id sid tid token lemma pos cord-020909-n36p5n2k 1 1 key key JJ cord-020909-n36p5n2k 1 2 : : : cord-020909-n36p5n2k 1 3 cord-020909-n36p5n2k cord-020909-n36p5n2k CD cord-020909-n36p5n2k 1 4 authors author NNS cord-020909-n36p5n2k 1 5 : : : cord-020909-n36p5n2k 1 6 Papadakos Papadakos NNP cord-020909-n36p5n2k 1 7 , , , cord-020909-n36p5n2k 1 8 Panagiotis Panagiotis NNP cord-020909-n36p5n2k 1 9 ; ; : cord-020909-n36p5n2k 1 10 Konstantakis Konstantakis NNP cord-020909-n36p5n2k 1 11 , , , cord-020909-n36p5n2k 1 12 Giannis Giannis NNP cord-020909-n36p5n2k 2 1 title title NN cord-020909-n36p5n2k 2 2 : : : cord-020909-n36p5n2k 2 3 bias bias NN cord-020909-n36p5n2k 2 4 goggles goggle NNS cord-020909-n36p5n2k 2 5 : : : cord-020909-n36p5n2k 2 6 Graph graph NN cord-020909-n36p5n2k 2 7 - - HYPH cord-020909-n36p5n2k 2 8 Based Based NNP cord-020909-n36p5n2k 2 9 Computation Computation NNP cord-020909-n36p5n2k 2 10 of of IN cord-020909-n36p5n2k 2 11 the the DT cord-020909-n36p5n2k 2 12 Bias Bias NNP cord-020909-n36p5n2k 2 13 of of IN cord-020909-n36p5n2k 2 14 Web web NN cord-020909-n36p5n2k 2 15 Domains domain NNS cord-020909-n36p5n2k 2 16 Through through IN cord-020909-n36p5n2k 2 17 the the DT cord-020909-n36p5n2k 2 18 Eyes eye NNS cord-020909-n36p5n2k 2 19 of of IN cord-020909-n36p5n2k 2 20 Users user NNS cord-020909-n36p5n2k 2 21 date date NN cord-020909-n36p5n2k 2 22 : : : cord-020909-n36p5n2k 2 23 2020 2020 CD cord-020909-n36p5n2k 2 24 - - HYPH cord-020909-n36p5n2k 2 25 03 03 CD cord-020909-n36p5n2k 2 26 - - SYM cord-020909-n36p5n2k 2 27 17 17 CD cord-020909-n36p5n2k 2 28 journal journal NN cord-020909-n36p5n2k 2 29 : : : cord-020909-n36p5n2k 2 30 Advances advance NNS cord-020909-n36p5n2k 2 31 in in IN cord-020909-n36p5n2k 2 32 Information Information NNP cord-020909-n36p5n2k 2 33 Retrieval Retrieval NNP cord-020909-n36p5n2k 2 34 DOI DOI NNP cord-020909-n36p5n2k 2 35 : : : cord-020909-n36p5n2k 2 36 10.1007/978 10.1007/978 CD cord-020909-n36p5n2k 2 37 - - HYPH cord-020909-n36p5n2k 2 38 3 3 CD cord-020909-n36p5n2k 2 39 - - HYPH cord-020909-n36p5n2k 2 40 030 030 CD cord-020909-n36p5n2k 2 41 - - HYPH cord-020909-n36p5n2k 2 42 45439 45439 CD cord-020909-n36p5n2k 2 43 - - HYPH cord-020909-n36p5n2k 2 44 5_52 5_52 CD cord-020909-n36p5n2k 2 45 sha sha NNP cord-020909-n36p5n2k 2 46 : : : cord-020909-n36p5n2k 3 1 3e0087ecd78228f29c76ceea8c2eb20be8147555 3e0087ecd78228f29c76ceea8c2eb20be8147555 CD cord-020909-n36p5n2k 3 2 doc_id doc_id CD cord-020909-n36p5n2k 3 3 : : : cord-020909-n36p5n2k 3 4 20909 20909 CD cord-020909-n36p5n2k 3 5 cord_uid cord_uid NNS cord-020909-n36p5n2k 3 6 : : : cord-020909-n36p5n2k 4 1 n36p5n2k n36p5n2k NNP cord-020909-n36p5n2k 4 2 Ethical ethical JJ cord-020909-n36p5n2k 4 3 issues issue NNS cord-020909-n36p5n2k 4 4 , , , cord-020909-n36p5n2k 4 5 along along IN cord-020909-n36p5n2k 4 6 with with IN cord-020909-n36p5n2k 4 7 transparency transparency NN cord-020909-n36p5n2k 4 8 , , , cord-020909-n36p5n2k 4 9 disinformation disinformation NN cord-020909-n36p5n2k 4 10 , , , cord-020909-n36p5n2k 4 11 and and CC cord-020909-n36p5n2k 4 12 bias bias NN cord-020909-n36p5n2k 4 13 , , , cord-020909-n36p5n2k 4 14 are be VBP cord-020909-n36p5n2k 4 15 in in IN cord-020909-n36p5n2k 4 16 the the DT cord-020909-n36p5n2k 4 17 focus focus NN cord-020909-n36p5n2k 4 18 of of IN cord-020909-n36p5n2k 4 19 our -PRON- PRP$ cord-020909-n36p5n2k 4 20 information information NN cord-020909-n36p5n2k 4 21 society society NN cord-020909-n36p5n2k 4 22 . . . cord-020909-n36p5n2k 5 1 In in IN cord-020909-n36p5n2k 5 2 this this DT cord-020909-n36p5n2k 5 3 work work NN cord-020909-n36p5n2k 5 4 , , , cord-020909-n36p5n2k 5 5 we -PRON- PRP cord-020909-n36p5n2k 5 6 propose propose VBP cord-020909-n36p5n2k 5 7 the the DT cord-020909-n36p5n2k 5 8 bias bias NN cord-020909-n36p5n2k 5 9 goggles goggle NNS cord-020909-n36p5n2k 5 10 model model NN cord-020909-n36p5n2k 5 11 , , , cord-020909-n36p5n2k 5 12 for for IN cord-020909-n36p5n2k 5 13 computing compute VBG cord-020909-n36p5n2k 5 14 the the DT cord-020909-n36p5n2k 5 15 bias bias NN cord-020909-n36p5n2k 5 16 characteristics characteristic NNS cord-020909-n36p5n2k 5 17 of of IN cord-020909-n36p5n2k 5 18 web web NN cord-020909-n36p5n2k 5 19 domains domain NNS cord-020909-n36p5n2k 5 20 to to IN cord-020909-n36p5n2k 5 21 user user NN cord-020909-n36p5n2k 5 22 - - HYPH cord-020909-n36p5n2k 5 23 defined define VBN cord-020909-n36p5n2k 5 24 concepts concept NNS cord-020909-n36p5n2k 5 25 based base VBN cord-020909-n36p5n2k 5 26 on on IN cord-020909-n36p5n2k 5 27 the the DT cord-020909-n36p5n2k 5 28 structure structure NN cord-020909-n36p5n2k 5 29 of of IN cord-020909-n36p5n2k 5 30 the the DT cord-020909-n36p5n2k 5 31 web web NN cord-020909-n36p5n2k 5 32 graph graph NN cord-020909-n36p5n2k 5 33 . . . cord-020909-n36p5n2k 6 1 For for IN cord-020909-n36p5n2k 6 2 supporting support VBG cord-020909-n36p5n2k 6 3 the the DT cord-020909-n36p5n2k 6 4 model model NN cord-020909-n36p5n2k 6 5 , , , cord-020909-n36p5n2k 6 6 we -PRON- PRP cord-020909-n36p5n2k 6 7 exploit exploit VBP cord-020909-n36p5n2k 6 8 well well RB cord-020909-n36p5n2k 6 9 - - HYPH cord-020909-n36p5n2k 6 10 known know VBN cord-020909-n36p5n2k 6 11 propagation propagation NN cord-020909-n36p5n2k 6 12 models model NNS cord-020909-n36p5n2k 6 13 and and CC cord-020909-n36p5n2k 6 14 the the DT cord-020909-n36p5n2k 6 15 newly newly RB cord-020909-n36p5n2k 6 16 introduced introduce VBN cord-020909-n36p5n2k 6 17 Biased biased JJ cord-020909-n36p5n2k 6 18 - - HYPH cord-020909-n36p5n2k 6 19 PR pr JJ cord-020909-n36p5n2k 6 20 PageRank pagerank NN cord-020909-n36p5n2k 6 21 algorithm algorithm NN cord-020909-n36p5n2k 6 22 , , , cord-020909-n36p5n2k 6 23 that that IN cord-020909-n36p5n2k 6 24 models model VBZ cord-020909-n36p5n2k 6 25 various various JJ cord-020909-n36p5n2k 6 26 behaviours behaviour NNS cord-020909-n36p5n2k 6 27 of of IN cord-020909-n36p5n2k 6 28 biased biased JJ cord-020909-n36p5n2k 6 29 surfers surfer NNS cord-020909-n36p5n2k 6 30 . . . cord-020909-n36p5n2k 7 1 An an DT cord-020909-n36p5n2k 7 2 implementation implementation NN cord-020909-n36p5n2k 7 3 discussion discussion NN cord-020909-n36p5n2k 7 4 , , , cord-020909-n36p5n2k 7 5 along along IN cord-020909-n36p5n2k 7 6 with with IN cord-020909-n36p5n2k 7 7 a a DT cord-020909-n36p5n2k 7 8 preliminary preliminary JJ cord-020909-n36p5n2k 7 9 evaluation evaluation NN cord-020909-n36p5n2k 7 10 over over IN cord-020909-n36p5n2k 7 11 a a DT cord-020909-n36p5n2k 7 12 subset subset NN cord-020909-n36p5n2k 7 13 of of IN cord-020909-n36p5n2k 7 14 the the DT cord-020909-n36p5n2k 7 15 greek greek NNP cord-020909-n36p5n2k 7 16 web web NN cord-020909-n36p5n2k 7 17 graph graph NN cord-020909-n36p5n2k 7 18 , , , cord-020909-n36p5n2k 7 19 shows show VBZ cord-020909-n36p5n2k 7 20 the the DT cord-020909-n36p5n2k 7 21 applicability applicability NN cord-020909-n36p5n2k 7 22 of of IN cord-020909-n36p5n2k 7 23 the the DT cord-020909-n36p5n2k 7 24 model model NN cord-020909-n36p5n2k 7 25 even even RB cord-020909-n36p5n2k 7 26 in in IN cord-020909-n36p5n2k 7 27 real real JJ cord-020909-n36p5n2k 7 28 - - HYPH cord-020909-n36p5n2k 7 29 time time NN cord-020909-n36p5n2k 7 30 for for IN cord-020909-n36p5n2k 7 31 small small JJ cord-020909-n36p5n2k 7 32 graphs graph NNS cord-020909-n36p5n2k 7 33 , , , cord-020909-n36p5n2k 7 34 and and CC cord-020909-n36p5n2k 7 35 showcases showcase VBZ cord-020909-n36p5n2k 7 36 rather rather RB cord-020909-n36p5n2k 7 37 promising promising JJ cord-020909-n36p5n2k 7 38 and and CC cord-020909-n36p5n2k 7 39 interesting interesting JJ cord-020909-n36p5n2k 7 40 results result NNS cord-020909-n36p5n2k 7 41 . . . cord-020909-n36p5n2k 8 1 Finally finally RB cord-020909-n36p5n2k 8 2 , , , cord-020909-n36p5n2k 8 3 we -PRON- PRP cord-020909-n36p5n2k 8 4 pinpoint pinpoint VBP cord-020909-n36p5n2k 8 5 important important JJ cord-020909-n36p5n2k 8 6 directions direction NNS cord-020909-n36p5n2k 8 7 for for IN cord-020909-n36p5n2k 8 8 future future JJ cord-020909-n36p5n2k 8 9 work work NN cord-020909-n36p5n2k 8 10 . . . cord-020909-n36p5n2k 9 1 A a DT cord-020909-n36p5n2k 9 2 constantly constantly RB cord-020909-n36p5n2k 9 3 evolving evolve VBG cord-020909-n36p5n2k 9 4 prototype prototype NN cord-020909-n36p5n2k 9 5 of of IN cord-020909-n36p5n2k 9 6 the the DT cord-020909-n36p5n2k 9 7 bias bias NN cord-020909-n36p5n2k 9 8 goggles goggle NNS cord-020909-n36p5n2k 9 9 system system NN cord-020909-n36p5n2k 9 10 is be VBZ cord-020909-n36p5n2k 9 11 readily readily RB cord-020909-n36p5n2k 9 12 available available JJ cord-020909-n36p5n2k 9 13 . . . cord-020909-n36p5n2k 10 1 There there EX cord-020909-n36p5n2k 10 2 is be VBZ cord-020909-n36p5n2k 10 3 an an DT cord-020909-n36p5n2k 10 4 increasing increase VBG cord-020909-n36p5n2k 10 5 concern concern NN cord-020909-n36p5n2k 10 6 about about IN cord-020909-n36p5n2k 10 7 the the DT cord-020909-n36p5n2k 10 8 potential potential JJ cord-020909-n36p5n2k 10 9 risks risk NNS cord-020909-n36p5n2k 10 10 in in IN cord-020909-n36p5n2k 10 11 the the DT cord-020909-n36p5n2k 10 12 consumption consumption NN cord-020909-n36p5n2k 10 13 of of IN cord-020909-n36p5n2k 10 14 abundant abundant JJ cord-020909-n36p5n2k 10 15 biased biased JJ cord-020909-n36p5n2k 10 16 information information NN cord-020909-n36p5n2k 10 17 in in IN cord-020909-n36p5n2k 10 18 online online JJ cord-020909-n36p5n2k 10 19 platforms platform NNS cord-020909-n36p5n2k 10 20 like like IN cord-020909-n36p5n2k 10 21 Web Web NNP cord-020909-n36p5n2k 10 22 Search Search NNP cord-020909-n36p5n2k 10 23 Engines Engines NNPS cord-020909-n36p5n2k 10 24 ( ( -LRB- cord-020909-n36p5n2k 10 25 WSEs WSEs NNP cord-020909-n36p5n2k 10 26 ) ) -RRB- cord-020909-n36p5n2k 10 27 and and CC cord-020909-n36p5n2k 10 28 social social JJ cord-020909-n36p5n2k 10 29 networks network NNS cord-020909-n36p5n2k 10 30 . . . cord-020909-n36p5n2k 11 1 Terms term NNS cord-020909-n36p5n2k 11 2 like like IN cord-020909-n36p5n2k 11 3 echo echo NN cord-020909-n36p5n2k 11 4 chambers chamber NNS cord-020909-n36p5n2k 11 5 and and CC cord-020909-n36p5n2k 11 6 filter filter NN cord-020909-n36p5n2k 11 7 - - HYPH cord-020909-n36p5n2k 11 8 bubbles bubble NNS cord-020909-n36p5n2k 11 9 [ [ -LRB- cord-020909-n36p5n2k 11 10 26 26 CD cord-020909-n36p5n2k 11 11 ] ] -RRB- cord-020909-n36p5n2k 11 12 depict depict VBP cord-020909-n36p5n2k 11 13 the the DT cord-020909-n36p5n2k 11 14 isolation isolation NN cord-020909-n36p5n2k 11 15 of of IN cord-020909-n36p5n2k 11 16 groups group NNS cord-020909-n36p5n2k 11 17 of of IN