xrosz555njd4jf3375ostnmdmm 3015 4 Web web NN work_xrosz555njd4jf3375ostnmdmm 3015 5 Conferences Conferences NNPS work_xrosz555njd4jf3375ostnmdmm 3015 6 Steering Steering NNP work_xrosz555njd4jf3375ostnmdmm 3015 7 Committee Committee NNP work_xrosz555njd4jf3375ostnmdmm 3015 8 , , , work_xrosz555njd4jf3375ostnmdmm 3015 9 2013 2013 CD work_xrosz555njd4jf3375ostnmdmm 3015 10 . . . work_xrosz555njd4jf3375ostnmdmm 3016 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3016 2 29 29 CD work_xrosz555njd4jf3375ostnmdmm 3016 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3016 4 Jochen Jochen NNP work_xrosz555njd4jf3375ostnmdmm 3016 5 Malinowski Malinowski NNP work_xrosz555njd4jf3375ostnmdmm 3016 6 , , , work_xrosz555njd4jf3375ostnmdmm 3016 7 Tobias Tobias NNP work_xrosz555njd4jf3375ostnmdmm 3016 8 Keim Keim NNP work_xrosz555njd4jf3375ostnmdmm 3016 9 , , , work_xrosz555njd4jf3375ostnmdmm 3016 10 Oliver Oliver NNP work_xrosz555njd4jf3375ostnmdmm 3016 11 Wendt Wendt NNP work_xrosz555njd4jf3375ostnmdmm 3016 12 , , , work_xrosz555njd4jf3375ostnmdmm 3016 13 and and CC work_xrosz555njd4jf3375ostnmdmm 3016 14 Tim Tim NNP work_xrosz555njd4jf3375ostnmdmm 3016 15 Weitzel Weitzel NNP work_xrosz555njd4jf3375ostnmdmm 3016 16 . . . work_xrosz555njd4jf3375ostnmdmm 3017 1 Matching match VBG work_xrosz555njd4jf3375ostnmdmm 3017 2 people people NNS work_xrosz555njd4jf3375ostnmdmm 3017 3 and and CC work_xrosz555njd4jf3375ostnmdmm 3017 4 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 3017 5 : : : work_xrosz555njd4jf3375ostnmdmm 3017 6 A a DT work_xrosz555njd4jf3375ostnmdmm 3017 7 bilateral bilateral JJ work_xrosz555njd4jf3375ostnmdmm 3017 8 recommendation recommendation NN work_xrosz555njd4jf3375ostnmdmm 3017 9 approach approach NN work_xrosz555njd4jf3375ostnmdmm 3017 10 . . . work_xrosz555njd4jf3375ostnmdmm 3018 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3018 2 System System NNP work_xrosz555njd4jf3375ostnmdmm 3018 3 Sciences Sciences NNPS work_xrosz555njd4jf3375ostnmdmm 3018 4 , , , work_xrosz555njd4jf3375ostnmdmm 3018 5 2006 2006 CD work_xrosz555njd4jf3375ostnmdmm 3018 6 . . . work_xrosz555njd4jf3375ostnmdmm 3019 1 HICSS’06 hicss’06 NN work_xrosz555njd4jf3375ostnmdmm 3019 2 . . . work_xrosz555njd4jf3375ostnmdmm 3020 1 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3020 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3020 3 the the DT work_xrosz555njd4jf3375ostnmdmm 3020 4 39th 39th JJ work_xrosz555njd4jf3375ostnmdmm 3020 5 Annual Annual NNP work_xrosz555njd4jf3375ostnmdmm 3020 6 Hawaii Hawaii NNP work_xrosz555njd4jf3375ostnmdmm 3020 7 International International NNP work_xrosz555njd4jf3375ostnmdmm 3020 8 Confer- Confer- NNP work_xrosz555njd4jf3375ostnmdmm 3020 9 ence ence NN work_xrosz555njd4jf3375ostnmdmm 3020 10 on on IN work_xrosz555njd4jf3375ostnmdmm 3020 11 , , , work_xrosz555njd4jf3375ostnmdmm 3020 12 volume volume NN work_xrosz555njd4jf3375ostnmdmm 3020 13 6 6 CD work_xrosz555njd4jf3375ostnmdmm 3020 14 , , , work_xrosz555njd4jf3375ostnmdmm 3020 15 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3020 16 137c–137c 137c–137c CD work_xrosz555njd4jf3375ostnmdmm 3020 17 . . . work_xrosz555njd4jf3375ostnmdmm 3021 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3021 2 , , , work_xrosz555njd4jf3375ostnmdmm 3021 3 2006 2006 CD work_xrosz555njd4jf3375ostnmdmm 3021 4 . . . work_xrosz555njd4jf3375ostnmdmm 3022 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3022 2 30 30 CD work_xrosz555njd4jf3375ostnmdmm 3022 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3022 4 Christopher Christopher NNP work_xrosz555njd4jf3375ostnmdmm 3022 5 D D NNP work_xrosz555njd4jf3375ostnmdmm 3022 6 Manning Manning NNP work_xrosz555njd4jf3375ostnmdmm 3022 7 , , , work_xrosz555njd4jf3375ostnmdmm 3022 8 Prabhakar Prabhakar NNP work_xrosz555njd4jf3375ostnmdmm 3022 9 Raghavan Raghavan NNP work_xrosz555njd4jf3375ostnmdmm 3022 10 , , , work_xrosz555njd4jf3375ostnmdmm 3022 11 and and CC work_xrosz555njd4jf3375ostnmdmm 3022 12 Hinrich Hinrich NNP work_xrosz555njd4jf3375ostnmdmm 3022 13 Schütze Schütze NNP work_xrosz555njd4jf3375ostnmdmm 3022 14 . . . work_xrosz555njd4jf3375ostnmdmm 3023 1 Introduc- Introduc- NNP work_xrosz555njd4jf3375ostnmdmm 3023 2 tion tion NN work_xrosz555njd4jf3375ostnmdmm 3023 3 to to IN work_xrosz555njd4jf3375ostnmdmm 3023 4 information information NN work_xrosz555njd4jf3375ostnmdmm 3023 5 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 3023 6 , , , work_xrosz555njd4jf3375ostnmdmm 3023 7 volume volume NN work_xrosz555njd4jf3375ostnmdmm 3023 8 1 1 CD work_xrosz555njd4jf3375ostnmdmm 3023 9 . . . work_xrosz555njd4jf3375ostnmdmm 3024 1 Cambridge Cambridge NNP work_xrosz555njd4jf3375ostnmdmm 3024 2 university university NNP work_xrosz555njd4jf3375ostnmdmm 3024 3 press press NN work_xrosz555njd4jf3375ostnmdmm 3024 4 Cambridge Cambridge NNP work_xrosz555njd4jf3375ostnmdmm 3024 5 , , , work_xrosz555njd4jf3375ostnmdmm 3024 6 2008 2008 CD work_xrosz555njd4jf3375ostnmdmm 3024 7 . . . work_xrosz555njd4jf3375ostnmdmm 3025 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3025 2 31 31 CD work_xrosz555njd4jf3375ostnmdmm 3025 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3025 4 George George NNP work_xrosz555njd4jf3375ostnmdmm 3025 5 A A NNP work_xrosz555njd4jf3375ostnmdmm 3025 6 Miller Miller NNP work_xrosz555njd4jf3375ostnmdmm 3025 7 . . . work_xrosz555njd4jf3375ostnmdmm 3026 1 Wordnet wordnet NN work_xrosz555njd4jf3375ostnmdmm 3026 2 : : : work_xrosz555njd4jf3375ostnmdmm 3026 3 A a DT work_xrosz555njd4jf3375ostnmdmm 3026 4 lexical lexical JJ work_xrosz555njd4jf3375ostnmdmm 3026 5 database database NN work_xrosz555njd4jf3375ostnmdmm 3026 6 for for IN work_xrosz555njd4jf3375ostnmdmm 3026 7 english english NNP work_xrosz555njd4jf3375ostnmdmm 3026 8 . . . work_xrosz555njd4jf3375ostnmdmm 