cord-020909-n36p5n2k 11 18 people people NNS cord-020909-n36p5n2k 11 19 and and CC cord-020909-n36p5n2k 11 20 its -PRON- PRP$ cord-020909-n36p5n2k 11 21 aftereffects aftereffect NNS cord-020909-n36p5n2k 11 22 , , , cord-020909-n36p5n2k 11 23 that that WDT cord-020909-n36p5n2k 11 24 result result VBP cord-020909-n36p5n2k 11 25 from from IN cord-020909-n36p5n2k 11 26 the the DT cord-020909-n36p5n2k 11 27 selective selective JJ cord-020909-n36p5n2k 11 28 and and CC cord-020909-n36p5n2k 11 29 restrictive restrictive JJ cord-020909-n36p5n2k 11 30 exposure exposure NN cord-020909-n36p5n2k 11 31 to to IN cord-020909-n36p5n2k 11 32 information information NN cord-020909-n36p5n2k 11 33 . . . cord-020909-n36p5n2k 12 1 This this DT cord-020909-n36p5n2k 12 2 restriction restriction NN cord-020909-n36p5n2k 12 3 can can MD cord-020909-n36p5n2k 12 4 be be VB cord-020909-n36p5n2k 12 5 the the DT cord-020909-n36p5n2k 12 6 result result NN cord-020909-n36p5n2k 12 7 of of IN cord-020909-n36p5n2k 12 8 helpful helpful JJ cord-020909-n36p5n2k 12 9 personalized personalized JJ cord-020909-n36p5n2k 12 10 algorithms algorithm NNS cord-020909-n36p5n2k 12 11 , , , cord-020909-n36p5n2k 12 12 that that WDT cord-020909-n36p5n2k 12 13 suggest suggest VBP cord-020909-n36p5n2k 12 14 user user NN cord-020909-n36p5n2k 12 15 connections connection NNS cord-020909-n36p5n2k 12 16 or or CC cord-020909-n36p5n2k 12 17 rank rank VBP cord-020909-n36p5n2k 12 18 highly highly RB cord-020909-n36p5n2k 12 19 information information NN cord-020909-n36p5n2k 12 20 relevant relevant JJ cord-020909-n36p5n2k 12 21 to to IN cord-020909-n36p5n2k 12 22 the the DT cord-020909-n36p5n2k 12 23 users user NNS cord-020909-n36p5n2k 12 24 ' ' POS cord-020909-n36p5n2k 12 25 profile profile NN cord-020909-n36p5n2k 12 26 . . . cord-020909-n36p5n2k 13 1 Yet yet RB cord-020909-n36p5n2k 13 2 , , , cord-020909-n36p5n2k 13 3 this this DT cord-020909-n36p5n2k 13 4 isolation isolation NN cord-020909-n36p5n2k 13 5 might may MD cord-020909-n36p5n2k 13 6 inhibit inhibit VB cord-020909-n36p5n2k 13 7 the the DT cord-020909-n36p5n2k 13 8 growth growth NN cord-020909-n36p5n2k 13 9 of of IN cord-020909-n36p5n2k 13 10 informed informed JJ cord-020909-n36p5n2k 13 11 and and CC cord-020909-n36p5n2k 13 12 responsible responsible JJ cord-020909-n36p5n2k 13 13 humans human NNS cord-020909-n36p5n2k 13 14 / / SYM cord-020909-n36p5n2k 13 15 citizens citizen NNS cord-020909-n36p5n2k 13 16 / / SYM cord-020909-n36p5n2k 13 17 consumers consumer NNS cord-020909-n36p5n2k 13 18 , , , cord-020909-n36p5n2k 13 19 and and CC cord-020909-n36p5n2k 13 20 can can MD cord-020909-n36p5n2k 13 21 also also RB cord-020909-n36p5n2k 13 22 be be VB cord-020909-n36p5n2k 13 23 the the DT cord-020909-n36p5n2k 13 24 result result NN cord-020909-n36p5n2k 13 25 of of IN cord-020909-n36p5n2k 13 26 malicious malicious JJ cord-020909-n36p5n2k 13 27 algorithms algorithm NNS cord-020909-n36p5n2k 13 28 that that WDT cord-020909-n36p5n2k 13 29 promote promote VBP cord-020909-n36p5n2k 13 30 and and CC cord-020909-n36p5n2k 13 31 resurrect resurrect VB cord-020909-n36p5n2k 13 32 social social JJ cord-020909-n36p5n2k 13 33 , , , cord-020909-n36p5n2k 13 34 religious religious JJ cord-020909-n36p5n2k 13 35 , , , cord-020909-n36p5n2k 13 36 ethnic ethnic JJ cord-020909-n36p5n2k 13 37 , , , cord-020909-n36p5n2k 13 38 and and CC cord-020909-n36p5n2k 13 39 other other JJ cord-020909-n36p5n2k 13 40 kinds kind NNS cord-020909-n36p5n2k 13 41 of of IN cord-020909-n36p5n2k 13 42 discriminations discrimination NNS cord-020909-n36p5n2k 13 43 and and CC cord-020909-n36p5n2k 13 44 stereotypes stereotype NNS cord-020909-n36p5n2k 13 45 . . . cord-020909-n36p5n2k 14 1 Currently currently RB cord-020909-n36p5n2k 14 2 , , , cord-020909-n36p5n2k 14 3 the the DT cord-020909-n36p5n2k 14 4 community community NN cord-020909-n36p5n2k 14 5 focus focus NN cord-020909-n36p5n2k 14 6 is be VBZ cord-020909-n36p5n2k 14 7 towards towards IN cord-020909-n36p5n2k 14 8 the the DT cord-020909-n36p5n2k 14 9 transparency transparency NN cord-020909-n36p5n2k 14 10 , , , cord-020909-n36p5n2k 14 11 fairness fairness NN cord-020909-n36p5n2k 14 12 , , , cord-020909-n36p5n2k 14 13 and and CC cord-020909-n36p5n2k 14 14 accountability accountability NN cord-020909-n36p5n2k 14 15 of of IN cord-020909-n36p5n2k 14 16 mostly mostly RB cord-020909-n36p5n2k 14 17 machine machine NN cord-020909-n36p5n2k 14 18 learning learn VBG cord-020909-n36p5n2k 14 19 algorithms algorithm NNS cord-020909-n36p5n2k 14 20 for for IN cord-020909-n36p5n2k 14 21 decision decision NN cord-020909-n36p5n2k 14 22 - - HYPH cord-020909-n36p5n2k 14 23 making making NN cord-020909-n36p5n2k 14 24 , , , cord-020909-n36p5n2k 14 25 classification classification NN cord-020909-n36p5n2k 14 26 , , , cord-020909-n36p5n2k 14 27 and and CC cord-020909-n36p5n2k 14 28 recommendation recommendation NN cord-020909-n36p5n2k 14 29 in in IN cord-020909-n36p5n2k 14 30 social social JJ cord-020909-n36p5n2k 14 31 platforms platform NNS cord-020909-n36p5n2k 14 32 like like IN cord-020909-n36p5n2k 14 33 twitter twitter NNP cord-020909-n36p5n2k 14 34 . . . cord-020909-n36p5n2k 15 1 However however RB cord-020909-n36p5n2k 15 2 , , , cord-020909-n36p5n2k 15 3 social social JJ cord-020909-n36p5n2k 15 4 platforms platform NNS cord-020909-n36p5n2k 15 5 and and CC cord-020909-n36p5n2k 15 6 WSEs WSEs NNP cord-020909-n36p5n2k 15 7 mainly mainly RB cord-020909-n36p5n2k 15 8 act act VBP cord-020909-n36p5n2k 15 9 as as IN cord-020909-n36p5n2k 15 10 gateways gateway NNS cord-020909-n36p5n2k 15 11 to to IN cord-020909-n36p5n2k 15 12 information information NN cord-020909-n36p5n2k 15 13 published publish VBN cord-020909-n36p5n2k 15 14 on on IN cord-020909-n36p5n2k 15 15 the the DT cord-020909-n36p5n2k 15 16 web web NN cord-020909-n36p5n2k 15 17 as as IN cord-020909-n36p5n2k 15 18 common common JJ cord-020909-n36p5n2k 15 19 web web NN cord-020909-n36p5n2k 15 20 pages page NNS cord-020909-n36p5n2k 15 21 ( ( -LRB- cord-020909-n36p5n2k 15 22 e.g. e.g. RB cord-020909-n36p5n2k 15 23 , , , cord-020909-n36p5n2k 15 24 blogs blog NNS cord-020909-n36p5n2k 15 25 and and CC cord-020909-n36p5n2k 15 26 news news NN cord-020909-n36p5n2k 15 27 ) ) -RRB- cord-020909-n36p5n2k 15 28 . . . cord-020909-n36p5n2k 16 1 Unfortunately unfortunately RB cord-020909-n36p5n2k 16 2 , , , cord-020909-n36p5n2k 16 3 users user NNS cord-020909-n36p5n2k 16 4 are be VBP cord-020909-n36p5n2k 16 5 unaware unaware JJ cord-020909-n36p5n2k 16 6 of of IN cord-020909-n36p5n2k 16 7 the the DT cord-020909-n36p5n2k 16 8 bias bias NN cord-020909-n36p5n2k 16 9 characteristics characteristic NNS cord-020909-n36p5n2k 16 10 of of IN cord-020909-n36p5n2k 16 11 these these DT cord-020909-n36p5n2k 16 12 pages page NNS cord-020909-n36p5n2k 16 13 , , , cord-020909-n36p5n2k 16 14 except except IN cord-020909-n36p5n2k 16 15 for for IN cord-020909-n36p5n2k 16 16 obvious obvious JJ cord-020909-n36p5n2k 16 17 facts fact NNS cord-020909-n36p5n2k 16 18 ( ( -LRB- cord-020909-n36p5n2k 16 19 e.g. e.g. RB cord-020909-n36p5n2k 16 20 , , , cord-020909-n36p5n2k 16 21 a a DT cord-020909-n36p5n2k 16 22 page page NN cord-020909-n36p5n2k 16 23 in in IN cord-020909-n36p5n2k 16 24 a a DT cord-020909-n36p5n2k 16 25 political political JJ cord-020909-n36p5n2k 16 26 party party NN cord-020909-n36p5n2k 16 27 's 's POS cord-020909-n36p5n2k 16 28 web web NN cord-020909-n36p5n2k 16 29 site site NN cord-020909-n36p5n2k 16 30 will will MD cord-020909-n36p5n2k 16 31 be be VB cord-020909-n36p5n2k 16 32 biased bias VBN cord-020909-n36p5n2k 16 33 towards towards IN cord-020909-n36p5n2k 16 34 this this DT cord-020909-n36p5n2k 16 35 party party NN cord-020909-n36p5n2k 16 36 ) ) -RRB- cord-020909-n36p5n2k 16 37 . . . cord-020909-n36p5n2k 17 1 In in IN cord-020909-n36p5n2k 17 2 this this DT cord-020909-n36p5n2k 17 3 work work NN cord-020909-n36p5n2k 17 4 , , , cord-020909-n36p5n2k 17 5 we -PRON- PRP cord-020909-n36p5n2k 17 6 propose propose VBP cord-020909-n36p5n2k 17 7 the the DT cord-020909-n36p5n2k 17 8 bias bias NN cord-020909-n36p5n2k 17 9 goggles goggle NNS cord-020909-n36p5n2k 17 10 model model NN cord-020909-n36p5n2k 17 11 , , , cord-020909-n36p5n2k 17 12 where where WRB cord-020909-n36p5n2k 17 13 users user NNS cord-020909-n36p5n2k 17 14 are be VBP cord-020909-n36p5n2k 17 15 able able JJ cord-020909-n36p5n2k 17 16 to to TO cord-020909-n36p5n2k 17 17 explore explore VB cord-020909-n36p5n2k 17 18 the the DT cord-020909-n36p5n2k 17 19 biased biased JJ cord-020909-n36p5n2k 17 20 characteristics characteristic NNS cord-020909-n36p5n2k 17 21 of of IN cord-020909-n36p5n2k 17 22 web web NN cord-020909-n36p5n2k 17 23 domains domain NNS cord-020909-n36p5n2k 17 24 for for IN cord-020909-n36p5n2k 17 25 a a DT cord-020909-n36p5n2k 17 26 specific specific JJ cord-020909-n36p5n2k 17 27 biased biased JJ cord-020909-n36p5n2k 17 28 concept concept NN cord-020909-n36p5n2k 17 29 ( ( -LRB- cord-020909-n36p5n2k 17 30 i.e. i.e. FW cord-020909-n36p5n2k 17 31 , , , cord-020909-n36p5n2k 17 32 a a DT cord-020909-n36p5n2k 17 33 bias bias NN cord-020909-n36p5n2k 17 34 goggle goggle NN cord-020909-n36p5n2k 17 35 ) ) -RRB- cord-020909-n36p5n2k 17 36 . . . cord-020909-n36p5n2k 18 1 Since since IN cord-020909-n36p5n2k 18 2 there there EX cord-020909-n36p5n2k 18 3 is be VBZ cord-020909-n36p5n2k 18 4 no no DT cord-020909-n36p5n2k 18 5 objective objective JJ cord-020909-n36p5n2k 18 6 definition definition NN cord-020909-n36p5n2k 18 7 of of IN cord-020909-n36p5n2k 18 8 what what WP cord-020909-n36p5n2k 18 9 bias bias NN cord-020909-n36p5n2k 18 10 and and CC cord-020909-n36p5n2k 18 11 biased bias VBN cord-020909-n36p5n2k 18 12 concepts concept NNS cord-020909-n36p5n2k 18 13 are be VBP cord-020909-n36p5n2k 18 14 [ [ -LRB- cord-020909-n36p5n2k 18 15 27 27 CD cord-020909-n36p5n2k 18 16 ] ] -RRB- cord-020909-n36p5n2k 18 17 , , , cord-020909-n36p5n2k 18 18 we -PRON- PRP cord-020909-n36p5n2k 18 19 let let VBP cord-020909-n36p5n2k 18 20 users user NNS cord-020909-n36p5n2k 18 21 define define VB cord-020909-n36p5n2k 18 22 them -PRON- PRP cord-020909-n36p5n2k 18 23 . . . cord-020909-n36p5n2k 19 1 For for IN cord-020909-n36p5n2k 19 2 these these DT cord-020909-n36p5n2k 19 3 concepts concept NNS cord-020909-n36p5n2k 19 4 , , , cord-020909-n36p5n2k 19 5 the the DT cord-020909-n36p5n2k 19 6 model model NN cord-020909-n36p5n2k 19 7 computes compute VBZ cord-020909-n36p5n2k 19 8 the the DT cord-020909-n36p5n2k 19 9 support support NN cord-020909-n36p5n2k 19 10 and and CC cord-020909-n36p5n2k 19 11 the the DT cord-020909-n36p5n2k 19 12 bias bias