3027 1 Communications communication NNS work_xrosz555njd4jf3375ostnmdmm 3027 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3027 3 the the DT work_xrosz555njd4jf3375ostnmdmm 3027 4 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3027 5 , , , work_xrosz555njd4jf3375ostnmdmm 3027 6 38(11):39–41 38(11):39–41 CD work_xrosz555njd4jf3375ostnmdmm 3027 7 , , , work_xrosz555njd4jf3375ostnmdmm 3027 8 1995 1995 CD work_xrosz555njd4jf3375ostnmdmm 3027 9 . . . work_xrosz555njd4jf3375ostnmdmm 3028 1 65 65 CD work_xrosz555njd4jf3375ostnmdmm 3028 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3028 3 32 32 CD work_xrosz555njd4jf3375ostnmdmm 3028 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3028 5 Natalya Natalya NNP work_xrosz555njd4jf3375ostnmdmm 3028 6 F F NNP work_xrosz555njd4jf3375ostnmdmm 3028 7 Noy Noy NNP work_xrosz555njd4jf3375ostnmdmm 3028 8 , , , work_xrosz555njd4jf3375ostnmdmm 3028 9 Michael Michael NNP work_xrosz555njd4jf3375ostnmdmm 3028 10 Sintek Sintek NNP work_xrosz555njd4jf3375ostnmdmm 3028 11 , , , work_xrosz555njd4jf3375ostnmdmm 3028 12 Stefan Stefan NNP work_xrosz555njd4jf3375ostnmdmm 3028 13 Decker Decker NNP work_xrosz555njd4jf3375ostnmdmm 3028 14 , , , work_xrosz555njd4jf3375ostnmdmm 3028 15 Monica Monica NNP work_xrosz555njd4jf3375ostnmdmm 3028 16 Crubézy Crubézy NNP work_xrosz555njd4jf3375ostnmdmm 3028 17 , , , work_xrosz555njd4jf3375ostnmdmm 3028 18 Ray Ray NNP work_xrosz555njd4jf3375ostnmdmm 3028 19 W W NNP work_xrosz555njd4jf3375ostnmdmm 3028 20 Ferg- Ferg- NNP work_xrosz555njd4jf3375ostnmdmm 3028 21 erson erson NNP work_xrosz555njd4jf3375ostnmdmm 3028 22 , , , work_xrosz555njd4jf3375ostnmdmm 3028 23 and and CC work_xrosz555njd4jf3375ostnmdmm 3028 24 Mark Mark NNP work_xrosz555njd4jf3375ostnmdmm 3028 25 A A NNP work_xrosz555njd4jf3375ostnmdmm 3028 26 Musen Musen NNP work_xrosz555njd4jf3375ostnmdmm 3028 27 . . . work_xrosz555njd4jf3375ostnmdmm 3029 1 Creating create VBG work_xrosz555njd4jf3375ostnmdmm 3029 2 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3029 3 web web NN work_xrosz555njd4jf3375ostnmdmm 3029 4 contents content NNS work_xrosz555njd4jf3375ostnmdmm 3029 5 with with IN work_xrosz555njd4jf3375ostnmdmm 3029 6 protege-2000 protege-2000 NNP work_xrosz555njd4jf3375ostnmdmm 3029 7 . . . work_xrosz555njd4jf3375ostnmdmm 3030 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3030 2 Intelligent Intelligent NNP work_xrosz555njd4jf3375ostnmdmm 3030 3 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 3030 4 , , , work_xrosz555njd4jf3375ostnmdmm 3030 5 16(2):60–71 16(2):60–71 CD work_xrosz555njd4jf3375ostnmdmm 3030 6 , , , work_xrosz555njd4jf3375ostnmdmm 3030 7 2001 2001 CD work_xrosz555njd4jf3375ostnmdmm 3030 8 . . . work_xrosz555njd4jf3375ostnmdmm 3031 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3031 2 33 33 CD work_xrosz555njd4jf3375ostnmdmm 3031 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3031 4 Lawrence Lawrence NNP work_xrosz555njd4jf3375ostnmdmm 3031 5 Page Page NNP work_xrosz555njd4jf3375ostnmdmm 3031 6 , , , work_xrosz555njd4jf3375ostnmdmm 3031 7 Sergey Sergey NNP work_xrosz555njd4jf3375ostnmdmm 3031 8 Brin Brin NNP work_xrosz555njd4jf3375ostnmdmm 3031 9 , , , work_xrosz555njd4jf3375ostnmdmm 3031 10 Rajeev Rajeev NNP work_xrosz555njd4jf3375ostnmdmm 3031 11 Motwani Motwani NNP work_xrosz555njd4jf3375ostnmdmm 3031 12 , , , work_xrosz555njd4jf3375ostnmdmm 3031 13 and and CC work_xrosz555njd4jf3375ostnmdmm 3031 14 Terry Terry NNP work_xrosz555njd4jf3375ostnmdmm 3031 15 Winograd Winograd NNP work_xrosz555njd4jf3375ostnmdmm 3031 16 . . . work_xrosz555njd4jf3375ostnmdmm 3032 1 The the DT work_xrosz555njd4jf3375ostnmdmm 3032 2 pager- pager- JJ work_xrosz555njd4jf3375ostnmdmm 3032 3 ank ank NN work_xrosz555njd4jf3375ostnmdmm 3032 4 citation citation NN work_xrosz555njd4jf3375ostnmdmm 3032 5 ranking ranking NN work_xrosz555njd4jf3375ostnmdmm 3032 6 : : : work_xrosz555njd4jf3375ostnmdmm 3032 7 Bringing bring VBG work_xrosz555njd4jf3375ostnmdmm 3032 8 order order NN work_xrosz555njd4jf3375ostnmdmm 3032 9 to to IN work_xrosz555njd4jf3375ostnmdmm 3032 10 the the DT work_xrosz555njd4jf3375ostnmdmm 3032 11 web web NN work_xrosz555njd4jf3375ostnmdmm 3032 12 . . . work_xrosz555njd4jf3375ostnmdmm 3033 1 1999 1999 CD work_xrosz555njd4jf3375ostnmdmm 3033 2 . . . work_xrosz555njd4jf3375ostnmdmm 3034 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3034 2 34 34 CD work_xrosz555njd4jf3375ostnmdmm 3034 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3034 4 Roy Roy NNP work_xrosz555njd4jf3375ostnmdmm 3034 5 Rada Rada NNP work_xrosz555njd4jf3375ostnmdmm 3034 6 , , , work_xrosz555njd4jf3375ostnmdmm 3034 7 Hafedh Hafedh NNP work_xrosz555njd4jf3375ostnmdmm 3034 8 Mili Mili NNP work_xrosz555njd4jf3375ostnmdmm 3034 9 , , , work_xrosz555njd4jf3375ostnmdmm 3034 10 Ellen Ellen NNP work_xrosz555njd4jf3375ostnmdmm 3034 11 Bicknell Bicknell NNP work_xrosz555njd4jf3375ostnmdmm 3034 12 , , , work_xrosz555njd4jf3375ostnmdmm 3034 13 and and CC work_xrosz555njd4jf3375ostnmdmm 3034 14 Maria Maria NNP work_xrosz555njd4jf3375ostnmdmm 3034 15 Blettner Blettner NNP work_xrosz555njd4jf3375ostnmdmm 3034 16 . . . work_xrosz555njd4jf3375ostnmdmm 3035 1 Development development NN work_xrosz555njd4jf3375ostnmdmm 3035 2 and and CC work_xrosz555njd4jf3375ostnmdmm 3035 3 application application NN work_xrosz555njd4jf3375ostnmdmm 3035 4 of of IN work_xrosz555njd4jf3375ostnmdmm 3035 5 a a DT work_xrosz555njd4jf3375ostnmdmm 3035 6 metric metric NN work_xrosz555njd4jf3375ostnmdmm 3035 7 on on IN work_xrosz555njd4jf3375ostnmdmm 3035 8 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3035 9 nets net NNS work_xrosz555njd4jf3375ostnmdmm 3035 10 . . . work_xrosz555njd4jf3375ostnmdmm 3036 1 Systems system NNS work_xrosz555njd4jf3375ostnmdmm 3036 2 , , , work_xrosz555njd4jf3375ostnmdmm 