NN cord-020909-n36p5n2k 19 13 score score NN cord-020909-n36p5n2k 19 14 of of IN cord-020909-n36p5n2k 19 15 a a DT cord-020909-n36p5n2k 19 16 web web NN cord-020909-n36p5n2k 19 17 domain domain NN cord-020909-n36p5n2k 19 18 , , , cord-020909-n36p5n2k 19 19 by by IN cord-020909-n36p5n2k 19 20 considering consider VBG cord-020909-n36p5n2k 19 21 the the DT cord-020909-n36p5n2k 19 22 support support NN cord-020909-n36p5n2k 19 23 of of IN cord-020909-n36p5n2k 19 24 this this DT cord-020909-n36p5n2k 19 25 domain domain NN cord-020909-n36p5n2k 19 26 for for IN cord-020909-n36p5n2k 19 27 each each DT cord-020909-n36p5n2k 19 28 aspect aspect NN cord-020909-n36p5n2k 19 29 ( ( -LRB- cord-020909-n36p5n2k 19 30 i.e. i.e. FW cord-020909-n36p5n2k 19 31 , , , cord-020909-n36p5n2k 19 32 dimension dimension NN cord-020909-n36p5n2k 19 33 ) ) -RRB- cord-020909-n36p5n2k 19 34 of of IN cord-020909-n36p5n2k 19 35 the the DT cord-020909-n36p5n2k 19 36 biased biased JJ cord-020909-n36p5n2k 19 37 concept concept NN cord-020909-n36p5n2k 19 38 . . . cord-020909-n36p5n2k 20 1 These these DT cord-020909-n36p5n2k 20 2 support support NN cord-020909-n36p5n2k 20 3 scores score NNS cord-020909-n36p5n2k 20 4 are be VBP cord-020909-n36p5n2k 20 5 calculated calculate VBN cord-020909-n36p5n2k 20 6 by by IN cord-020909-n36p5n2k 20 7 graph graph NN cord-020909-n36p5n2k 20 8 - - HYPH cord-020909-n36p5n2k 20 9 based base VBN cord-020909-n36p5n2k 20 10 algorithms algorithm NNS cord-020909-n36p5n2k 20 11 that that WDT cord-020909-n36p5n2k 20 12 exploit exploit VBP cord-020909-n36p5n2k 20 13 the the DT cord-020909-n36p5n2k 20 14 structure structure NN cord-020909-n36p5n2k 20 15 of of IN cord-020909-n36p5n2k 20 16 the the DT cord-020909-n36p5n2k 20 17 web web NN cord-020909-n36p5n2k 20 18 graph graph NN cord-020909-n36p5n2k 20 19 and and CC cord-020909-n36p5n2k 20 20 a a DT cord-020909-n36p5n2k 20 21 set set NN cord-020909-n36p5n2k 20 22 of of IN cord-020909-n36p5n2k 20 23 user user NN cord-020909-n36p5n2k 20 24 - - HYPH cord-020909-n36p5n2k 20 25 defined define VBN cord-020909-n36p5n2k 20 26 seeds seed NNS cord-020909-n36p5n2k 20 27 representing represent VBG cord-020909-n36p5n2k 20 28 each each DT cord-020909-n36p5n2k 20 29 aspect aspect NN cord-020909-n36p5n2k 20 30 of of IN cord-020909-n36p5n2k 20 31 bias bias NN cord-020909-n36p5n2k 20 32 . . . cord-020909-n36p5n2k 21 1 As as IN cord-020909-n36p5n2k 21 2 a a DT cord-020909-n36p5n2k 21 3 running run VBG cord-020909-n36p5n2k 21 4 example example NN cord-020909-n36p5n2k 21 5 we -PRON- PRP cord-020909-n36p5n2k 21 6 will will MD cord-020909-n36p5n2k 21 7 use use VB cord-020909-n36p5n2k 21 8 the the DT cord-020909-n36p5n2k 21 9 biased biased JJ cord-020909-n36p5n2k 21 10 concept concept NN cord-020909-n36p5n2k 21 11 of of IN cord-020909-n36p5n2k 21 12 greek greek JJ cord-020909-n36p5n2k 21 13 politics politic NNS cord-020909-n36p5n2k 21 14 , , , cord-020909-n36p5n2k 21 15 that that WDT cord-020909-n36p5n2k 21 16 consists consist VBZ cord-020909-n36p5n2k 21 17 of of IN cord-020909-n36p5n2k 21 18 nine nine CD cord-020909-n36p5n2k 21 19 aspects aspect NNS cord-020909-n36p5n2k 21 20 of of IN cord-020909-n36p5n2k 21 21 bias bias NN cord-020909-n36p5n2k 21 22 , , , cord-020909-n36p5n2k 21 23 each each DT cord-020909-n36p5n2k 21 24 one one NN cord-020909-n36p5n2k 21 25 representing represent VBG cord-020909-n36p5n2k 21 26 a a DT cord-020909-n36p5n2k 21 27 popular popular JJ cord-020909-n36p5n2k 21 28 greek greek JJ cord-020909-n36p5n2k 21 29 party party NN cord-020909-n36p5n2k 21 30 , , , cord-020909-n36p5n2k 21 31 and and CC cord-020909-n36p5n2k 21 32 identified identify VBN cord-020909-n36p5n2k 21 33 by by IN cord-020909-n36p5n2k 21 34 a a DT cord-020909-n36p5n2k 21 35 single single JJ cord-020909-n36p5n2k 21 36 seed seed NN cord-020909-n36p5n2k 21 37 ; ; : cord-020909-n36p5n2k 21 38 the the DT cord-020909-n36p5n2k 21 39 domain domain NN cord-020909-n36p5n2k 21 40 of of IN cord-020909-n36p5n2k 21 41 its -PRON- PRP$ cord-020909-n36p5n2k 21 42 homepage homepage NN cord-020909-n36p5n2k 21 43 . . . cord-020909-n36p5n2k 22 1 In in IN cord-020909-n36p5n2k 22 2 a a DT cord-020909-n36p5n2k 22 3 nutshell nutshell NN cord-020909-n36p5n2k 22 4 , , , cord-020909-n36p5n2k 22 5 the the DT cord-020909-n36p5n2k 22 6 main main JJ cord-020909-n36p5n2k 22 7 contributions contribution NNS cord-020909-n36p5n2k 22 8 of of IN cord-020909-n36p5n2k 22 9 this this DT cord-020909-n36p5n2k 22 10 work work NN cord-020909-n36p5n2k 22 11 are be VBP cord-020909-n36p5n2k 22 12 : : : cord-020909-n36p5n2k 22 13 -the -the ADD cord-020909-n36p5n2k 22 14 bias bias NN cord-020909-n36p5n2k 22 15 goggles goggle NNS cord-020909-n36p5n2k 22 16 model model VBP cord-020909-n36p5n2k 22 17 for for IN cord-020909-n36p5n2k 22 18 computing compute VBG cord-020909-n36p5n2k 22 19 the the DT cord-020909-n36p5n2k 22 20 bias bias NN cord-020909-n36p5n2k 22 21 characteristics characteristic NNS cord-020909-n36p5n2k 22 22 of of IN cord-020909-n36p5n2k 22 23 web web NN cord-020909-n36p5n2k 22 24 domains domain NNS cord-020909-n36p5n2k 22 25 for for IN cord-020909-n36p5n2k 22 26 a a DT cord-020909-n36p5n2k 22 27 user user NN cord-020909-n36p5n2k 22 28 - - HYPH cord-020909-n36p5n2k 22 29 defined define VBN cord-020909-n36p5n2k 22 30 concept concept NN cord-020909-n36p5n2k 22 31 , , , cord-020909-n36p5n2k 22 32 based base VBN cord-020909-n36p5n2k 22 33 on on IN cord-020909-n36p5n2k 22 34 the the DT cord-020909-n36p5n2k 22 35 notions notion NNS cord-020909-n36p5n2k 22 36 of of IN cord-020909-n36p5n2k 22 37 Biased biased JJ cord-020909-n36p5n2k 22 38 Concepts concept NNS cord-020909-n36p5n2k 22 39 ( ( -LRB- cord-020909-n36p5n2k 22 40 BCs BCs NNP cord-020909-n36p5n2k 22 41 ) ) -RRB- cord-020909-n36p5n2k 22 42 , , , cord-020909-n36p5n2k 22 43 Aspects Aspects NNPS cord-020909-n36p5n2k 22 44 of of IN cord-020909-n36p5n2k 22 45 Bias Bias NNP cord-020909-n36p5n2k 22 46 ( ( -LRB- cord-020909-n36p5n2k 22 47 ABs ABs NNP cord-020909-n36p5n2k 22 48 ) ) -RRB- cord-020909-n36p5n2k 22 49 , , , cord-020909-n36p5n2k 22 50 and and CC cord-020909-n36p5n2k 22 51 the the DT cord-020909-n36p5n2k 22 52 metrics metric NNS cord-020909-n36p5n2k 22 53 of of IN cord-020909-n36p5n2k 22 54 the the DT cord-020909-n36p5n2k 22 55 support support NN cord-020909-n36p5n2k 22 56 of of IN cord-020909-n36p5n2k 22 57 the the DT cord-020909-n36p5n2k 22 58 domain domain NN cord-020909-n36p5n2k 22 59 for for IN cord-020909-n36p5n2k 22 60 a a DT cord-020909-n36p5n2k 22 61 specific specific JJ cord-020909-n36p5n2k 22 62 AB ab NN cord-020909-n36p5n2k 22 63 and and CC cord-020909-n36p5n2k 22 64 BC BC NNP cord-020909-n36p5n2k 22 65 , , , cord-020909-n36p5n2k 22 66 and and CC cord-020909-n36p5n2k 22 67 its -PRON- PRP$ cord-020909-n36p5n2k 22 68 bias bias NN cord-020909-n36p5n2k 22 69 score score NN cord-020909-n36p5n2k 22 70 for for IN cord-020909-n36p5n2k 22 71 this this DT cord-020909-n36p5n2k 22 72 BC BC NNP cord-020909-n36p5n2k 22 73 , , , cord-020909-n36p5n2k 22 74 -the -the DT cord-020909-n36p5n2k 22 75 introduction introduction NN cord-020909-n36p5n2k 22 76 of of IN cord-020909-n36p5n2k 22 77 the the DT cord-020909-n36p5n2k 22 78 Support Support NNP cord-020909-n36p5n2k 22 79 Flow Flow NNP cord-020909-n36p5n2k 22 80 Graph Graph NNP cord-020909-n36p5n2k 22 81 ( ( -LRB- cord-020909-n36p5n2k 22 82 SFG SFG NNP cord-020909-n36p5n2k 22 83 ) ) -RRB- cord-020909-n36p5n2k 22 84 , , , cord-020909-n36p5n2k 22 85 along along IN cord-020909-n36p5n2k 22 86 with with IN cord-020909-n36p5n2k 22 87 graph graph NN cord-020909-n36p5n2k 22 88 - - HYPH cord-020909-n36p5n2k 22 89 based base VBN cord-020909-n36p5n2k 22 90 algorithms algorithm NNS cord-020909-n36p5n2k 22 91 for for IN cord-020909-n36p5n2k 22 92 computing compute VBG cord-020909-n36p5n2k 22 93 the the DT cord-020909-n36p5n2k 22 94 AB AB NNP cord-020909-n36p5n2k 22 95 support support NN cord-020909-n36p5n2k 22 96 score score NN cord-020909-n36p5n2k 22 97 of of IN cord-020909-n36p5n2k 22 98 domains domain NNS cord-020909-n36p5n2k 22 99 , , , cord-020909-n36p5n2k 22 100 that that WDT cord-020909-n36p5n2k 22 101 include include VBP cord-020909-n36p5n2k 22 102 adaptations adaptation NNS cord-020909-n36p5n2k 22 103 of of IN cord-020909-n36p5n2k 22 104 the the DT cord-020909-n36p5n2k 22 105 Independence Independence NNP cord-020909-n36p5n2k 22 106 Cascade Cascade NNP cord-020909-n36p5n2k 22 107 ( ( -LRB- cord-020909-n36p5n2k 22 108 IC IC NNP cord-020909-n36p5n2k 22 109 ) ) -RRB- cord-020909-n36p5n2k 22 110 and and CC cord-020909-n36p5n2k 22 111 Linear Linear NNP cord-020909-n36p5n2k 22 112 Threshold Threshold NNP cord-020909-n36p5n2k 22 113 ( ( -LRB- cord-020909-n36p5n2k 22 114 LT LT NNP cord-020909-n36p5n2k 22 115 ) ) -RRB- cord-020909-n36p5n2k 22 116 propagation propagation NN cord-020909-n36p5n2k 22 117 models model NNS cord-020909-n36p5n2k 22 118 , , , cord-020909-n36p5n2k 22 119 and and CC cord-020909-n36p5n2k 22 120 the the DT cord-020909-n36p5n2k 22 121 new new JJ cord-020909-n36p5n2k 22 122 Biased biased JJ cord-020909-n36p5n2k 22 123 - - HYPH cord-020909-n36p5n2k 22 124 PageRank pagerank JJ cord-020909-n36p5n2k 22 125 ( ( -LRB- cord-020909-n36p5n2k 22 126 Biased biased JJ cord-020909-n36p5n2k 22 127 - - HYPH cord-020909-n36p5n2k 22 128 PR pr NN cord-020909-n36p5n2k 22 129 ) ) -RRB- cord-020909-n36p5n2k 22 130 variation variation NN cord-020909-n36p5n2k 22 131 that that WDT cord-020909-n36p5n2k 22 132 models model VBZ cord-020909-n36p5n2k 22 133 different different JJ cord-020909-n36p5n2k 22 134 behaviours behaviour NNS cord-020909-n36p5n2k 22 135 of of IN cord-020909-n36p5n2k 22 136 a a DT cord-020909-n36p5n2k 22 137 biased biased JJ cord-020909-n36p5n2k 22 138 surfer surfer NN cord-020909-n36p5n2k 22 139 , , , cord-020909-n36p5n2k 22 140 -an -an : cord-020909-n36p5n2k 22 141 initial initial JJ cord-020909-n36p5n2k 22 142 discussion discussion NN cord-020909-n36p5n2k 22 143 about about IN cord-020909-n36p5n2k 22 144 performance performance NN cord-020909-n36p5n2k 22 145 and and CC cord-020909-n36p5n2k 22 146 implementation implementation NN cord-020909-n36p5n2k 22 147 issues issue NNS cord-020909-n36p5n2k 22 148 , , , cord-020909-n36p5n2k 22 149 -some -some DT cord-020909-n36p5n2k 22 150 promising promise VBG cord-020909-n36p5n2k 22 151 evaluation evaluation NN cord-020909-n36p5n2k 22 152 results result NNS cord-020909-n36p5n2k 22 153 that that WDT cord-020909-n36p5n2k 22 154 showcase showcase VBP cord-020909-n36p5n2k 22 155 the the DT cord-020909-n36p5n2k 22 156 effectiveness effectiveness NN cord-020909-n36p5n2k 22 157 and and CC cord-020909-n36p5n2k 22 158 efficiency efficiency NN cord-020909-n36p5n2k 22 159 of of IN cord-020909-n36p5n2k 22 160 the the DT cord-020909-n36p5n2k 22 161 approach approach NN cord-020909-n36p5n2k 22 162 on on IN cord-020909-n36p5n2k 22 163 a a DT cord-020909-n36p5n2k 22 164 relatively relatively RB cord-020909-n36p5n2k 22 165 small small JJ cord-020909-n36p5n2k 22 166 dataset dataset NN cord-020909-n36p5n2k 22 167 of of IN cord-020909-n36p5n2k 22 168 crawled crawl VBN cord-020909-n36p5n2k 22 169 pages page NNS cord-020909-n36p5n2k 22 170 , , , cord-020909-n36p5n2k 22 171 using use VBG cord-020909-n36p5n2k 22 172 the the DT cord-020909-n36p5n2k 22 173 new new JJ cord-020909-n36p5n2k 22 174 AGBR AGBR NNP cord-020909-n36p5n2k 22 175 and and CC cord-020909-n36p5n2k 22 176 AGS AGS NNP cord-020909-n36p5n2k 22 177 metrics metric NNS cord-020909-n36p5n2k 22 178 , , , cord-020909-n36p5n2k 22 179 -a -a : cord-020909-n36p5n2k 22 180 publicly publicly RB cord-020909-n36p5n2k 22 181 accessible accessible JJ cord-020909-n36p5n2k 22 182 prototype prototype NN cord-020909-n36p5n2k 22 183 of of IN cord-020909-n36p5n2k 22 184 bias bias NN cord-020909-n36p5n2k 22 185 goggles goggle NNS cord-020909-n36p5n2k 22 186 . . . cord-020909-n36p5n2k 23 1 The the DT cord-020909-n36p5n2k 23 2 rest rest NN cord-020909-n36p5n2k 23 3 of of IN cord-020909-n36p5n2k 23 4 the the DT cord-020909-n36p5n2k 23 5 paper paper NN cord-020909-n36p5n2k 23 6 is be VBZ cord-020909-n36p5n2k 23 7 organized organize VBN cord-020909-n36p5n2k 23 8 as as IN cord-020909-n36p5n2k 23 9 follows follow VBZ cord-020909-n36p5n2k 23 10 : : : cord-020909-n36p5n2k 23 11 the the DT cord-020909-n36p5n2k 23 12 background background NN cord-020909-n36p5n2k 23 13 and and CC cord-020909-n36p5n2k 23 14 the the DT cord-020909-n36p5n2k 23 15 related related JJ cord-020909-n36p5n2k 23 16 work work NN cord-020909-n36p5n2k 23 17 is be VBZ cord-020909-n36p5n2k 23 18 discussed discuss VBN cord-020909-n36p5n2k 23 19 in in IN cord-020909-n36p5n2k 23 20 Sect Sect NNP cord-020909-n36p5n2k 23 21 . . . cord-020909-n36p5n2k 24 1 2 2 LS cord-020909-n36p5n2k 24 2 , , , cord-020909-n36p5n2k 24 3 while while IN cord-020909-n36p5n2k 24 4 the the DT cord-020909-n36p5n2k 24 5 proposed propose VBN cord-020909-n36p5n2k 24 6 model model NN cord-020909-n36p5n2k 24 7 , , , cord-020909-n36p5n2k 24 8 and and CC cord-020909-n36p5n2k 24 9 its -PRON- PRP$ cord-020909-n36p5n2k 24 10 notions notion NNS cord-020909-n36p5n2k 24 11 and and CC cord-020909-n36p5n2k 24 12 metrics metric NNS cord-020909-n36p5n2k 24 13 are be VBP cord-020909-n36p5n2k 24 14 described describe VBN cord-020909-n36p5n2k 24 15 in in IN cord-020909-n36p5n2k 24 16 Sect Sect NNP cord-020909-n36p5n2k 24 17 . . . cord-020909-n36p5n2k 25 1 3 3 LS cord-020909-n36p5n2k 25 2 . . . cord-020909-n36p5n2k 26 1 The the DT cord-020909-n36p5n2k 26 2 graph graph NN cord-020909-n36p5n2k 26 3 - - HYPH cord-020909-n36p5n2k 26 4 based base VBN cord-020909-n36p5n2k 26 5 algorithms algorithm NNS cord-020909-n36p5n2k 26 6 for for IN cord-020909-n36p5n2k 26 7 computing compute VBG cord-020909-n36p5n2k 26 8 the the DT cord-020909-n36p5n2k 26 9 support support NN cord-020909-n36p5n2k 26 10 score score NN cord-020909-n36p5n2k 26 11 of of IN cord-020909-n36p5n2k 26 12 a a DT cord-020909-n36p5n2k 26 13 domain domain NN cord-020909-n36p5n2k 26 14 for for IN cord-020909-n36p5n2k 26 15 a a DT cord-020909-n36p5n2k 26 16 specific specific JJ cord-020909-n36p5n2k 26 17 AB ab NN cord-020909-n36p5n2k 26 18 are be VBP cord-020909-n36p5n2k 26 19 introduced introduce VBN cord-020909-n36p5n2k 26 20 in in IN cord-020909-n36p5n2k 26 21 Sect Sect NNP cord-020909-n36p5n2k 26 22 . . . cord-020909-n36p5n2k 27 1 4 4 LS cord-020909-n36p5n2k 27 2 . . . cord-020909-n36p5n2k 28 1 The the DT cord-020909-n36p5n2k 28 2 developed developed JJ cord-020909-n36p5n2k 28 3 prototype prototype NN cord-020909-n36p5n2k 28 4 and and CC cord-020909-n36p5n2k 28 5 related related JJ cord-020909-n36p5n2k 28 6 performance performance NN cord-020909-n36p5n2k 28 7 issues issue NNS cord-020909-n36p5n2k 28 8 are be VBP cord-020909-n36p5n2k 28 9 discussed discuss VBN cord-020909-n36p5n2k 28 10 in in IN cord-020909-n36p5n2k 28 11 Sect Sect NNP cord-020909-n36p5n2k 28 12 . . . cord-020909-n36p5n2k 29 1 5 5 LS cord-020909-n36p5n2k 29 2 , , , cord-020909-n36p5n2k 29 3 while while IN cord-020909-n36p5n2k 29 4 some some DT cord-020909-n36p5n2k 29 5 preliminary preliminary JJ cord-020909-n36p5n2k 29 6 evaluation evaluation NN cord-020909-n36p5n2k 29 7 results result NNS cord-020909-n36p5n2k 29 8 over over IN cord-020909-n36p5n2k 29 9 a a DT cord-020909-n36p5n2k 29 10 relatively relatively RB cord-020909-n36p5n2k 29 11 small small JJ cord-020909-n36p5n2k 29 12 dataset dataset NN cord-020909-n36p5n2k 29 13 of of IN cord-020909-n36p5n2k 29 14 web web NN cord-020909-n36p5n2k 29 15 pages page NNS cord-020909-n36p5n2k 29 16 are be VBP cord-020909-n36p5n2k 29 17 reported report VBN cord-020909-n36p5n2k 29 18 in in IN cord-020909-n36p5n2k 29 19 Sect Sect NNP cord-020909-n36p5n2k 29 20 . . . cord-020909-n36p5n2k 30 1 6 6 LS cord-020909-n36p5n2k 30 2 . . . cord-020909-n36p5n2k 31 1 Finally finally RB cord-020909-n36p5n2k 31 2 , , , cord-020909-n36p5n2k 31 3 Sect Sect NNP cord-020909-n36p5n2k 31 4 . . . cord-020909-n36p5n2k 32 1 7 7 CD cord-020909-n36p5n2k 32 2 concludes conclude VBZ cord-020909-n36p5n2k 32 3 the the DT cord-020909-n36p5n2k 32 4 paper paper NN cord-020909-n36p5n2k 32 5 and and CC cord-020909-n36p5n2k 32 6 outlines outline VBZ cord-020909-n36p5n2k 32 7 future future JJ cord-020909-n36p5n2k 32 8 work work NN cord-020909-n36p5n2k 32 9 . . . cord-020909-n36p5n2k 33 1 Social social JJ cord-020909-n36p5n2k 33 2 platforms platform NNS cord-020909-n36p5n2k 33 3 have have VBP cord-020909-n36p5n2k 33 4 been be VBN cord-020909-n36p5n2k 33 5 found find VBN cord-020909-n36p5n2k 33 6 to to TO cord-020909-n36p5n2k 33 7 strengthen strengthen VB cord-020909-n36p5n2k 33 8 users user NNS cord-020909-n36p5n2k 33 9 ' ' POS cord-020909-n36p5n2k 33 10 existing exist VBG cord-020909-n36p5n2k 33 11 biases bias NNS cord-020909-n36p5n2k 33 12 [ [ -LRB- cord-020909-n36p5n2k 33 13 21 21 CD cord-020909-n36p5n2k 33 14 ] ] -RRB- cord-020909-n36p5n2k 33 15 since since IN cord-020909-n36p5n2k 33 16 most most JJS cord-020909-n36p5n2k 33 17 users user NNS cord-020909-n36p5n2k 33 18 try try VBP cord-020909-n36p5n2k 33 19 to to TO cord-020909-n36p5n2k 33 20 access access VB cord-020909-n36p5n2k 33 21 information information NN cord-020909-n36p5n2k 33 22 that that WDT cord-020909-n36p5n2k 33 23 they -PRON- PRP cord-020909-n36p5n2k 33 24 agree agree VBP cord-020909-n36p5n2k 33 25 with with IN cord-020909-n36p5n2k 33 26 [ [ -LRB- cord-020909-n36p5n2k 33 27 18 18 CD cord-020909-n36p5n2k 33 28 ] ] -RRB- cord-020909-n36p5n2k 33 29 . . . cord-020909-n36p5n2k 34 1 This this DT cord-020909-n36p5n2k 34 2 behaviour behaviour NN cord-020909-n36p5n2k 34 3 leads lead VBZ cord-020909-n36p5n2k 34 4 to to IN cord-020909-n36p5n2k 34 5 rating rating NN cord-020909-n36p5n2k 34 6 bubbles bubble NNS cord-020909-n36p5n2k 34 7 when when WRB cord-020909-n36p5n2k 34 8 positive positive JJ cord-020909-n36p5n2k 34 9 social social JJ cord-020909-n36p5n2k 34 10 influence influence NN cord-020909-n36p5n2k 34 11 accumulates accumulate VBZ cord-020909-n36p5n2k 34 12 [ [ -LRB- cord-020909-n36p5n2k 34 13 24 24 CD cord-020909-n36p5n2k 34 14 ] ] -RRB- cord-020909-n36p5n2k 34 15 and and CC cord-020909-n36p5n2k 34 16 minimizes minimize VBZ cord-020909-n36p5n2k 34 17 the the DT cord-020909-n36p5n2k 34 18 exposure exposure NN cord-020909-n36p5n2k 34 19 to to IN cord-020909-n36p5n2k 34 20 different different JJ cord-020909-n36p5n2k 34 21 opinions opinion NNS cord-020909-n36p5n2k 34 22 [ [ -LRB- cord-020909-n36p5n2k 34 23 31 31 CD cord-020909-n36p5n2k 34 24 ] ] -RRB- cord-020909-n36p5n2k 34 25 . . . cord-020909-n36p5n2k 35 1 This this DT cord-020909-n36p5n2k 35 2 is be VBZ cord-020909-n36p5n2k 35 3 also also RB cord-020909-n36p5n2k 35 4 evident evident JJ cord-020909-n36p5n2k 35 5 in in IN cord-020909-n36p5n2k 35 6 WSEs WSEs NNP cord-020909-n36p5n2k 35 7 , , , cord-020909-n36p5n2k 35 8 where where WRB cord-020909-n36p5n2k 35 9 the the DT cord-020909-n36p5n2k 35 10 personalization personalization NN cord-020909-n36p5n2k 35 11 and and CC cord-020909-n36p5n2k 35 12 filtering filter VBG cord-020909-n36p5n2k 35 13 algorithms algorithm NNS cord-020909-n36p5n2k 35 14 lead lead VBP cord-020909-n36p5n2k 35 15 to to TO cord-020909-n36p5n2k 35 16 echo echo VB cord-020909-n36p5n2k 35 17 chambers chamber NNS cord-020909-n36p5n2k 35 18 and and CC cord-020909-n36p5n2k 35 19 filter filter NN cord-020909-n36p5n2k 35 20 bubbles bubble NNS cord-020909-n36p5n2k 35 21 that that WDT cord-020909-n36p5n2k 35 22 reinforce reinforce VBP cord-020909-n36p5n2k 35 23 bias bias NN cord-020909-n36p5n2k 35 24 [ [ -LRB- cord-020909-n36p5n2k 35 25 4 4 CD cord-020909-n36p5n2k 35 26 , , , cord-020909-n36p5n2k 35 27 12 12 CD cord-020909-n36p5n2k 35 28 ] ] -RRB- cord-020909-n36p5n2k 35 29 . . . cord-020909-n36p5n2k 36 1 Remarkably remarkably RB cord-020909-n36p5n2k 36 2 , , , cord-020909-n36p5n2k 36 3 users user NNS cord-020909-n36p5n2k 36 4 of of IN cord-020909-n36p5n2k 36 5 search search NN cord-020909-n36p5n2k 36 6 engines engine NNS cord-020909-n36p5n2k 36 7 trust trust VBP cord-020909-n36p5n2k 36 8 more more RBR cord-020909-n36p5n2k 37 1 the the DT cord-020909-n36p5n2k 37 2 top top RB cord-020909-n36p5n2k 37 3 - - HYPH cord-020909-n36p5n2k 37 4 ranked rank VBN cord-020909-n36p5n2k 37 5 search search NN cord-020909-n36p5n2k 37 6 results result NNS cord-020909-n36p5n2k 37 7 [ [ -LRB- cord-020909-n36p5n2k 37 8 25 25 CD cord-020909-n36p5n2k 37 9 ] ] -RRB- cord-020909-n36p5n2k 37 10 and and CC cord-020909-n36p5n2k 37 11 biased bias VBN cord-020909-n36p5n2k 37 12 search search NN cord-020909-n36p5n2k 37 13 algorithms algorithm NNS cord-020909-n36p5n2k 37 14 can can MD cord-020909-n36p5n2k 37 15 shift shift VB cord-020909-n36p5n2k 37 16 the the DT cord-020909-n36p5n2k 37 17 voting voting NN cord-020909-n36p5n2k 37 18 preferences preference NNS cord-020909-n36p5n2k 37 19 of of IN cord-020909-n36p5n2k 37 20 undecided undecided JJ cord-020909-n36p5n2k 37 21 voters voter NNS cord-020909-n36p5n2k 37 22 by by IN cord-020909-n36p5n2k 37 23 as as RB cord-020909-n36p5n2k 37 24 much much JJ cord-020909-n36p5n2k 37 25 as as IN cord-020909-n36p5n2k 37 26 20 20 CD cord-020909-n36p5n2k 37 27 % % NN cord-020909-n36p5n2k 37 28 [ [ -LRB- cord-020909-n36p5n2k 37 29 8 8 CD cord-020909-n36p5n2k 