3036 3 Man Man NNP work_xrosz555njd4jf3375ostnmdmm 3036 4 and and CC work_xrosz555njd4jf3375ostnmdmm 3036 5 Cybernetics Cybernetics NNP work_xrosz555njd4jf3375ostnmdmm 3036 6 , , , work_xrosz555njd4jf3375ostnmdmm 3036 7 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3036 8 Transactions transaction NNS work_xrosz555njd4jf3375ostnmdmm 3036 9 on on IN work_xrosz555njd4jf3375ostnmdmm 3036 10 , , , work_xrosz555njd4jf3375ostnmdmm 3036 11 19(1):17–30 19(1):17–30 CD work_xrosz555njd4jf3375ostnmdmm 3036 12 , , , work_xrosz555njd4jf3375ostnmdmm 3036 13 1989 1989 CD work_xrosz555njd4jf3375ostnmdmm 3036 14 . . . work_xrosz555njd4jf3375ostnmdmm 3037 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3037 2 35 35 CD work_xrosz555njd4jf3375ostnmdmm 3037 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3037 4 Rachael Rachael NNP work_xrosz555njd4jf3375ostnmdmm 3037 5 Rafter Rafter NNP work_xrosz555njd4jf3375ostnmdmm 3037 6 , , , work_xrosz555njd4jf3375ostnmdmm 3037 7 Keith Keith NNP work_xrosz555njd4jf3375ostnmdmm 3037 8 Bradley Bradley NNP work_xrosz555njd4jf3375ostnmdmm 3037 9 , , , work_xrosz555njd4jf3375ostnmdmm 3037 10 and and CC work_xrosz555njd4jf3375ostnmdmm 3037 11 Barry Barry NNP work_xrosz555njd4jf3375ostnmdmm 3037 12 Smyth Smyth NNP work_xrosz555njd4jf3375ostnmdmm 3037 13 . . . work_xrosz555njd4jf3375ostnmdmm 3038 1 Personalised personalise VBN work_xrosz555njd4jf3375ostnmdmm 3038 2 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 3038 3 for for IN work_xrosz555njd4jf3375ostnmdmm 3038 4 online online JJ work_xrosz555njd4jf3375ostnmdmm 3038 5 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 3038 6 services service NNS work_xrosz555njd4jf3375ostnmdmm 3038 7 . . . work_xrosz555njd4jf3375ostnmdmm 3039 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3039 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3039 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3039 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3039 5 22nd 22nd JJ work_xrosz555njd4jf3375ostnmdmm 3039 6 Annual Annual NNP work_xrosz555njd4jf3375ostnmdmm 3039 7 Colloquium Colloquium NNP work_xrosz555njd4jf3375ostnmdmm 3039 8 on on IN work_xrosz555njd4jf3375ostnmdmm 3039 9 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 3039 10 Retrieval Retrieval NNP work_xrosz555njd4jf3375ostnmdmm 3039 11 . . . work_xrosz555njd4jf3375ostnmdmm 3040 1 2000 2000 CD work_xrosz555njd4jf3375ostnmdmm 3040 2 . . . work_xrosz555njd4jf3375ostnmdmm 3040 3 , , , work_xrosz555njd4jf3375ostnmdmm 3040 4 2000 2000 CD work_xrosz555njd4jf3375ostnmdmm 3040 5 . . . work_xrosz555njd4jf3375ostnmdmm 3041 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3041 2 36 36 CD work_xrosz555njd4jf3375ostnmdmm 3041 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3041 4 Philip Philip NNP work_xrosz555njd4jf3375ostnmdmm 3041 5 Resnik Resnik NNP work_xrosz555njd4jf3375ostnmdmm 3041 6 . . . work_xrosz555njd4jf3375ostnmdmm 3042 1 Using use VBG work_xrosz555njd4jf3375ostnmdmm 3042 2 information information NN work_xrosz555njd4jf3375ostnmdmm 3042 3 content content NN work_xrosz555njd4jf3375ostnmdmm 3042 4 to to TO work_xrosz555njd4jf3375ostnmdmm 3042 5 evaluate evaluate VB work_xrosz555njd4jf3375ostnmdmm 3042 6 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3042 7 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 3042 8 in in IN work_xrosz555njd4jf3375ostnmdmm 3042 9 a a DT work_xrosz555njd4jf3375ostnmdmm 3042 10 taxonomy taxonomy NN work_xrosz555njd4jf3375ostnmdmm 3042 11 . . . work_xrosz555njd4jf3375ostnmdmm 3043 1 ArXiv ArXiv NNP work_xrosz555njd4jf3375ostnmdmm 3043 2 Preprint Preprint NNP work_xrosz555njd4jf3375ostnmdmm 3043 3 Cmp Cmp NNP work_xrosz555njd4jf3375ostnmdmm 3043 4 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3043 5 lg/9511007 lg/9511007 NNP work_xrosz555njd4jf3375ostnmdmm 3043 6 , , , work_xrosz555njd4jf3375ostnmdmm 3043 7 1995 1995 CD work_xrosz555njd4jf3375ostnmdmm 3043 8 . . . work_xrosz555njd4jf3375ostnmdmm 3044 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3044 2 37 37 CD work_xrosz555njd4jf3375ostnmdmm 3044 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3044 4 Stephen Stephen NNP work_xrosz555njd4jf3375ostnmdmm 3044 5 Robertson Robertson NNP work_xrosz555njd4jf3375ostnmdmm 3044 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3044 7 Hugo Hugo NNP work_xrosz555njd4jf3375ostnmdmm 3044 8 Zaragoza Zaragoza NNP work_xrosz555njd4jf3375ostnmdmm 3044 9 . . . work_xrosz555njd4jf3375ostnmdmm 3045 1 The the DT work_xrosz555njd4jf3375ostnmdmm 3045 2 probabilistic probabilistic JJ work_xrosz555njd4jf3375ostnmdmm 3045 3 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 3045 4 framework framework NN work_xrosz555njd4jf3375ostnmdmm 3045 5 : : : work_xrosz555njd4jf3375ostnmdmm 3045 6 Bm25 bm25 ADD work_xrosz555njd4jf3375ostnmdmm 3045 7 and and CC work_xrosz555njd4jf3375ostnmdmm 3045 8 beyond beyond IN work_xrosz555njd4jf3375ostnmdmm 3045 9 . . . work_xrosz555njd4jf3375ostnmdmm 3046 1 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 3046 2 Retrieval Retrieval NNP work_xrosz555njd4jf3375ostnmdmm 3046 3 , , , work_xrosz555njd4jf3375ostnmdmm 3046 4 3(4):333–389 3(4):333–389 NN work_xrosz555njd4jf3375ostnmdmm 3046 5 , , , work_xrosz555njd4jf3375ostnmdmm 3046 6 2009 2009 CD work_xrosz555njd4jf3375ostnmdmm 3046 7 . . . work_xrosz555njd4jf3375ostnmdmm 3047 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3047 2 38 38 CD work_xrosz555njd4jf3375ostnmdmm 3047 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3047 4 Stephen Stephen NNP work_xrosz555njd4jf3375ostnmdmm 3047 5 E E NNP work_xrosz555njd4jf3375ostnmdmm 3047 6 Robertson Robertson NNP work_xrosz555njd4jf3375ostnmdmm 3047 7 , , , work_xrosz555njd4jf3375ostnmdmm 3047 8 Steve Steve NNP work_xrosz555njd4jf3375ostnmdmm 3047 9 Walker