37 30 ] ] -RRB- cord-020909-n36p5n2k 37 31 . . . cord-020909-n36p5n2k 38 1 There there EX cord-020909-n36p5n2k 38 2 is be VBZ cord-020909-n36p5n2k 38 3 an an DT cord-020909-n36p5n2k 38 4 increasingly increasingly RB cord-020909-n36p5n2k 38 5 growing grow VBG cord-020909-n36p5n2k 38 6 number number NN cord-020909-n36p5n2k 38 7 of of IN cord-020909-n36p5n2k 38 8 discrimination discrimination NN cord-020909-n36p5n2k 38 9 reports report NNS cord-020909-n36p5n2k 38 10 regarding regard VBG cord-020909-n36p5n2k 38 11 various various JJ cord-020909-n36p5n2k 38 12 protected protect VBN cord-020909-n36p5n2k 38 13 attributes attribute NNS cord-020909-n36p5n2k 38 14 ( ( -LRB- cord-020909-n36p5n2k 38 15 e.g. e.g. RB cord-020909-n36p5n2k 38 16 , , , cord-020909-n36p5n2k 38 17 race race NN cord-020909-n36p5n2k 38 18 , , , cord-020909-n36p5n2k 38 19 gender gender NN cord-020909-n36p5n2k 38 20 , , , cord-020909-n36p5n2k 38 21 etc etc FW cord-020909-n36p5n2k 38 22 . . . cord-020909-n36p5n2k 38 23 ) ) -RRB- cord-020909-n36p5n2k 38 24 in in IN cord-020909-n36p5n2k 38 25 various various JJ cord-020909-n36p5n2k 38 26 domains domain NNS cord-020909-n36p5n2k 38 27 , , , cord-020909-n36p5n2k 38 28 like like IN cord-020909-n36p5n2k 38 29 in in IN cord-020909-n36p5n2k 38 30 ads ad NNS cord-020909-n36p5n2k 38 31 [ [ -LRB- cord-020909-n36p5n2k 38 32 7 7 CD cord-020909-n36p5n2k 38 33 , , , cord-020909-n36p5n2k 38 34 29 29 CD cord-020909-n36p5n2k 38 35 ] ] -RRB- cord-020909-n36p5n2k 38 36 and and CC cord-020909-n36p5n2k 38 37 recommendation recommendation NN cord-020909-n36p5n2k 38 38 systems system NNS cord-020909-n36p5n2k 38 39 [ [ -LRB- cord-020909-n36p5n2k 38 40 13 13 CD cord-020909-n36p5n2k 38 41 ] ] -RRB- cord-020909-n36p5n2k 38 42 , , , cord-020909-n36p5n2k 38 43 leading lead VBG cord-020909-n36p5n2k 38 44 to to IN cord-020909-n36p5n2k 38 45 efforts effort NNS cord-020909-n36p5n2k 38 46 for for IN cord-020909-n36p5n2k 38 47 defining define VBG cord-020909-n36p5n2k 38 48 principles principle NNS cord-020909-n36p5n2k 38 49 of of IN cord-020909-n36p5n2k 38 50 accountable accountable JJ cord-020909-n36p5n2k 38 51 1 1 CD cord-020909-n36p5n2k 38 52 , , , cord-020909-n36p5n2k 38 53 auditing audit VBG cord-020909-n36p5n2k 38 54 [ [ -LRB- cord-020909-n36p5n2k 38 55 28 28 CD cord-020909-n36p5n2k 38 56 ] ] -RRB- cord-020909-n36p5n2k 38 57 and and CC cord-020909-n36p5n2k 38 58 de de JJ cord-020909-n36p5n2k 38 59 - - JJ cord-020909-n36p5n2k 38 60 bias bias NN cord-020909-n36p5n2k 38 61 algorithms algorithm NNS cord-020909-n36p5n2k 38 62 [ [ -LRB- cord-020909-n36p5n2k 38 63 1 1 CD cord-020909-n36p5n2k 38 64 ] ] -RRB- cord-020909-n36p5n2k 38 65 , , , cord-020909-n36p5n2k 38 66 along along IN cord-020909-n36p5n2k 38 67 with with IN cord-020909-n36p5n2k 38 68 fair fair JJ cord-020909-n36p5n2k 38 69 classifiers classifier NNS cord-020909-n36p5n2k 38 70 [ [ -LRB- cord-020909-n36p5n2k 38 71 6 6 CD cord-020909-n36p5n2k 38 72 , , , cord-020909-n36p5n2k 38 73 14 14 CD cord-020909-n36p5n2k 38 74 , , , cord-020909-n36p5n2k 38 75 34 34 CD cord-020909-n36p5n2k 38 76 ] ] -RRB- cord-020909-n36p5n2k 38 77 . . . cord-020909-n36p5n2k 39 1 Tools tool NNS cord-020909-n36p5n2k 39 2 that that WDT cord-020909-n36p5n2k 39 3 remove remove VBP cord-020909-n36p5n2k 39 4 discriminating discriminate VBG cord-020909-n36p5n2k 39 5 information information NN cord-020909-n36p5n2k 39 6 2 2 CD cord-020909-n36p5n2k 39 7 , , , cord-020909-n36p5n2k 39 8 flag flag NN cord-020909-n36p5n2k 39 9 fake fake JJ cord-020909-n36p5n2k 39 10 news news NN cord-020909-n36p5n2k 39 11 3 3 CD cord-020909-n36p5n2k 39 12 , , , cord-020909-n36p5n2k 39 13 make make VB cord-020909-n36p5n2k 39 14 personalization personalization NN cord-020909-n36p5n2k 39 15 algorithms algorithm NNS cord-020909-n36p5n2k 39 16 more more JJR cord-020909-n36p5n2k 39 17 transparent transparent JJ cord-020909-n36p5n2k 39 18 4 4 CD cord-020909-n36p5n2k 39 19 , , , cord-020909-n36p5n2k 39 20 or or CC cord-020909-n36p5n2k 39 21 show show VB cord-020909-n36p5n2k 39 22 political political JJ cord-020909-n36p5n2k 39 23 biases bias NNS cord-020909-n36p5n2k 39 24 in in IN cord-020909-n36p5n2k 39 25 social social JJ cord-020909-n36p5n2k 39 26 networks network NNS cord-020909-n36p5n2k 39 27 5 5 CD cord-020909-n36p5n2k 39 28 also also RB cord-020909-n36p5n2k 39 29 exist exist VBP cord-020909-n36p5n2k 39 30 . . . cord-020909-n36p5n2k 40 1 Finally finally RB cord-020909-n36p5n2k 40 2 , , , cord-020909-n36p5n2k 40 3 a a DT cord-020909-n36p5n2k 40 4 call call NN cord-020909-n36p5n2k 40 5 for for IN cord-020909-n36p5n2k 40 6 equal equal JJ cord-020909-n36p5n2k 40 7 opportunities opportunity NNS cord-020909-n36p5n2k 40 8 by by IN cord-020909-n36p5n2k 40 9 design design NN cord-020909-n36p5n2k 40 10 [ [ -LRB- cord-020909-n36p5n2k 40 11 16 16 CD cord-020909-n36p5n2k 40 12 ] ] -RRB- cord-020909-n36p5n2k 40 13 has have VBZ cord-020909-n36p5n2k 40 14 been be VBN cord-020909-n36p5n2k 40 15 raised raise VBN cord-020909-n36p5n2k 40 16 regarding regard VBG cord-020909-n36p5n2k 40 17 the the DT cord-020909-n36p5n2k 40 18 risks risk NNS cord-020909-n36p5n2k 40 19 of of IN cord-020909-n36p5n2k 40 20 bias bias NN cord-020909-n36p5n2k 40 21 in in IN cord-020909-n36p5n2k 40 22 the the DT cord-020909-n36p5n2k 40 23 stages stage NNS cord-020909-n36p5n2k 40 24 of of IN cord-020909-n36p5n2k 40 25 the the DT cord-020909-n36p5n2k 40 26 design design NN cord-020909-n36p5n2k 40 27 , , , cord-020909-n36p5n2k 40 28 implementation implementation NN cord-020909-n36p5n2k 40 29 , , , cord-020909-n36p5n2k 40 30 training training NN cord-020909-n36p5n2k 40 31 and and CC cord-020909-n36p5n2k 40 32 deployment deployment NN cord-020909-n36p5n2k 40 33 of of IN cord-020909-n36p5n2k 40 34 data data NN cord-020909-n36p5n2k 40 35 - - HYPH cord-020909-n36p5n2k 40 36 driven drive VBN cord-020909-n36p5n2k 40 37 decision decision NN cord-020909-n36p5n2k 40 38 - - HYPH cord-020909-n36p5n2k 40 39 making make VBG cord-020909-n36p5n2k 40 40 algorithms algorithm NNS cord-020909-n36p5n2k 40 41 [ [ -LRB- cord-020909-n36p5n2k 40 42 3 3 CD cord-020909-n36p5n2k 40 43 , , , cord-020909-n36p5n2k 40 44 11 11 CD cord-020909-n36p5n2k 40 45 , , , cord-020909-n36p5n2k 40 46 20 20 CD cord-020909-n36p5n2k 40 47 ] ] -RRB- cord-020909-n36p5n2k 40 48 . . . cord-020909-n36p5n2k 41 1 There there EX cord-020909-n36p5n2k 41 2 are be VBP cord-020909-n36p5n2k 41 3 various various JJ cord-020909-n36p5n2k 41 4 efforts effort NNS cord-020909-n36p5n2k 41 5 for for IN cord-020909-n36p5n2k 41 6 measuring measure VBG cord-020909-n36p5n2k 41 7 bias bias NN cord-020909-n36p5n2k 41 8 in in IN cord-020909-n36p5n2k 41 9 online online JJ cord-020909-n36p5n2k 41 10 platforms platform NNS cord-020909-n36p5n2k 41 11 [ [ -LRB- cord-020909-n36p5n2k 41 12 27 27 CD cord-020909-n36p5n2k 41 13 ] ] -RRB- cord-020909-n36p5n2k 41 14 . . . cord-020909-n36p5n2k 42 1 Bias Bias NNP cord-020909-n36p5n2k 42 2 in in IN cord-020909-n36p5n2k 42 3 WSEs WSEs NNP cord-020909-n36p5n2k 42 4 has have VBZ cord-020909-n36p5n2k 42 5 been be VBN cord-020909-n36p5n2k 42 6 measured measure VBN cord-020909-n36p5n2k 42 7 as as IN cord-020909-n36p5n2k 42 8 the the DT cord-020909-n36p5n2k 42 9 deviation deviation NN cord-020909-n36p5n2k 42 10 from from IN cord-020909-n36p5n2k 42 11 the the DT cord-020909-n36p5n2k 42 12 distribution distribution NN cord-020909-n36p5n2k 42 13 of of IN cord-020909-n36p5n2k 42 14 the the DT cord-020909-n36p5n2k 42 15 results result NNS cord-020909-n36p5n2k 42 16 of of IN cord-020909-n36p5n2k 42 17 a a DT cord-020909-n36p5n2k 42 18 pool pool NN cord-020909-n36p5n2k 42 19 of of IN cord-020909-n36p5n2k 42 20 search search NN cord-020909-n36p5n2k 42 21 engines engine NNS cord-020909-n36p5n2k 42 22 [ [ -LRB- cord-020909-n36p5n2k 42 23 23 23 CD cord-020909-n36p5n2k 42 24 ] ] -RRB- cord-020909-n36p5n2k 42 25 and and CC cord-020909-n36p5n2k 42 26 the the DT cord-020909-n36p5n2k 42 27 coverage coverage NN cord-020909-n36p5n2k 42 28 of of IN cord-020909-n36p5n2k 42 29 SRPs srps NN cord-020909-n36p5n2k 42 30 towards towards IN cord-020909-n36p5n2k 42 31 US US NNP cord-020909-n36p5n2k 42 32 sites site NNS cord-020909-n36p5n2k 42 33 [ [ -LRB- cord-020909-n36p5n2k 42 34 30 30 CD cord-020909-n36p5n2k 42 35 ] ] -RRB- cord-020909-n36p5n2k 42 36 . . . cord-020909-n36p5n2k 43 1 Furthermore furthermore RB cord-020909-n36p5n2k 43 2 , , , cord-020909-n36p5n2k 43 3 the the DT cord-020909-n36p5n2k 43 4 presence presence NN cord-020909-n36p5n2k 43 5 of of IN cord-020909-n36p5n2k 43 6 bias bias NN cord-020909-n36p5n2k 43 7 in in IN cord-020909-n36p5n2k 43 8 media medium NNS cord-020909-n36p5n2k 43 9 sources source NNS cord-020909-n36p5n2k 43 10 has have VBZ cord-020909-n36p5n2k 43 11 been be VBN cord-020909-n36p5n2k 43 12 explored explore VBN cord-020909-n36p5n2k 43 13 through through IN cord-020909-n36p5n2k 43 14 human human JJ cord-020909-n36p5n2k 43 15 annotations annotation NNS cord-020909-n36p5n2k 43 16 [ [ -LRB- cord-020909-n36p5n2k 43 17 5 5 CD cord-020909-n36p5n2k 43 18 ] ] -RRB- cord-020909-n36p5n2k 43 19 , , , cord-020909-n36p5n2k 43 20 by by IN cord-020909-n36p5n2k 43 21 exploiting exploit VBG cord-020909-n36p5n2k 43 22 affiliations affiliation NNS cord-020909-n36p5n2k 43 23 [ [ -LRB- cord-020909-n36p5n2k 43 24 32 32 CD cord-020909-n36p5n2k 43 25 ] ] -RRB- cord-020909-n36p5n2k 43 26 , , , cord-020909-n36p5n2k 43 27 the the DT cord-020909-n36p5n2k 43 28 impartiality impartiality NN cord-020909-n36p5n2k 43 29 of of IN cord-020909-n36p5n2k 43 30 messages message NNS cord-020909-n36p5n2k 43 31 [ [ -LRB- cord-020909-n36p5n2k 43 32 33 33 CD cord-020909-n36p5n2k 43 33 ] ] -RRB- cord-020909-n36p5n2k 43 34 , , , cord-020909-n36p5n2k 43 35 the the DT cord-020909-n36p5n2k 43 36 content content NN cord-020909-n36p5n2k 43 37 and and CC cord-020909-n36p5n2k 43 38 linked link VBN cord-020909-n36p5n2k 43 39 - - HYPH cord-020909-n36p5n2k 43 40 based base VBN cord-020909-n36p5n2k 43 41 tracking tracking NN cord-020909-n36p5n2k 43 42 of of IN cord-020909-n36p5n2k 43 43 topic topic NN cord-020909-n36p5n2k 43 44 bias bias NN cord-020909-n36p5n2k 43 45 [ [ -LRB- cord-020909-n36p5n2k 43 46 22 22 CD cord-020909-n36p5n2k 43 47 ] ] -RRB- cord-020909-n36p5n2k 43 48 , , , cord-020909-n36p5n2k 43 49 and and CC cord-020909-n36p5n2k 43 50 the the DT cord-020909-n36p5n2k 43 51 quantification quantification NN cord-020909-n36p5n2k 43 52 of of IN cord-020909-n36p5n2k 43 53 data datum NNS cord-020909-n36p5n2k 43 54 and and CC cord-020909-n36p5n2k 43 55 algorithmic algorithmic JJ cord-020909-n36p5n2k 43 56 bias bias NN