Walker NNP work_xrosz555njd4jf3375ostnmdmm 3047 10 , , , work_xrosz555njd4jf3375ostnmdmm 3047 11 Susan Susan NNP work_xrosz555njd4jf3375ostnmdmm 3047 12 Jones Jones NNP work_xrosz555njd4jf3375ostnmdmm 3047 13 , , , work_xrosz555njd4jf3375ostnmdmm 3047 14 Micheline Micheline NNP work_xrosz555njd4jf3375ostnmdmm 3047 15 M M NNP work_xrosz555njd4jf3375ostnmdmm 3047 16 Hancock- Hancock- NNP work_xrosz555njd4jf3375ostnmdmm 3047 17 Beaulieu Beaulieu NNP work_xrosz555njd4jf3375ostnmdmm 3047 18 , , , work_xrosz555njd4jf3375ostnmdmm 3047 19 Mike Mike NNP work_xrosz555njd4jf3375ostnmdmm 3047 20 Gatford Gatford NNP work_xrosz555njd4jf3375ostnmdmm 3047 21 , , , work_xrosz555njd4jf3375ostnmdmm 3047 22 et et NNP work_xrosz555njd4jf3375ostnmdmm 3047 23 al al NNP work_xrosz555njd4jf3375ostnmdmm 3047 24 . . . work_xrosz555njd4jf3375ostnmdmm 3048 1 Okapi Okapi NNP work_xrosz555njd4jf3375ostnmdmm 3048 2 at at IN work_xrosz555njd4jf3375ostnmdmm 3048 3 trec-3 trec-3 NNP work_xrosz555njd4jf3375ostnmdmm 3048 4 . . . work_xrosz555njd4jf3375ostnmdmm 3049 1 Nist Nist NNP work_xrosz555njd4jf3375ostnmdmm 3049 2 Special Special NNP work_xrosz555njd4jf3375ostnmdmm 3049 3 Publication Publication NNP work_xrosz555njd4jf3375ostnmdmm 3049 4 SP SP NNP work_xrosz555njd4jf3375ostnmdmm 3049 5 , , , work_xrosz555njd4jf3375ostnmdmm 3049 6 pages page NNS work_xrosz555njd4jf3375ostnmdmm 3049 7 109–109 109–109 CD work_xrosz555njd4jf3375ostnmdmm 3049 8 , , , work_xrosz555njd4jf3375ostnmdmm 3049 9 1995 1995 CD work_xrosz555njd4jf3375ostnmdmm 3049 10 . . . work_xrosz555njd4jf3375ostnmdmm 3050 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3050 2 39 39 CD work_xrosz555njd4jf3375ostnmdmm 3050 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3050 4 Emmanuel Emmanuel NNP work_xrosz555njd4jf3375ostnmdmm 3050 5 Roche Roche NNP work_xrosz555njd4jf3375ostnmdmm 3050 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3050 7 Yves Yves NNP work_xrosz555njd4jf3375ostnmdmm 3050 8 Schabes Schabes NNP work_xrosz555njd4jf3375ostnmdmm 3050 9 . . . work_xrosz555njd4jf3375ostnmdmm 3051 1 Finite finite JJ work_xrosz555njd4jf3375ostnmdmm 3051 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3051 3 state state NN work_xrosz555njd4jf3375ostnmdmm 3051 4 language language NN work_xrosz555njd4jf3375ostnmdmm 3051 5 processing processing NN work_xrosz555njd4jf3375ostnmdmm 3051 6 . . . work_xrosz555njd4jf3375ostnmdmm 3052 1 MIT MIT NNP work_xrosz555njd4jf3375ostnmdmm 3052 2 press press NN work_xrosz555njd4jf3375ostnmdmm 3052 3 , , , work_xrosz555njd4jf3375ostnmdmm 3052 4 1997 1997 CD work_xrosz555njd4jf3375ostnmdmm 3052 5 . . . work_xrosz555njd4jf3375ostnmdmm 3053 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3053 2 40 40 CD work_xrosz555njd4jf3375ostnmdmm 3053 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3053 4 M M NNP work_xrosz555njd4jf3375ostnmdmm 3053 5 Andrea Andrea NNP work_xrosz555njd4jf3375ostnmdmm 3053 6 Rodŕıguez Rodŕıguez NNP work_xrosz555njd4jf3375ostnmdmm 3053 7 and and CC work_xrosz555njd4jf3375ostnmdmm 3053 8 Max Max NNP work_xrosz555njd4jf3375ostnmdmm 3053 9 J. J. NNP work_xrosz555njd4jf3375ostnmdmm 3053 10 Egenhofer Egenhofer NNP work_xrosz555njd4jf3375ostnmdmm 3053 11 . . . work_xrosz555njd4jf3375ostnmdmm 3054 1 Determining determine VBG work_xrosz555njd4jf3375ostnmdmm 3054 2 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3054 3 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 3054 4 among among IN work_xrosz555njd4jf3375ostnmdmm 3054 5 entity entity NN work_xrosz555njd4jf3375ostnmdmm 3054 6 classes class NNS work_xrosz555njd4jf3375ostnmdmm 3054 7 from from IN work_xrosz555njd4jf3375ostnmdmm 3054 8 different different JJ work_xrosz555njd4jf3375ostnmdmm 3054 9 ontologies ontology NNS work_xrosz555njd4jf3375ostnmdmm 3054 10 . . . work_xrosz555njd4jf3375ostnmdmm 3055 1 Knowledge Knowledge NNP work_xrosz555njd4jf3375ostnmdmm 3055 2 and and CC work_xrosz555njd4jf3375ostnmdmm 3055 3 Data Data NNP work_xrosz555njd4jf3375ostnmdmm 3055 4 Engineering Engineering NNP work_xrosz555njd4jf3375ostnmdmm 3055 5 , , , work_xrosz555njd4jf3375ostnmdmm 3055 6 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3055 7 Transactions transaction NNS work_xrosz555njd4jf3375ostnmdmm 3055 8 on on IN work_xrosz555njd4jf3375ostnmdmm 3055 9 , , , work_xrosz555njd4jf3375ostnmdmm 3055 10 15(2):442–456 15(2):442–456 CD work_xrosz555njd4jf3375ostnmdmm 3055 11 , , , work_xrosz555njd4jf3375ostnmdmm 3055 12 2003 2003 CD work_xrosz555njd4jf3375ostnmdmm 3055 13 . . . work_xrosz555njd4jf3375ostnmdmm 3056 1 66 66 CD work_xrosz555njd4jf3375ostnmdmm 3056 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3056 3 41 41 CD work_xrosz555njd4jf3375ostnmdmm 3056 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3056 5 David David NNP work_xrosz555njd4jf3375ostnmdmm 3056 6 Sánchez Sánchez NNP work_xrosz555njd4jf3375ostnmdmm 3056 7 , , , work_xrosz555njd4jf3375ostnmdmm 3056 8 Montserrat Montserrat NNP work_xrosz555njd4jf3375ostnmdmm 3056 9 Batet Batet NNP work_xrosz555njd4jf3375ostnmdmm 3056 10 , , , work_xrosz555njd4jf3375ostnmdmm 3056 11 David David NNP work_xrosz555njd4jf3375ostnmdmm 3056 12 Isern Isern NNP work_xrosz555njd4jf3375ostnmdmm 3056 13 , , , work_xrosz555njd4jf3375ostnmdmm 3056 14 and and CC work_xrosz555njd4jf3375ostnmdmm 3056 15 Aida Aida NNP work_xrosz555njd4jf3375ostnmdmm 3056 16 Valls Valls NNP work_xrosz555njd4jf3375ostnmdmm 3056 17 . . . work_xrosz555njd4jf3375ostnmdmm 3057 1 Ontology ontology NN work_xrosz555njd4jf3375ostnmdmm 3057 2 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3057 3 based base VBN work_xrosz555njd4jf3375ostnmdmm 3057 4 semantic semantic JJ work_xrosz555njd4jf3375ostnmdmm 3057 5 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 3057 6 : : : work_xrosz555njd4jf3375ostnmdmm 3057 7 A a DT work_xrosz555njd4jf3375ostnmdmm 3057 8 new new JJ work_xrosz555njd4jf3375ostnmdmm 3057 9 feature feature NN work_xrosz555njd4jf3375ostnmdmm 3057 10 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3057 11 based base VBN work_xrosz555njd4jf3375ostnmdmm 3057 12 approach approach NN work_xrosz555njd4jf3375ostnmdmm 3057 13 . . . work_xrosz555njd4jf3375ostnmdmm 3058 1 Expert expert NN work_xrosz555njd4jf3375ostnmdmm 3058 2 Systems system NNS work_xrosz555njd4jf3375ostnmdmm 3058 3 with with IN work_xrosz555njd4jf3375ostnmdmm 3058 4 Appli- Appli- NNP work_xrosz555njd4jf3375ostnmdmm 3058 5 cations cation NNS work_xrosz555njd4jf3375ostnmdmm 3058 6 , , , work_xrosz555njd4jf3375ostnmdmm 3058 7 39(9):7718–7728 39(9):7718–7728 CD work_xrosz555njd4jf3375ostnmdmm 3058 8 , , , work_xrosz555njd4jf3375ostnmdmm 3058 9 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 3058 10 . . . work_xrosz555njd4jf3375ostnmdmm 3059 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3059 2 42 42 CD work_xrosz555njd4jf3375ostnmdmm 3059 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3059 4 Sunita Sunita NNP work_xrosz555njd4jf3375ostnmdmm 3059 5 Sarawagi Sarawagi NNP work_xrosz555njd4jf3375ostnmdmm 3059 6 . . . work_xrosz555njd4jf3375ostnmdmm 3060 1 Information information NN work_xrosz555njd4jf3375ostnmdmm 3060 2 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 3060 3 . . . work_xrosz555njd4jf3375ostnmdmm 3061 1 Foundations foundation NNS work_xrosz555njd4jf3375ostnmdmm 3061 2 and and CC work_xrosz555njd4jf3375ostnmdmm 3061 3 Trends Trends NNPS work_xrosz555njd4jf3375ostnmdmm 3061 4 in in IN work_xrosz555njd4jf3375ostnmdmm 3061 5 Databases database NNS work_xrosz555njd4jf3375ostnmdmm 3061 6 , , , work_xrosz555njd4jf3375ostnmdmm 3061 7 1(3):261–377 1(3):261–377 CD work_xrosz555njd4jf3375ostnmdmm 3061 8 , , , work_xrosz555njd4jf3375ostnmdmm 3061 9 2008 2008 CD work_xrosz555njd4jf3375ostnmdmm 3061 10 . . . work_xrosz555njd4jf3375ostnmdmm 3062 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3062 2 43 43 CD work_xrosz555njd4jf3375ostnmdmm 3062 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3062 4 Amit Amit NNP work_xrosz555njd4jf3375ostnmdmm 3062 5 Singh Singh NNP work_xrosz555njd4jf3375ostnmdmm 3062 6 , , , work_xrosz555njd4jf3375ostnmdmm 3062 7 Catherine Catherine NNP work_xrosz555njd4jf3375ostnmdmm 3062 8 Rose Rose NNP work_xrosz555njd4jf3375ostnmdmm 3062 9 , , , work_xrosz555njd4jf3375ostnmdmm 3062 10 Karthik Karthik NNP work_xrosz555njd4jf3375ostnmdmm 3062 11 Visweswariah Visweswariah NNP work_xrosz555njd4jf3375ostnmdmm 3062 12 , , , work_xrosz555njd4jf3375ostnmdmm 3062 13 Vijil Vijil NNP work_xrosz555njd4jf3375ostnmdmm 3062 14 Chenthamarakshan Chenthamarakshan NNP work_xrosz555njd4jf3375ostnmdmm 3062 15 , , , work_xrosz555njd4jf3375ostnmdmm 3062 16 and and CC work_xrosz555njd4jf3375ostnmdmm 3062 17 Nandakishore Nandakishore NNP work_xrosz555njd4jf3375ostnmdmm 3062 18 Kambhatla Kambhatla NNP work_xrosz555njd4jf3375ostnmdmm 3062 19 . . . work_xrosz555njd4jf3375ostnmdmm 3063 1 Prospect Prospect NNP work_xrosz555njd4jf3375ostnmdmm 3063 2 : : : work_xrosz555njd4jf3375ostnmdmm 3063 3 A a DT work_xrosz555njd4jf3375ostnmdmm 3063 4 system system NN work_xrosz555njd4jf3375ostnmdmm 3063 5 for for IN work_xrosz555njd4jf3375ostnmdmm 3063 6 screening screen VBG work_xrosz555njd4jf3375ostnmdmm 3063 7 candidates candidate NNS work_xrosz555njd4jf3375ostnmdmm 3063 8 for for IN work_xrosz555njd4jf3375ostnmdmm 3063 9 recruitment recruitment NN work_xrosz555njd4jf3375ostnmdmm 3063 10 . . . work_xrosz555njd4jf3375ostnmdmm 3064 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3064 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3064 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3064 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3064 5 19th 19th JJ work_xrosz555njd4jf3375ostnmdmm 3064 6 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3064 7 international international JJ work_xrosz555njd4jf3375ostnmdmm 3064 8 conference conference NN work_xrosz555njd4jf3375ostnmdmm 3064 9 on on IN work_xrosz555njd4jf3375ostnmdmm 3064 10 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 3064 11 and and CC work_xrosz555njd4jf3375ostnmdmm 3064 12 knowledge knowledge NN work_xrosz555njd4jf3375ostnmdmm 3064 13 management management NN work_xrosz555njd4jf3375ostnmdmm 3064 14 , , , work_xrosz555njd4jf3375ostnmdmm 3064 15 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3064 16 659–668 659–668 CD work_xrosz555njd4jf3375ostnmdmm 3064 17 . . . work_xrosz555njd4jf3375ostnmdmm 3065 1 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3065 2 , , , work_xrosz555njd4jf3375ostnmdmm 3065 3 2010 2010 CD work_xrosz555njd4jf3375ostnmdmm 3065 4 . . . work_xrosz555njd4jf3375ostnmdmm 3066 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3066 2 44 44 CD work_xrosz555njd4jf3375ostnmdmm 3066 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3066 4 Zheng Zheng NNP work_xrosz555njd4jf3375ostnmdmm 3066 5 Siting Siting NNP work_xrosz555njd4jf3375ostnmdmm 3066 6 , , , work_xrosz555njd4jf3375ostnmdmm 3066 7 Hong Hong NNP work_xrosz555njd4jf3375ostnmdmm 3066 8 Wenxing Wenxing NNP work_xrosz555njd4jf3375ostnmdmm 3066 9 , , , work_xrosz555njd4jf3375ostnmdmm 3066 10 Zhang Zhang NNP work_xrosz555njd4jf3375ostnmdmm 3066 11 Ning Ning NNP work_xrosz555njd4jf3375ostnmdmm 3066 12 , , , work_xrosz555njd4jf3375ostnmdmm 3066 13 and and CC work_xrosz555njd4jf3375ostnmdmm 3066 14 Yang Yang NNP work_xrosz555njd4jf3375ostnmdmm 3066 15 Fan Fan NNP work_xrosz555njd4jf3375ostnmdmm 3066 16 . . . work_xrosz555njd4jf3375ostnmdmm 3067 1 Job Job NNP work_xrosz555njd4jf3375ostnmdmm 3067 2 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 3067 3 systems system NNS work_xrosz555njd4jf3375ostnmdmm 3067 4 : : : work_xrosz555njd4jf3375ostnmdmm 3067 5 A a DT work_xrosz555njd4jf3375ostnmdmm 