cord-020909-n36p5n2k 43 57 [ [ -LRB- cord-020909-n36p5n2k 43 58 19 19 CD cord-020909-n36p5n2k 43 59 ] ] -RRB- cord-020909-n36p5n2k 43 60 . . . cord-020909-n36p5n2k 44 1 However however RB cord-020909-n36p5n2k 44 2 , , , cord-020909-n36p5n2k 44 3 this this DT cord-020909-n36p5n2k 44 4 is be VBZ cord-020909-n36p5n2k 44 5 the the DT cord-020909-n36p5n2k 44 6 first first JJ cord-020909-n36p5n2k 44 7 work work NN cord-020909-n36p5n2k 44 8 that that WDT cord-020909-n36p5n2k 44 9 provides provide VBZ cord-020909-n36p5n2k 44 10 a a DT cord-020909-n36p5n2k 44 11 model model NN cord-020909-n36p5n2k 44 12 that that WDT cord-020909-n36p5n2k 44 13 allows allow VBZ cord-020909-n36p5n2k 44 14 users user NNS cord-020909-n36p5n2k 44 15 to to TO cord-020909-n36p5n2k 44 16 explore explore VB cord-020909-n36p5n2k 44 17 the the DT cord-020909-n36p5n2k 44 18 available available JJ cord-020909-n36p5n2k 44 19 web web NN cord-020909-n36p5n2k 44 20 sources source NNS cord-020909-n36p5n2k 44 21 based base VBN cord-020909-n36p5n2k 44 22 on on IN cord-020909-n36p5n2k 44 23 their -PRON- PRP$ cord-020909-n36p5n2k 44 24 own own JJ cord-020909-n36p5n2k 44 25 definitions definition NNS cord-020909-n36p5n2k 44 26 of of IN cord-020909-n36p5n2k 44 27 biased biased JJ cord-020909-n36p5n2k 44 28 concepts concept NNS cord-020909-n36p5n2k 44 29 . . . cord-020909-n36p5n2k 45 1 The the DT cord-020909-n36p5n2k 45 2 approach approach NN cord-020909-n36p5n2k 45 3 exploits exploit VBZ cord-020909-n36p5n2k 45 4 the the DT cord-020909-n36p5n2k 45 5 web web NN cord-020909-n36p5n2k 45 6 graph graph NN cord-020909-n36p5n2k 45 7 structure structure NN cord-020909-n36p5n2k 45 8 and and CC cord-020909-n36p5n2k 45 9 can can MD cord-020909-n36p5n2k 45 10 annotate annotate VB cord-020909-n36p5n2k 45 11 web web NN cord-020909-n36p5n2k 45 12 sources source NNS cord-020909-n36p5n2k 45 13 with with IN cord-020909-n36p5n2k 45 14 bias bias NN cord-020909-n36p5n2k 45 15 metrics metric NNS cord-020909-n36p5n2k 45 16 on on IN cord-020909-n36p5n2k 45 17 any any DT cord-020909-n36p5n2k 45 18 online online JJ cord-020909-n36p5n2k 45 19 platform platform NN cord-020909-n36p5n2k 45 20 . . . cord-020909-n36p5n2k 46 1 Below below IN cord-020909-n36p5n2k 46 2 we -PRON- PRP cord-020909-n36p5n2k 46 3 describe describe VBP cord-020909-n36p5n2k 46 4 the the DT cord-020909-n36p5n2k 46 5 notions notion NNS cord-020909-n36p5n2k 46 6 of of IN cord-020909-n36p5n2k 46 7 Biased biased JJ cord-020909-n36p5n2k 46 8 Concepts concept NNS cord-020909-n36p5n2k 46 9 ( ( -LRB- cord-020909-n36p5n2k 46 10 BCs BCs NNP cord-020909-n36p5n2k 46 11 ) ) -RRB- cord-020909-n36p5n2k 46 12 and and CC cord-020909-n36p5n2k 46 13 Aspects Aspects NNPS cord-020909-n36p5n2k 46 14 of of IN cord-020909-n36p5n2k 46 15 Bias Bias NNP cord-020909-n36p5n2k 46 16 ( ( -LRB- cord-020909-n36p5n2k 46 17 ABs ABs NNP cord-020909-n36p5n2k 46 18 ) ) -RRB- cord-020909-n36p5n2k 46 19 , , , cord-020909-n36p5n2k 46 20 along along IN cord-020909-n36p5n2k 46 21 with with IN cord-020909-n36p5n2k 46 22 the the DT cord-020909-n36p5n2k 46 23 support support NN cord-020909-n36p5n2k 46 24 of of IN cord-020909-n36p5n2k 46 25 a a DT cord-020909-n36p5n2k 46 26 domain domain NN cord-020909-n36p5n2k 46 27 for for IN cord-020909-n36p5n2k 46 28 an an DT cord-020909-n36p5n2k 46 29 AB AB NNP cord-020909-n36p5n2k 46 30 and and CC cord-020909-n36p5n2k 46 31 BC BC NNP cord-020909-n36p5n2k 46 32 , , , cord-020909-n36p5n2k 46 33 and and CC cord-020909-n36p5n2k 46 34 its -PRON- PRP$ cord-020909-n36p5n2k 46 35 bias bias NN cord-020909-n36p5n2k 46 36 score score NN cord-020909-n36p5n2k 46 37 for for IN cord-020909-n36p5n2k 46 38 a a DT cord-020909-n36p5n2k 46 39 BC BC NNP cord-020909-n36p5n2k 46 40 . . . cord-020909-n36p5n2k 47 1 Table table NN cord-020909-n36p5n2k 47 2 1 1 CD cord-020909-n36p5n2k 47 3 describes describe VBZ cord-020909-n36p5n2k 47 4 the the DT cord-020909-n36p5n2k 47 5 used used JJ cord-020909-n36p5n2k 47 6 notation notation NN cord-020909-n36p5n2k 47 7 . . . cord-020909-n36p5n2k 48 1 The the DT cord-020909-n36p5n2k 48 2 interaction interaction NN cord-020909-n36p5n2k 48 3 with with IN cord-020909-n36p5n2k 48 4 a a DT cord-020909-n36p5n2k 48 5 user user NN cord-020909-n36p5n2k 48 6 begins begin VBZ cord-020909-n36p5n2k 48 7 with with IN cord-020909-n36p5n2k 48 8 the the DT cord-020909-n36p5n2k 48 9 definition definition NN cord-020909-n36p5n2k 48 10 of of IN cord-020909-n36p5n2k 48 11 a a DT cord-020909-n36p5n2k 48 12 Biased biased JJ cord-020909-n36p5n2k 48 13 Concept Concept NNP cord-020909-n36p5n2k 48 14 ( ( -LRB- cord-020909-n36p5n2k 48 15 BC BC NNP cord-020909-n36p5n2k 48 16 ) ) -RRB- cord-020909-n36p5n2k 48 17 , , , cord-020909-n36p5n2k 48 18 which which WDT cord-020909-n36p5n2k 48 19 is be VBZ cord-020909-n36p5n2k 48 20 considered consider VBN cord-020909-n36p5n2k 48 21 the the DT cord-020909-n36p5n2k 48 22 goggles goggle NNS cord-020909-n36p5n2k 48 23 through through IN cord-020909-n36p5n2k 48 24 which which WDT cord-020909-n36p5n2k 48 25 the the DT cord-020909-n36p5n2k 48 26 user user NN cord-020909-n36p5n2k 48 27 wants want VBZ cord-020909-n36p5n2k 48 28 to to TO cord-020909-n36p5n2k 48 29 explore explore VB cord-020909-n36p5n2k 48 30 the the DT cord-020909-n36p5n2k 48 31 web web NN cord-020909-n36p5n2k 48 32 domains domain NNS cord-020909-n36p5n2k 48 33 . . . cord-020909-n36p5n2k 49 1 BCs BCs NNP cord-020909-n36p5n2k 49 2 are be VBP cord-020909-n36p5n2k 49 3 given give VBN cord-020909-n36p5n2k 49 4 by by IN cord-020909-n36p5n2k 49 5 users user NNS cord-020909-n36p5n2k 49 6 and and CC cord-020909-n36p5n2k 49 7 correspond correspond VB cord-020909-n36p5n2k 49 8 to to IN cord-020909-n36p5n2k 49 9 a a DT cord-020909-n36p5n2k 49 10 concept concept NN cord-020909-n36p5n2k 49 11 that that WDT cord-020909-n36p5n2k 49 12 can can MD cord-020909-n36p5n2k 49 13 range range VB cord-020909-n36p5n2k 49 14 from from IN cord-020909-n36p5n2k 49 15 a a DT cord-020909-n36p5n2k 49 16 very very RB cord-020909-n36p5n2k 49 17 abstract abstract JJ cord-020909-n36p5n2k 49 18 one one NN cord-020909-n36p5n2k 49 19 ( ( -LRB- cord-020909-n36p5n2k 49 20 e.g. e.g. RB cord-020909-n36p5n2k 49 21 , , , cord-020909-n36p5n2k 49 22 god god NNP cord-020909-n36p5n2k 49 23 ) ) -RRB- cord-020909-n36p5n2k 49 24 to to IN cord-020909-n36p5n2k 49 25 a a DT cord-020909-n36p5n2k 49 26 very very RB cord-020909-n36p5n2k 49 27 specific specific JJ cord-020909-n36p5n2k 49 28 one one NN cord-020909-n36p5n2k 49 29 ( ( -LRB- cord-020909-n36p5n2k 49 30 e.g. e.g. RB cord-020909-n36p5n2k 49 31 , , , cord-020909-n36p5n2k 49 32 political political JJ cord-020909-n36p5n2k 49 33 parties party NNS cord-020909-n36p5n2k 49 34 ) ) -RRB- cord-020909-n36p5n2k 49 35 . . . cord-020909-n36p5n2k 50 1 For for IN cord-020909-n36p5n2k 50 2 each each DT cord-020909-n36p5n2k 50 3 BC BC NNP cord-020909-n36p5n2k 50 4 , , , cord-020909-n36p5n2k 50 5 it -PRON- PRP cord-020909-n36p5n2k 50 6 is be VBZ cord-020909-n36p5n2k 50 7 required require VBN cord-020909-n36p5n2k 50 8 that that IN cord-020909-n36p5n2k 50 9 the the DT cord-020909-n36p5n2k 50 10 users user NNS cord-020909-n36p5n2k 50 11 can can MD cord-020909-n36p5n2k 50 12 identify identify VB cord-020909-n36p5n2k 50 13 at at RB cord-020909-n36p5n2k 50 14 least least JJS cord-020909-n36p5n2k 50 15 two two CD cord-020909-n36p5n2k 50 16 Aspects aspect NNS cord-020909-n36p5n2k 50 17 of of IN cord-020909-n36p5n2k 50 18 Bias Bias NNP cord-020909-n36p5n2k 50 19 ( ( -LRB- cord-020909-n36p5n2k 50 20 ABs ABs NNP cord-020909-n36p5n2k 50 21 ) ) -RRB- cord-020909-n36p5n2k 50 22 , , , cord-020909-n36p5n2k 50 23 representing represent VBG cord-020909-n36p5n2k 50 24 its -PRON- PRP$ cord-020909-n36p5n2k 50 25 bias bias NN cord-020909-n36p5n2k 50 26 dimensions dimension NNS cord-020909-n36p5n2k 50 27 . . . cord-020909-n36p5n2k 51 1 ABs ab NNS cord-020909-n36p5n2k 51 2 are be VBP cord-020909-n36p5n2k 51 3 given give VBN cord-020909-n36p5n2k 51 4 by by IN cord-020909-n36p5n2k 51 5 the the DT cord-020909-n36p5n2k 51 6 users user NNS cord-020909-n36p5n2k 51 7 and and CC cord-020909-n36p5n2k 51 8 correspond correspond VB cord-020909-n36p5n2k 51 9 to to IN cord-020909-n36p5n2k 51 10 a a DT cord-020909-n36p5n2k 51 11 non non JJ cord-020909-n36p5n2k 51 12 - - JJ cord-020909-n36p5n2k 51 13 empty empty JJ cord-020909-n36p5n2k 51 14 set set NN cord-020909-n36p5n2k 51 15 of of IN cord-020909-n36p5n2k 51 16 seeds seed NNS cord-020909-n36p5n2k 51 17 ( ( -LRB- cord-020909-n36p5n2k 51 18 i.e. i.e. FW cord-020909-n36p5n2k 51 19 , , , cord-020909-n36p5n2k 51 20 domains domain NNS cord-020909-n36p5n2k 51 21 ) ) -RRB- cord-020909-n36p5n2k 51 22 S S NNP cord-020909-n36p5n2k 51 23 , , , cord-020909-n36p5n2k 51 24 that that IN cord-020909-n36p5n2k 51 25 the the DT cord-020909-n36p5n2k 51 26 user user NN cord-020909-n36p5n2k 51 27 considers consider VBZ cord-020909-n36p5n2k 51 28 to to TO cord-020909-n36p5n2k 51 29 fully fully RB cord-020909-n36p5n2k 51 30 Table table NN cord-020909-n36p5n2k 51 31 1 1 CD cord-020909-n36p5n2k 51 32 . . . cord-020909-n36p5n2k 52 1 Description description NN cord-020909-n36p5n2k 52 2 of of IN cord-020909-n36p5n2k 52 3 the the DT cord-020909-n36p5n2k 52 4 used use VBN cord-020909-n36p5n2k 52 5 notation notation NN cord-020909-n36p5n2k 52 6 . . . cord-020909-n36p5n2k 53 1 The the DT cord-020909-n36p5n2k 53 2 first first JJ cord-020909-n36p5n2k 53 3 part part NN cord-020909-n36p5n2k 53 4 describes describe VBZ cord-020909-n36p5n2k 53 5 the the DT cord-020909-n36p5n2k 53 6 notation notation NN cord-020909-n36p5n2k 53 7 used use VBN cord-020909-n36p5n2k 53 8 for for IN cord-020909-n36p5n2k 53 9 the the DT cord-020909-n36p5n2k 53 10 Web web NN cord-020909-n36p5n2k 53 11 Graph Graph NNP cord-020909-n36p5n2k 53 12 , , , cord-020909-n36p5n2k 53 13 while while IN cord-020909-n36p5n2k 53 14 the the DT cord-020909-n36p5n2k 53 15 second second JJ cord-020909-n36p5n2k 53 16 the the DT cord-020909-n36p5n2k 53 17 notation notation NN cord-020909-n36p5n2k 53 18 for for IN cord-020909-n36p5n2k 53 19 the the DT cord-020909-n36p5n2k 53 20 proposed propose VBN cord-020909-n36p5n2k 53 21 model model NN cord-020909-n36p5n2k 53 22 . . . cord-020909-n36p5n2k 53 23 _SP cord-020909-n36p5n2k 54 1 An an DT cord-020909-n36p5n2k 54 2 |A|-dimensional |a|-dimensional JJ cord-020909-n36p5n2k 54 3 vector vector NN cord-020909-n36p5n2k 54 4 with with IN cord-020909-n36p5n2k 54 5 support support NN cord-020909-n36p5n2k 54 6 1 1 CD cord-020909-n36p5n2k 54 7 in in IN cord-020909-n36p5n2k 54 8 all all DT cord-020909-n36p5n2k 54 9 dimensions dimension NNS cord-020909-n36p5n2k 