3067 6 survey survey NN work_xrosz555njd4jf3375ostnmdmm 3067 7 . . . work_xrosz555njd4jf3375ostnmdmm 3068 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3068 2 Computer Computer NNP work_xrosz555njd4jf3375ostnmdmm 3068 3 Science Science NNP work_xrosz555njd4jf3375ostnmdmm 3068 4 & & CC work_xrosz555njd4jf3375ostnmdmm 3068 5 Education Education NNP work_xrosz555njd4jf3375ostnmdmm 3068 6 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 3068 7 ICCSE ICCSE NNP work_xrosz555njd4jf3375ostnmdmm 3068 8 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 3068 9 , , , work_xrosz555njd4jf3375ostnmdmm 3068 10 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 3068 11 7th 7th JJ work_xrosz555njd4jf3375ostnmdmm 3068 12 In- In- NNP work_xrosz555njd4jf3375ostnmdmm 3068 13 ternational ternational JJ work_xrosz555njd4jf3375ostnmdmm 3068 14 Conference Conference NNP work_xrosz555njd4jf3375ostnmdmm 3068 15 on on RB work_xrosz555njd4jf3375ostnmdmm 3068 16 , , , work_xrosz555njd4jf3375ostnmdmm 3068 17 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3068 18 920–924 920–924 CD work_xrosz555njd4jf3375ostnmdmm 3068 19 . . . work_xrosz555njd4jf3375ostnmdmm 3069 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3069 2 , , , work_xrosz555njd4jf3375ostnmdmm 3069 3 2012 2012 CD work_xrosz555njd4jf3375ostnmdmm 3069 4 . . . work_xrosz555njd4jf3375ostnmdmm 3070 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3070 2 45 45 CD work_xrosz555njd4jf3375ostnmdmm 3070 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3070 4 Ken Ken NNP work_xrosz555njd4jf3375ostnmdmm 3070 5 Thompson Thompson NNP work_xrosz555njd4jf3375ostnmdmm 3070 6 . . . work_xrosz555njd4jf3375ostnmdmm 3071 1 Programming programming NN work_xrosz555njd4jf3375ostnmdmm 3071 2 techniques technique NNS work_xrosz555njd4jf3375ostnmdmm 3071 3 : : : work_xrosz555njd4jf3375ostnmdmm 3071 4 Regular regular JJ work_xrosz555njd4jf3375ostnmdmm 3071 5 expression expression NN work_xrosz555njd4jf3375ostnmdmm 3071 6 search search NN work_xrosz555njd4jf3375ostnmdmm 3071 7 algorithm algorithm NN work_xrosz555njd4jf3375ostnmdmm 3071 8 . . . work_xrosz555njd4jf3375ostnmdmm 3072 1 Communications communication NNS work_xrosz555njd4jf3375ostnmdmm 3072 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3072 3 the the DT work_xrosz555njd4jf3375ostnmdmm 3072 4 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3072 5 , , , work_xrosz555njd4jf3375ostnmdmm 3072 6 11(6):419–422 11(6):419–422 CD work_xrosz555njd4jf3375ostnmdmm 3072 7 , , , work_xrosz555njd4jf3375ostnmdmm 3072 8 1968 1968 CD work_xrosz555njd4jf3375ostnmdmm 3072 9 . . . work_xrosz555njd4jf3375ostnmdmm 3073 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3073 2 46 46 CD work_xrosz555njd4jf3375ostnmdmm 3073 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3073 4 Amos Amos NNP work_xrosz555njd4jf3375ostnmdmm 3073 5 Tversky Tversky NNP work_xrosz555njd4jf3375ostnmdmm 3073 6 . . . work_xrosz555njd4jf3375ostnmdmm 3074 1 Features feature NNS work_xrosz555njd4jf3375ostnmdmm 3074 2 of of IN work_xrosz555njd4jf3375ostnmdmm 3074 3 similarity similarity NN work_xrosz555njd4jf3375ostnmdmm 3074 4 . . . work_xrosz555njd4jf3375ostnmdmm 3075 1 1977 1977 CD work_xrosz555njd4jf3375ostnmdmm 3075 2 . . . work_xrosz555njd4jf3375ostnmdmm 3076 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3076 2 47 47 CD work_xrosz555njd4jf3375ostnmdmm 3076 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3076 4 Andrew Andrew NNP work_xrosz555njd4jf3375ostnmdmm 3076 5 J J NNP work_xrosz555njd4jf3375ostnmdmm 3076 6 Viterbi Viterbi NNP work_xrosz555njd4jf3375ostnmdmm 3076 7 . . . work_xrosz555njd4jf3375ostnmdmm 3077 1 Error error NN work_xrosz555njd4jf3375ostnmdmm 3077 2 bounds bound NNS work_xrosz555njd4jf3375ostnmdmm 3077 3 for for IN work_xrosz555njd4jf3375ostnmdmm 3077 4 convolutional convolutional JJ work_xrosz555njd4jf3375ostnmdmm 3077 5 codes code NNS work_xrosz555njd4jf3375ostnmdmm 3077 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3077 7 an an DT work_xrosz555njd4jf3375ostnmdmm 3077 8 asymptotical- asymptotical- NN work_xrosz555njd4jf3375ostnmdmm 3077 9 ly ly XX work_xrosz555njd4jf3375ostnmdmm 3077 10 optimum optimum JJ work_xrosz555njd4jf3375ostnmdmm 3077 11 decoding decode VBG work_xrosz555njd4jf3375ostnmdmm 3077 12 algorithm algorithm NNP work_xrosz555njd4jf3375ostnmdmm 3077 13 . . . work_xrosz555njd4jf3375ostnmdmm 3078 1 Information Information NNP work_xrosz555njd4jf3375ostnmdmm 3078 2 Theory Theory NNP work_xrosz555njd4jf3375ostnmdmm 3078 3 , , , work_xrosz555njd4jf3375ostnmdmm 3078 4 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3078 5 Transactions transaction NNS work_xrosz555njd4jf3375ostnmdmm 3078 6 on on IN work_xrosz555njd4jf3375ostnmdmm 3078 7 , , , work_xrosz555njd4jf3375ostnmdmm 3078 8 13(2):260–269 13(2):260–269 CD work_xrosz555njd4jf3375ostnmdmm 3078 9 , , , work_xrosz555njd4jf3375ostnmdmm 3078 10 1967 1967 CD work_xrosz555njd4jf3375ostnmdmm 3078 11 . . . work_xrosz555njd4jf3375ostnmdmm 3079 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3079 2 48 48 CD work_xrosz555njd4jf3375ostnmdmm 3079 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3079 4 Kangning Kangning NNP work_xrosz555njd4jf3375ostnmdmm 3079 5 Wei Wei NNP work_xrosz555njd4jf3375ostnmdmm 3079 6 , , , work_xrosz555njd4jf3375ostnmdmm 3079 7 Jinghua Jinghua NNP work_xrosz555njd4jf3375ostnmdmm 3079 8 Huang Huang NNP work_xrosz555njd4jf3375ostnmdmm 3079 9 , , , work_xrosz555njd4jf3375ostnmdmm 3079 10 and and CC work_xrosz555njd4jf3375ostnmdmm 3079 11 Shaohong Shaohong NNP work_xrosz555njd4jf3375ostnmdmm 3079 12 Fu Fu NNP work_xrosz555njd4jf3375ostnmdmm 3079 13 . . . work_xrosz555njd4jf3375ostnmdmm 3080 1 A a DT work_xrosz555njd4jf3375ostnmdmm 3080 2 survey survey NN work_xrosz555njd4jf3375ostnmdmm 3080 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3080 4 e e NNP work_xrosz555njd4jf3375ostnmdmm 3080 5 - - HYPH work_xrosz555njd4jf3375ostnmdmm 3080 6 commerce commerce NNP work_xrosz555njd4jf3375ostnmdmm 3080 7 recommender recommender NN work_xrosz555njd4jf3375ostnmdmm 3080 8 systems system NNS work_xrosz555njd4jf3375ostnmdmm 3080 9 . . . work_xrosz555njd4jf3375ostnmdmm 3081 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3081 2 Service Service NNP work_xrosz555njd4jf3375ostnmdmm 3081 3 Systems Systems NNPS work_xrosz555njd4jf3375ostnmdmm 3081 4 and and CC work_xrosz555njd4jf3375ostnmdmm 3081 5 Service Service NNP work_xrosz555njd4jf3375ostnmdmm 3081 6 Management Management NNP work_xrosz555njd4jf3375ostnmdmm 3081 7 , , , work_xrosz555njd4jf3375ostnmdmm 3081 8 2007 2007 CD work_xrosz555njd4jf3375ostnmdmm 3081 9 In- In- NNP work_xrosz555njd4jf3375ostnmdmm 3081 10 ternational ternational JJ work_xrosz555njd4jf3375ostnmdmm 3081 11 Conference Conference NNP work_xrosz555njd4jf3375ostnmdmm 3081 12 on on RB work_xrosz555njd4jf3375ostnmdmm 3081 13 , , , work_xrosz555njd4jf3375ostnmdmm 3081 14 pages page NNS work_xrosz555njd4jf3375ostnmdmm 3081 15 1–5 1–5 CD work_xrosz555njd4jf3375ostnmdmm 3081 16 . . . work_xrosz555njd4jf3375ostnmdmm 3082 1 IEEE IEEE NNP work_xrosz555njd4jf3375ostnmdmm 3082 2 , , , work_xrosz555njd4jf3375ostnmdmm 3082 3 2007 2007 CD work_xrosz555njd4jf3375ostnmdmm 3082 4 . . . work_xrosz555njd4jf3375ostnmdmm 3083 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3083 2 49 49 CD work_xrosz555njd4jf3375ostnmdmm 3083 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3083 4 Zhibiao Zhibiao NNP work_xrosz555njd4jf3375ostnmdmm 3083 5 Wu Wu NNP work_xrosz555njd4jf3375ostnmdmm 3083 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3083 7 Martha Martha NNP work_xrosz555njd4jf3375ostnmdmm 3083 8 Palmer Palmer NNP work_xrosz555njd4jf3375ostnmdmm 3083 9 . . . work_xrosz555njd4jf3375ostnmdmm 3084 1 Verbs Verbs NNP work_xrosz555njd4jf3375ostnmdmm 3084 2 semantics semantic NNS work_xrosz555njd4jf3375ostnmdmm 3084 3 and and CC work_xrosz555njd4jf3375ostnmdmm 3084 4 lexical lexical JJ work_xrosz555njd4jf3375ostnmdmm 3084 5 selection selection NN work_xrosz555njd4jf3375ostnmdmm 3084 6 . . . work_xrosz555njd4jf3375ostnmdmm 3085 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3085 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3085 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3085 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3085 5 32nd 32nd JJ work_xrosz555njd4jf3375ostnmdmm 3085 6 annual annual JJ work_xrosz555njd4jf3375ostnmdmm 3085 7 meeting meeting NN work_xrosz555njd4jf3375ostnmdmm 3085 8 on on IN work_xrosz555njd4jf3375ostnmdmm 3085 9 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 3085 10 for for IN work_xrosz555njd4jf3375ostnmdmm 3085 11 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 3085 12 Lin- Lin- NNP work_xrosz555njd4jf3375ostnmdmm 3085 13 guistics guistic NNS work_xrosz555njd4jf3375ostnmdmm 3085 14 , , , work_xrosz555njd4jf3375ostnmdmm 3085 15 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3085 16 133–138 133–138 CD work_xrosz555njd4jf3375ostnmdmm 3085 17 . . . work_xrosz555njd4jf3375ostnmdmm 3086 1 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 3086 2 for for IN work_xrosz555njd4jf3375ostnmdmm 3086 3 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 3086 4 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 3086 5 , , , work_xrosz555njd4jf3375ostnmdmm 3086 6 1994 1994 CD work_xrosz555njd4jf3375ostnmdmm 3086 7 . . . work_xrosz555njd4jf3375ostnmdmm 3087 1 67 67 CD work_xrosz555njd4jf3375ostnmdmm 3087 2 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3087 3 50 50 CD work_xrosz555njd4jf3375ostnmdmm 3087 4 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3087 5 Xing Xing NNP work_xrosz555njd4jf3375ostnmdmm 3087 6 Yi Yi NNP work_xrosz555njd4jf3375ostnmdmm 3087 7 , , , work_xrosz555njd4jf3375ostnmdmm 3087 8 James James NNP work_xrosz555njd4jf3375ostnmdmm 3087 9 Allan Allan NNP work_xrosz555njd4jf3375ostnmdmm 3087 10 , , , work_xrosz555njd4jf3375ostnmdmm 3087 11 and and CC work_xrosz555njd4jf3375ostnmdmm 3087 12 W W NNP work_xrosz555njd4jf3375ostnmdmm 3087 13 Bruce Bruce NNP work_xrosz555njd4jf3375ostnmdmm 3087 14 Croft Croft NNP work_xrosz555njd4jf3375ostnmdmm 3087 15 . . . work_xrosz555njd4jf3375ostnmdmm 3088 1 Matching matching NN work_xrosz555njd4jf3375ostnmdmm 3088 2 resumes resume NNS work_xrosz555njd4jf3375ostnmdmm 3088 3 and and CC work_xrosz555njd4jf3375ostnmdmm 3088 4 jobs job NNS work_xrosz555njd4jf3375ostnmdmm 3088 5 based base VBN work_xrosz555njd4jf3375ostnmdmm 3088 6 on on IN work_xrosz555njd4jf3375ostnmdmm 3088 7 relevance relevance NN work_xrosz555njd4jf3375ostnmdmm 3088 8 models model NNS work_xrosz555njd4jf3375ostnmdmm 3088 9 . . . work_xrosz555njd4jf3375ostnmdmm 3089 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3089 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3089 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3089 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3089 5 30th 30th JJ work_xrosz555njd4jf3375ostnmdmm 3089 6 annual annual JJ work_xrosz555njd4jf3375ostnmdmm 3089 7 international international JJ work_xrosz555njd4jf3375ostnmdmm 3089 8 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3089 9 SIGIR SIGIR NNP work_xrosz555njd4jf3375ostnmdmm 3089 10 conference conference NN work_xrosz555njd4jf3375ostnmdmm 3089 11 on on IN work_xrosz555njd4jf3375ostnmdmm 3089 12 Research research NN work_xrosz555njd4jf3375ostnmdmm 3089 13 and and CC work_xrosz555njd4jf3375ostnmdmm 3089 14 development development NN work_xrosz555njd4jf3375ostnmdmm 3089 15 in in IN work_xrosz555njd4jf3375ostnmdmm 3089 16 information information NN work_xrosz555njd4jf3375ostnmdmm 3089 17 