54 10 support support VBP cord-020909-n36p5n2k 54 11 this this DT cord-020909-n36p5n2k 54 12 bias bias NN cord-020909-n36p5n2k 54 13 aspect aspect NN cord-020909-n36p5n2k 54 14 . . . cord-020909-n36p5n2k 55 1 For for IN cord-020909-n36p5n2k 55 2 example example NN cord-020909-n36p5n2k 55 3 , , , cord-020909-n36p5n2k 55 4 consider consider VB cord-020909-n36p5n2k 55 5 the the DT cord-020909-n36p5n2k 55 6 homepage homepage NN cord-020909-n36p5n2k 55 7 of of IN cord-020909-n36p5n2k 55 8 a a DT cord-020909-n36p5n2k 55 9 greek greek JJ cord-020909-n36p5n2k 55 10 political political JJ cord-020909-n36p5n2k 55 11 party party NN cord-020909-n36p5n2k 55 12 as as IN cord-020909-n36p5n2k 55 13 an an DT cord-020909-n36p5n2k 55 14 aspect aspect NN cord-020909-n36p5n2k 55 15 of of IN cord-020909-n36p5n2k 55 16 bias bias NN cord-020909-n36p5n2k 55 17 in in IN cord-020909-n36p5n2k 55 18 the the DT cord-020909-n36p5n2k 55 19 biased biased JJ cord-020909-n36p5n2k 55 20 concept concept NN cord-020909-n36p5n2k 55 21 of of IN cord-020909-n36p5n2k 55 22 the the DT cord-020909-n36p5n2k 55 23 politics politic NNS cord-020909-n36p5n2k 55 24 in in IN cord-020909-n36p5n2k 55 25 Greece Greece NNP cord-020909-n36p5n2k 55 26 . . . cord-020909-n36p5n2k 56 1 Notice notice VB cord-020909-n36p5n2k 56 2 , , , cord-020909-n36p5n2k 56 3 that that IN cord-020909-n36p5n2k 56 4 an an DT cord-020909-n36p5n2k 56 5 AB ab NN cord-020909-n36p5n2k 56 6 can can MD cord-020909-n36p5n2k 56 7 be be VB cord-020909-n36p5n2k 56 8 part part NN cord-020909-n36p5n2k 56 9 of of IN cord-020909-n36p5n2k 56 10 more more JJR cord-020909-n36p5n2k 56 11 than than IN cord-020909-n36p5n2k 56 12 one one CD cord-020909-n36p5n2k 56 13 BCs BCs NNP cord-020909-n36p5n2k 56 14 . . . cord-020909-n36p5n2k 57 1 Typically typically RB cord-020909-n36p5n2k 57 2 , , , cord-020909-n36p5n2k 57 3 an an DT cord-020909-n36p5n2k 57 4 AB ab NN cord-020909-n36p5n2k 57 5 is be VBZ cord-020909-n36p5n2k 57 6 denoted denote VBN cord-020909-n36p5n2k 57 7 by by IN cord-020909-n36p5n2k 57 8 AB AB NNP cord-020909-n36p5n2k 57 9 sign(S sign(S NNP cord-020909-n36p5n2k 57 10 ) ) -RRB- cord-020909-n36p5n2k 57 11 , , , cord-020909-n36p5n2k 57 12 where where WRB cord-020909-n36p5n2k 57 13 sign(S sign(S NNP cord-020909-n36p5n2k 57 14 ) ) -RRB- cord-020909-n36p5n2k 57 15 is be VBZ cord-020909-n36p5n2k 57 16 the the DT cord-020909-n36p5n2k 57 17 signature signature NN cord-020909-n36p5n2k 57 18 of of IN cord-020909-n36p5n2k 57 19 the the DT cord-020909-n36p5n2k 57 20 non non JJ cord-020909-n36p5n2k 57 21 - - JJ cord-020909-n36p5n2k 57 22 empty empty JJ cord-020909-n36p5n2k 57 23 set set NN cord-020909-n36p5n2k 57 24 of of IN cord-020909-n36p5n2k 57 25 seeds seed NNS cord-020909-n36p5n2k 57 26 S. S. NNP cord-020909-n36p5n2k 57 27 The the DT cord-020909-n36p5n2k 57 28 sign(S sign(S NNP cord-020909-n36p5n2k 57 29 ) ) -RRB- cord-020909-n36p5n2k 57 30 is be VBZ cord-020909-n36p5n2k 57 31 the the DT cord-020909-n36p5n2k 57 32 SHA1 SHA1 NNP cord-020909-n36p5n2k 57 33 hash hash NN cord-020909-n36p5n2k 57 34 of of IN cord-020909-n36p5n2k 57 35 the the DT cord-020909-n36p5n2k 57 36 lexicographic lexicographic JJ cord-020909-n36p5n2k 57 37 concatenation concatenation NN cord-020909-n36p5n2k 57 38 of of IN cord-020909-n36p5n2k 57 39 the the DT cord-020909-n36p5n2k 57 40 normalized normalized JJ cord-020909-n36p5n2k 57 41 Second Second NNP cord-020909-n36p5n2k 57 42 Level Level NNP cord-020909-n36p5n2k 57 43 Domains domain NNS cord-020909-n36p5n2k 57 44 ( ( -LRB- cord-020909-n36p5n2k 57 45 SLDs sld NNS cord-020909-n36p5n2k 57 46 ) ) -RRB- cord-020909-n36p5n2k 57 47 6 6 CD cord-020909-n36p5n2k 57 48 of of IN cord-020909-n36p5n2k 57 49 the the DT cord-020909-n36p5n2k 57 50 urls url NNS cord-020909-n36p5n2k 57 51 in in IN cord-020909-n36p5n2k 57 52 S. S. NNP cord-020909-n36p5n2k 58 1 We -PRON- PRP cord-020909-n36p5n2k 58 2 assume assume VBP cord-020909-n36p5n2k 58 3 that that IN cord-020909-n36p5n2k 58 4 all all DT cord-020909-n36p5n2k 58 5 seeds seed NNS cord-020909-n36p5n2k 58 6 in in IN cord-020909-n36p5n2k 58 7 S S NNP cord-020909-n36p5n2k 58 8 are be VBP cord-020909-n36p5n2k 58 9 incomparable incomparable JJ cord-020909-n36p5n2k 58 10 and and CC cord-020909-n36p5n2k 58 11 support support NN cord-020909-n36p5n2k 58 12 with with IN cord-020909-n36p5n2k 58 13 the the DT cord-020909-n36p5n2k 58 14 same same JJ cord-020909-n36p5n2k 58 15 strength strength NN cord-020909-n36p5n2k 58 16 this this DT cord-020909-n36p5n2k 58 17 AB ab NN cord-020909-n36p5n2k 58 18 . . . cord-020909-n36p5n2k 59 1 The the DT cord-020909-n36p5n2k 59 2 domains domain NNS cord-020909-n36p5n2k 59 3 in in IN cord-020909-n36p5n2k 59 4 the the DT cord-020909-n36p5n2k 59 5 set set NN cord-020909-n36p5n2k 59 6 of of IN cord-020909-n36p5n2k 59 7 seeds seed NNS cord-020909-n36p5n2k 59 8 S S NNP cord-020909-n36p5n2k 59 9 are be VBP cord-020909-n36p5n2k 59 10 incomparable incomparable JJ cord-020909-n36p5n2k 59 11 and and CC cord-020909-n36p5n2k 59 12 equally equally RB cord-020909-n36p5n2k 59 13 supportive supportive JJ cord-020909-n36p5n2k 59 14 of of IN cord-020909-n36p5n2k 59 15 the the DT cord-020909-n36p5n2k 59 16 AB AB NNP cord-020909-n36p5n2k 59 17 sign sign NN cord-020909-n36p5n2k 59 18 ( ( -LRB- cord-020909-n36p5n2k 59 19 S S NNP cord-020909-n36p5n2k 59 20 ) ) -RRB- cord-020909-n36p5n2k 59 21 . . . cord-020909-n36p5n2k 60 1 The the DT cord-020909-n36p5n2k 60 2 user user NN cord-020909-n36p5n2k 60 3 - - HYPH cord-020909-n36p5n2k 60 4 defined define VBN cord-020909-n36p5n2k 60 5 BC BC NNP cord-020909-n36p5n2k 60 6 of of IN cord-020909-n36p5n2k 60 7 the the DT cord-020909-n36p5n2k 60 8 set set NN cord-020909-n36p5n2k 60 9 of of IN cord-020909-n36p5n2k 60 10 ABs ab NNS cord-020909-n36p5n2k 60 11 A A NNP cord-020909-n36p5n2k 60 12 ⊆ ⊆ NN cord-020909-n36p5n2k 60 13 A a DT cord-020909-n36p5n2k 60 14 U u NN cord-020909-n36p5n2k 60 15 , , , cord-020909-n36p5n2k 60 16 where where WRB cord-020909-n36p5n2k 60 17 |A| |a| CD cord-020909-n36p5n2k 60 18 ≥ ≥ CD cord-020909-n36p5n2k 60 19 2 2 CD cord-020909-n36p5n2k 60 20 and and CC cord-020909-n36p5n2k 60 21 A a DT cord-020909-n36p5n2k 60 22 U u NN cord-020909-n36p5n2k 60 23 the the DT cord-020909-n36p5n2k 60 24 universe universe NN cord-020909-n36p5n2k 60 25 of of IN cord-020909-n36p5n2k 60 26 all all DT cord-020909-n36p5n2k 60 27 possible possible JJ cord-020909-n36p5n2k 60 28 ABs ab NNS cord-020909-n36p5n2k 60 29 in in IN cord-020909-n36p5n2k 60 30 the the DT cord-020909-n36p5n2k 60 31 set set NN cord-020909-n36p5n2k 60 32 of of IN cord-020909-n36p5n2k 60 33 domains domain NNS cord-020909-n36p5n2k 60 34 doms(W doms(W NNP cord-020909-n36p5n2k 60 35 ) ) -RRB- cord-020909-n36p5n2k 60 36 of of IN cord-020909-n36p5n2k 60 37 the the DT cord-020909-n36p5n2k 60 38 crawled crawl VBN cord-020909-n36p5n2k 60 39 pages page NNS cord-020909-n36p5n2k 60 40 W W NNP cord-020909-n36p5n2k 60 41 , , , cord-020909-n36p5n2k 60 42 is be VBZ cord-020909-n36p5n2k 60 43 denoted denote VBN cord-020909-n36p5n2k 60 44 by by IN cord-020909-n36p5n2k 60 45 BC BC NNP cord-020909-n36p5n2k 60 46 A A NNP cord-020909-n36p5n2k 60 47 and and CC cord-020909-n36p5n2k 60 48 is be VBZ cord-020909-n36p5n2k 60 49 represented represent VBN cord-020909-n36p5n2k 60 50 by by IN cord-020909-n36p5n2k 60 51 the the DT cord-020909-n36p5n2k 60 52 pair pair NN cord-020909-n36p5n2k 60 53 < < XX cord-020909-n36p5n2k 60 54 d d NNP cord-020909-n36p5n2k 60 55 A A NNP cord-020909-n36p5n2k 60 56 , , , cord-020909-n36p5n2k 60 57 desc desc NNP cord-020909-n36p5n2k 60 58 A A NNP cord-020909-n36p5n2k 60 59 > > XX cord-020909-n36p5n2k 60 60 . . . cord-020909-n36p5n2k 61 1 The the DT cord-020909-n36p5n2k 61 2 d d NNP cord-020909-n36p5n2k 61 3 A A NNP cord-020909-n36p5n2k 61 4 is be VBZ cord-020909-n36p5n2k 61 5 an an DT cord-020909-n36p5n2k 61 6 |A|-dimensional |a|-dimensional JJ cord-020909-n36p5n2k 61 7 vector vector NN cord-020909-n36p5n2k 61 8 with with IN cord-020909-n36p5n2k 61 9 |A| |a| CD cord-020909-n36p5n2k 61 10 ≥ ≥ CD cord-020909-n36p5n2k 61 11 2 2 CD cord-020909-n36p5n2k 61 12 , , , cord-020909-n36p5n2k 61 13 holding hold VBG cord-020909-n36p5n2k 61 14 all all DT cord-020909-n36p5n2k 61 15 AB ab NN cord-020909-n36p5n2k 61 16 sign(S sign(S NNP cord-020909-n36p5n2k 61 17 ) ) -RRB- cord-020909-n36p5n2k 62 1 ∈ ∈ VB cord-020909-n36p5n2k 63 1 A a DT cord-020909-n36p5n2k 63 2 of of IN cord-020909-n36p5n2k 63 3 this this DT cord-020909-n36p5n2k 63 4 BC BC NNP cord-020909-n36p5n2k 63 5 in in IN cord-020909-n36p5n2k 63 6 lexicographic lexicographic JJ cord-020909-n36p5n2k 63 7 order order NN cord-020909-n36p5n2k 63 8 . . . cord-020909-n36p5n2k 64 1 desc desc NNP cord-020909-n36p5n2k 64 2 A A NNP cord-020909-n36p5n2k 64 3 is be VBZ cord-020909-n36p5n2k 64 4 a a DT cord-020909-n36p5n2k 64 5 user user NN cord-020909-n36p5n2k 64 6 - - HYPH cord-020909-n36p5n2k 64 7 defined define VBN cord-020909-n36p5n2k 64 8 textual textual JJ cord-020909-n36p5n2k 64 9 description description NN cord-020909-n36p5n2k 64 10 of of IN cord-020909-n36p5n2k 64 11 this this DT cord-020909-n36p5n2k 64 12 BC BC NNP cord-020909-n36p5n2k 64 13 . . . cord-020909-n36p5n2k 65 1 In in IN cord-020909-n36p5n2k 65 2 this this DT cord-020909-n36p5n2k 65 3 work work NN cord-020909-n36p5n2k 65 4 , , , cord-020909-n36p5n2k 65 5 we -PRON- PRP cord-020909-n36p5n2k 65 6 assume assume VBP cord-020909-n36p5n2k 65 7 that that IN cord-020909-n36p5n2k 65 8 all all DT cord-020909-n36p5n2k 65 9 ABs ab NNS cord-020909-n36p5n2k 65 10 of of IN cord-020909-n36p5n2k 65 11 any any DT cord-020909-n36p5n2k 65 12 BC BC NNP cord-020909-n36p5n2k 65 13 are be VBP cord-020909-n36p5n2k 65 14 orthogonal orthogonal JJ cord-020909-n36p5n2k 65 15 and and CC cord-020909-n36p5n2k 65 16 unrelated unrelated JJ cord-020909-n36p5n2k 65 17 . . . cord-020909-n36p5n2k 66 1 ABs ab NNS cord-020909-n36p5n2k 66 2 in in IN cord-020909-n36p5n2k 66 3 a a DT cord-020909-n36p5n2k 66 4 userdefined userdefined JJ cord-020909-n36p5n2k 66 5 BC BC NNP cord-020909-n36p5n2k 66 6 are be VBP cord-020909-n36p5n2k 66 7 considered consider VBN cord-020909-n36p5n2k 66 8 orthogonal orthogonal JJ cord-020909-n36p5n2k 66 9 . . . cord-020909-n36p5n2k 67 1 Using use VBG cord-020909-n36p5n2k 67 2 the the DT cord-020909-n36p5n2k 67 3 notation notation NN cord-020909-n36p5n2k 67 4 , , , cord-020909-n36p5n2k 67 5 our -PRON- PRP$ cord-020909-n36p5n2k 67 6 running run VBG cord-020909-n36p5n2k 67 7 example example NN cord-020909-n36p5n2k 67 8 is be VBZ cord-020909-n36p5n2k 67 9 denoted denote VBN cord-020909-n36p5n2k 67 10 as as IN