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 3089 18 , , , work_xrosz555njd4jf3375ostnmdmm 3089 19 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3089 20 809 809 CD work_xrosz555njd4jf3375ostnmdmm 3089 21 – – : work_xrosz555njd4jf3375ostnmdmm 3089 22 810 810 CD work_xrosz555njd4jf3375ostnmdmm 3089 23 . . . work_xrosz555njd4jf3375ostnmdmm 3090 1 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3090 2 , , , work_xrosz555njd4jf3375ostnmdmm 3090 3 2007 2007 CD work_xrosz555njd4jf3375ostnmdmm 3090 4 . . . work_xrosz555njd4jf3375ostnmdmm 3091 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3091 2 51 51 CD work_xrosz555njd4jf3375ostnmdmm 3091 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3091 4 Kun Kun NNP work_xrosz555njd4jf3375ostnmdmm 3091 5 Yu Yu NNP work_xrosz555njd4jf3375ostnmdmm 3091 6 , , , work_xrosz555njd4jf3375ostnmdmm 3091 7 Gang Gang NNP work_xrosz555njd4jf3375ostnmdmm 3091 8 Guan Guan NNP work_xrosz555njd4jf3375ostnmdmm 3091 9 , , , work_xrosz555njd4jf3375ostnmdmm 3091 10 and and CC work_xrosz555njd4jf3375ostnmdmm 3091 11 Ming Ming NNP work_xrosz555njd4jf3375ostnmdmm 3091 12 Zhou Zhou NNP work_xrosz555njd4jf3375ostnmdmm 3091 13 . . . work_xrosz555njd4jf3375ostnmdmm 3092 1 Resume resume VB work_xrosz555njd4jf3375ostnmdmm 3092 2 information information NN work_xrosz555njd4jf3375ostnmdmm 3092 3 extraction extraction NN work_xrosz555njd4jf3375ostnmdmm 3092 4 with with IN work_xrosz555njd4jf3375ostnmdmm 3092 5 cas- cas- RB work_xrosz555njd4jf3375ostnmdmm 3092 6 caded cade VBN work_xrosz555njd4jf3375ostnmdmm 3092 7 hybrid hybrid JJ work_xrosz555njd4jf3375ostnmdmm 3092 8 model model NN work_xrosz555njd4jf3375ostnmdmm 3092 9 . . . work_xrosz555njd4jf3375ostnmdmm 3093 1 In in IN work_xrosz555njd4jf3375ostnmdmm 3093 2 Proceedings proceeding NNS work_xrosz555njd4jf3375ostnmdmm 3093 3 of of IN work_xrosz555njd4jf3375ostnmdmm 3093 4 the the DT work_xrosz555njd4jf3375ostnmdmm 3093 5 43rd 43rd JJ work_xrosz555njd4jf3375ostnmdmm 3093 6 Annual Annual NNP work_xrosz555njd4jf3375ostnmdmm 3093 7 Meeting Meeting NNP work_xrosz555njd4jf3375ostnmdmm 3093 8 on on IN work_xrosz555njd4jf3375ostnmdmm 3093 9 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 3093 10 for for IN work_xrosz555njd4jf3375ostnmdmm 3093 11 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 3093 12 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 3093 13 , , , work_xrosz555njd4jf3375ostnmdmm 3093 14 pages page VBZ work_xrosz555njd4jf3375ostnmdmm 3093 15 499–506 499–506 CD work_xrosz555njd4jf3375ostnmdmm 3093 16 . . . work_xrosz555njd4jf3375ostnmdmm 3094 1 Association Association NNP work_xrosz555njd4jf3375ostnmdmm 3094 2 for for IN work_xrosz555njd4jf3375ostnmdmm 3094 3 Computational Computational NNP work_xrosz555njd4jf3375ostnmdmm 3094 4 Linguistics Linguistics NNP work_xrosz555njd4jf3375ostnmdmm 3094 5 , , , work_xrosz555njd4jf3375ostnmdmm 3094 6 2005 2005 CD work_xrosz555njd4jf3375ostnmdmm 3094 7 . . . work_xrosz555njd4jf3375ostnmdmm 3095 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3095 2 52 52 CD work_xrosz555njd4jf3375ostnmdmm 3095 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3095 4 ChengXiang ChengXiang NNP work_xrosz555njd4jf3375ostnmdmm 3095 5 Zhai Zhai NNP work_xrosz555njd4jf3375ostnmdmm 3095 6 . . . work_xrosz555njd4jf3375ostnmdmm 3096 1 Statistical statistical JJ work_xrosz555njd4jf3375ostnmdmm 3096 2 language language NN work_xrosz555njd4jf3375ostnmdmm 3096 3 models model NNS work_xrosz555njd4jf3375ostnmdmm 3096 4 for for IN work_xrosz555njd4jf3375ostnmdmm 3096 5 information information NN work_xrosz555njd4jf3375ostnmdmm 3096 6 retrieval retrieval NN work_xrosz555njd4jf3375ostnmdmm 3096 7 . . . work_xrosz555njd4jf3375ostnmdmm 3097 1 Syn- Syn- NNP work_xrosz555njd4jf3375ostnmdmm 3097 2 thesis thesis NN work_xrosz555njd4jf3375ostnmdmm 3097 3 Lectures Lectures NNP work_xrosz555njd4jf3375ostnmdmm 3097 4 on on IN work_xrosz555njd4jf3375ostnmdmm 3097 5 Human Human NNP work_xrosz555njd4jf3375ostnmdmm 3097 6 Language Language NNP work_xrosz555njd4jf3375ostnmdmm 3097 7 Technologies Technologies NNPS work_xrosz555njd4jf3375ostnmdmm 3097 8 , , , work_xrosz555njd4jf3375ostnmdmm 3097 9 1(1):1–141 1(1):1–141 CD work_xrosz555njd4jf3375ostnmdmm 3097 10 , , , work_xrosz555njd4jf3375ostnmdmm 3097 11 2008 2008 CD work_xrosz555njd4jf3375ostnmdmm 3097 12 . . . work_xrosz555njd4jf3375ostnmdmm 3098 1 [ [ -LRB- work_xrosz555njd4jf3375ostnmdmm 3098 2 53 53 CD work_xrosz555njd4jf3375ostnmdmm 3098 3 ] ] -RRB- work_xrosz555njd4jf3375ostnmdmm 3098 4 Justin Justin NNP work_xrosz555njd4jf3375ostnmdmm 3098 5 Zobel Zobel NNP work_xrosz555njd4jf3375ostnmdmm 3098 6 and and CC work_xrosz555njd4jf3375ostnmdmm 3098 7 Alistair Alistair NNP work_xrosz555njd4jf3375ostnmdmm 3098 8 Moffat Moffat NNP work_xrosz555njd4jf3375ostnmdmm 3098 9 . . . work_xrosz555njd4jf3375ostnmdmm 3099 1 Inverted inverted JJ work_xrosz555njd4jf3375ostnmdmm 3099 2 files file NNS work_xrosz555njd4jf3375ostnmdmm 3099 3 for for IN work_xrosz555njd4jf3375ostnmdmm 3099 4 text text NN work_xrosz555njd4jf3375ostnmdmm 3099 5 search search NN work_xrosz555njd4jf3375ostnmdmm 3099 6 engines engine NNS work_xrosz555njd4jf3375ostnmdmm 3099 7 . . . work_xrosz555njd4jf3375ostnmdmm 3100 1 ACM ACM NNP work_xrosz555njd4jf3375ostnmdmm 3100 2 Computing Computing NNP work_xrosz555njd4jf3375ostnmdmm 3100 3 Surveys Surveys NNP work_xrosz555njd4jf3375ostnmdmm 3100 4 ( ( -LRB- work_xrosz555njd4jf3375ostnmdmm 3100 5 CSUR CSUR NNP work_xrosz555njd4jf3375ostnmdmm 3100 6 ) ) -RRB- work_xrosz555njd4jf3375ostnmdmm 3100 7 , , , work_xrosz555njd4jf3375ostnmdmm 3100 8 38(2):6 38(2):6 CD work_xrosz555njd4jf3375ostnmdmm 3100 9 , , , work_xrosz555njd4jf3375ostnmdmm 3100 10 2006 2006 CD work_xrosz555njd4jf3375ostnmdmm 3100 11 . . . work_xrosz555njd4jf3375ostnmdmm 3101 1 68 68 CD