cord-020909-n36p5n2k 67 11 where where WRB cord-020909-n36p5n2k 67 12 d d NNP cord-020909-n36p5n2k 67 13 R r NN cord-020909-n36p5n2k 67 14 is be VBZ cord-020909-n36p5n2k 67 15 a a DT cord-020909-n36p5n2k 67 16 vector vector NN cord-020909-n36p5n2k 67 17 that that WDT cord-020909-n36p5n2k 67 18 holds hold VBZ cord-020909-n36p5n2k 67 19 lexicographically lexicographically RB cord-020909-n36p5n2k 67 20 the the DT cord-020909-n36p5n2k 67 21 SHA1 SHA1 NNP cord-020909-n36p5n2k 67 22 signatures signature NNS cord-020909-n36p5n2k 67 23 of of IN cord-020909-n36p5n2k 67 24 the the DT cord-020909-n36p5n2k 67 25 nine nine CD cord-020909-n36p5n2k 67 26 ABs ab NNS cord-020909-n36p5n2k 67 27 singleton singleton JJ cord-020909-n36p5n2k 67 28 seeds seed NNS cord-020909-n36p5n2k 67 29 of of IN cord-020909-n36p5n2k 67 30 greek greek JJ cord-020909-n36p5n2k 67 31 political political JJ cord-020909-n36p5n2k 67 32 parties party NNS cord-020909-n36p5n2k 67 33 R r NN cord-020909-n36p5n2k 67 34 = = NFP cord-020909-n36p5n2k 67 35 { { -LRB- cord-020909-n36p5n2k 67 36 { { -LRB- cord-020909-n36p5n2k 67 37 " " `` cord-020909-n36p5n2k 67 38 anexartitoiellines.gr anexartitoiellines.gr JJ cord-020909-n36p5n2k 67 39 " " '' cord-020909-n36p5n2k 67 40 } } -RRB- cord-020909-n36p5n2k 67 41 , , , cord-020909-n36p5n2k 67 42 { { -LRB- cord-020909-n36p5n2k 67 43 " " `` cord-020909-n36p5n2k 67 44 antidiaploki.gr antidiaploki.gr TO cord-020909-n36p5n2k 67 45 " " '' cord-020909-n36p5n2k 67 46 } } -RRB- cord-020909-n36p5n2k 67 47 , , , cord-020909-n36p5n2k 67 48 { { -LRB- cord-020909-n36p5n2k 67 49 " " `` cord-020909-n36p5n2k 67 50 elliniki elliniki NNP cord-020909-n36p5n2k 67 51 − − NNP cord-020909-n36p5n2k 67 52 lisi.gr lisi.gr . cord-020909-n36p5n2k 67 53 " " '' cord-020909-n36p5n2k 67 54 } } -RRB- cord-020909-n36p5n2k 67 55 , , , cord-020909-n36p5n2k 67 56 { { -LRB- cord-020909-n36p5n2k 67 57 " " `` cord-020909-n36p5n2k 67 58 kke.gr kke.gr NNP cord-020909-n36p5n2k 67 59 " " '' cord-020909-n36p5n2k 67 60 } } -RRB- cord-020909-n36p5n2k 67 61 , , , cord-020909-n36p5n2k 67 62 { { -LRB- cord-020909-n36p5n2k 67 63 " " `` cord-020909-n36p5n2k 67 64 mera25.gr mera25.gr NNP cord-020909-n36p5n2k 67 65 " " '' cord-020909-n36p5n2k 67 66 } } -RRB- cord-020909-n36p5n2k 67 67 , , , cord-020909-n36p5n2k 67 68 { { -LRB- cord-020909-n36p5n2k 67 69 " " `` cord-020909-n36p5n2k 67 70 nd.gr nd.gr NNP cord-020909-n36p5n2k 67 71 " " '' cord-020909-n36p5n2k 67 72 } } -RRB- cord-020909-n36p5n2k 67 73 , , , cord-020909-n36p5n2k 67 74 { { -LRB- cord-020909-n36p5n2k 67 75 " " `` cord-020909-n36p5n2k 67 76 syriza.gr syriza.gr RB cord-020909-n36p5n2k 67 77 " " '' cord-020909-n36p5n2k 67 78 } } -RRB- cord-020909-n36p5n2k 67 79 , , , cord-020909-n36p5n2k 67 80 { { -LRB- cord-020909-n36p5n2k 67 81 " " `` cord-020909-n36p5n2k 67 82 topotami.gr topotami.gr NNP cord-020909-n36p5n2k 67 83 " " '' cord-020909-n36p5n2k 67 84 } } -RRB- cord-020909-n36p5n2k 67 85 , , , cord-020909-n36p5n2k 67 86 { { -LRB- cord-020909-n36p5n2k 67 87 " " `` cord-020909-n36p5n2k 67 88 xryshaygh.com xryshaygh.com ADD cord-020909-n36p5n2k 67 89 " " '' cord-020909-n36p5n2k 67 90 } } -RRB- cord-020909-n36p5n2k 67 91 } } -RRB- cord-020909-n36p5n2k 67 92 , , , cord-020909-n36p5n2k 67 93 and and CC cord-020909-n36p5n2k 67 94 desc desc NNP cord-020909-n36p5n2k 67 95 R R NNP cord-020909-n36p5n2k 67 96 = = SYM cord-020909-n36p5n2k 67 97 " " '' cord-020909-n36p5n2k 67 98 politics politic NNS cord-020909-n36p5n2k 67 99 in in IN cord-020909-n36p5n2k 67 100 Greece Greece NNP cord-020909-n36p5n2k 67 101 " " '' cord-020909-n36p5n2k 67 102 is be VBZ cord-020909-n36p5n2k 67 103 its -PRON- PRP$ cord-020909-n36p5n2k 67 104 description description NN cord-020909-n36p5n2k 67 105 . . . cord-020909-n36p5n2k 68 1 A a DT cord-020909-n36p5n2k 68 2 core core NN cord-020909-n36p5n2k 68 3 metric metric NN cord-020909-n36p5n2k 68 4 in in IN cord-020909-n36p5n2k 68 5 the the DT cord-020909-n36p5n2k 68 6 proposed propose VBN cord-020909-n36p5n2k 68 7 model model NN cord-020909-n36p5n2k 68 8 is be VBZ cord-020909-n36p5n2k 68 9 the the DT cord-020909-n36p5n2k 68 10 support support NN cord-020909-n36p5n2k 68 11 score score NN cord-020909-n36p5n2k 68 12 of of IN cord-020909-n36p5n2k 68 13 a a DT cord-020909-n36p5n2k 68 14 domain domain NN cord-020909-n36p5n2k 68 15 dom dom NN cord-020909-n36p5n2k 68 16 to to IN cord-020909-n36p5n2k 68 17 an an DT cord-020909-n36p5n2k 68 18 aspect aspect NN cord-020909-n36p5n2k 68 19 of of IN cord-020909-n36p5n2k 68 20 bias bias NN cord-020909-n36p5n2k 68 21 AB AB NNP cord-020909-n36p5n2k 68 22 sign(S sign(S NNP cord-020909-n36p5n2k 68 23 ) ) -RRB- cord-020909-n36p5n2k 68 24 , , , cord-020909-n36p5n2k 68 25 denoted denote VBN cord-020909-n36p5n2k 68 26 as as IN cord-020909-n36p5n2k 68 27 sup(AB sup(AB NNP cord-020909-n36p5n2k 68 28 sign(S sign(S NNP cord-020909-n36p5n2k 68 29 ) ) -RRB- cord-020909-n36p5n2k 68 30 , , , cord-020909-n36p5n2k 68 31 dom dom NNP cord-020909-n36p5n2k 68 32 ) ) -RRB- cord-020909-n36p5n2k 68 33 . . . cord-020909-n36p5n2k 69 1 The the DT cord-020909-n36p5n2k 69 2 support support NN cord-020909-n36p5n2k 69 3 score score NN cord-020909-n36p5n2k 69 4 ranges range NNS cord-020909-n36p5n2k 69 5 in in IN cord-020909-n36p5n2k 69 6 [ [ -LRB- cord-020909-n36p5n2k 69 7 0 0 CD cord-020909-n36p5n2k 69 8 , , , cord-020909-n36p5n2k 69 9 1 1 CD cord-020909-n36p5n2k 69 10 ] ] -RRB- cord-020909-n36p5n2k 69 11 , , , cord-020909-n36p5n2k 69 12 where where WRB cord-020909-n36p5n2k 69 13 0 0 NFP cord-020909-n36p5n2k 69 14 denotes denote VBZ cord-020909-n36p5n2k 69 15 an an DT cord-020909-n36p5n2k 69 16 unsupportive unsupportive JJ cord-020909-n36p5n2k 69 17 domain domain NN cord-020909-n36p5n2k 69 18 for for IN cord-020909-n36p5n2k 69 19 the the DT cord-020909-n36p5n2k 69 20 corresponding corresponding JJ cord-020909-n36p5n2k 69 21 AB ab NN cord-020909-n36p5n2k 69 22 , , , cord-020909-n36p5n2k 69 23 and and CC cord-020909-n36p5n2k 69 24 1 1 CD cord-020909-n36p5n2k 69 25 a a DT cord-020909-n36p5n2k 69 26 fully fully RB cord-020909-n36p5n2k 69 27 supportive supportive JJ cord-020909-n36p5n2k 69 28 one one CD cord-020909-n36p5n2k 69 29 . . . cord-020909-n36p5n2k 70 1 We -PRON- PRP cord-020909-n36p5n2k 70 2 can can MD cord-020909-n36p5n2k 70 3 identify identify VB cord-020909-n36p5n2k 70 4 three three CD cord-020909-n36p5n2k 70 5 approaches approach NNS cord-020909-n36p5n2k 70 6 for for IN cord-020909-n36p5n2k 70 7 computing compute VBG cord-020909-n36p5n2k 70 8 this this DT cord-020909-n36p5n2k 70 9 support support NN cord-020909-n36p5n2k 70 10 for for IN cord-020909-n36p5n2k 70 11 a a DT cord-020909-n36p5n2k 70 12 dataset dataset NN cord-020909-n36p5n2k 70 13 of of IN cord-020909-n36p5n2k 70 14 web web NN cord-020909-n36p5n2k 70 15 pages page NNS cord-020909-n36p5n2k 70 16 : : : cord-020909-n36p5n2k 70 17 ( ( -LRB- cord-020909-n36p5n2k 70 18 a a LS cord-020909-n36p5n2k 70 19 ) ) -RRB- cord-020909-n36p5n2k 70 20 the the DT cord-020909-n36p5n2k 70 21 graph graph NN cord-020909-n36p5n2k 70 22 - - HYPH cord-020909-n36p5n2k 70 23 based base VBN cord-020909-n36p5n2k 70 24 ones one NNS cord-020909-n36p5n2k 70 25 that that WDT cord-020909-n36p5n2k 70 26 exploit exploit VBP cord-020909-n36p5n2k 70 27 the the DT cord-020909-n36p5n2k 70 28 web web NN cord-020909-n36p5n2k 70 29 graph graph NN cord-020909-n36p5n2k 70 30 structure structure NN cord-020909-n36p5n2k 70 31 and and CC cord-020909-n36p5n2k 70 32 the the DT cord-020909-n36p5n2k 70 33 relationship relationship NN cord-020909-n36p5n2k 70 34 of of IN cord-020909-n36p5n2k 70 35 a a DT cord-020909-n36p5n2k 70 36 domain domain NN cord-020909-n36p5n2k 70 37 with with IN cord-020909-n36p5n2k 70 38 the the DT cord-020909-n36p5n2k 70 39 domains domain NNS cord-020909-n36p5n2k 70 40 in in IN cord-020909-n36p5n2k 70 41 seeds(AB seeds(AB NNS cord-020909-n36p5n2k 70 42 sign(S sign(S NNP cord-020909-n36p5n2k 70 43 ) ) -RRB- cord-020909-n36p5n2k 70 44 ) ) -RRB- cord-020909-n36p5n2k 70 45 , , , cord-020909-n36p5n2k 70 46 ( ( -LRB- cord-020909-n36p5n2k 70 47 b b LS cord-020909-n36p5n2k 70 48 ) ) -RRB- cord-020909-n36p5n2k 70 49 the the DT cord-020909-n36p5n2k 70 50 content content NN cord-020909-n36p5n2k 70 51 - - HYPH cord-020909-n36p5n2k 70 52 based base VBN cord-020909-n36p5n2k 70 53 ones one NNS cord-020909-n36p5n2k 70 54 that that WDT cord-020909-n36p5n2k 70 55 consider consider VBP cord-020909-n36p5n2k 70 56 the the DT cord-020909-n36p5n2k 70 57 textual textual JJ cord-020909-n36p5n2k 70 58 information information NN cord-020909-n36p5n2k 70 59 of of IN cord-020909-n36p5n2k 70 60 the the DT cord-020909-n36p5n2k 70 61 respective respective JJ cord-020909-n36p5n2k 70 62 web web NN cord-020909-n36p5n2k 70 63 pages page NNS cord-020909-n36p5n2k 70 64 , , , cord-020909-n36p5n2k 70 65 and and CC cord-020909-n36p5n2k 70 66 ( ( -LRB- cord-020909-n36p5n2k 70 67 c c NN cord-020909-n36p5n2k 70 68 ) ) -RRB- cord-020909-n36p5n2k 70 69 the the DT cord-020909-n36p5n2k 70 70 hybrid hybrid JJ cord-020909-n36p5n2k 70 71 ones one NNS cord-020909-n36p5n2k 70 72 that that WDT cord-020909-n36p5n2k 70 73 take take VBP cord-020909-n36p5n2k 70 74 advantage advantage NN cord-020909-n36p5n2k 70 75 of of IN cord-020909-n36p5n2k 70 76 both both CC cord-020909-n36p5n2k 70 77 the the DT cord-020909-n36p5n2k 70 78 graph graph NN cord-020909-n36p5n2k 70 79 and and CC cord-020909-n36p5n2k 70 80 the the DT cord-020909-n36p5n2k 70 81 content content NN cord-020909-n36p5n2k 70 82 information information NN cord-020909-n36p5n2k 70 83 . . . cord-020909-n36p5n2k 71 1 In in IN cord-020909-n36p5n2k 71 2 this this DT cord-020909-n36p5n2k 71 3 work work NN cord-020909-n36p5n2k 71 4 , , , cord-020909-n36p5n2k 71 5 we -PRON- PRP cord-020909-n36p5n2k 71 6 focus focus VBP cord-020909-n36p5n2k 71 7 only only RB cord-020909-n36p5n2k 71 8 on on IN cord-020909-n36p5n2k 71 9 graph graph NN cord-020909-n36p5n2k 71 10 - - HYPH cord-020909-n36p5n2k 71 11 based base VBN cord-020909-n36p5n2k 71 12 approaches approach NNS cord-020909-n36p5n2k 71 13 and and CC cord-020909-n36p5n2k 71 14 study study VB cord-020909-n36p5n2k 71 15 two two CD cord-020909-n36p5n2k 71 16 frequently frequently RB cord-020909-n36p5n2k 71 17 used use VBN cord-020909-n36p5n2k 71 18 propagation propagation NN cord-020909-n36p5n2k 71 19 models model NNS cord-020909-n36p5n2k 71 20 , , , cord-020909-n36p5n2k 71 21 the the DT cord-020909-n36p5n2k 71 22 Independence Independence NNP cord-020909-n36p5n2k 71 23 Cascade Cascade NNP cord-020909-n36p5n2k 71 24 ( ( -LRB- cord-020909-n36p5n2k 71 25 IC IC NNP cord-020909-n36p5n2k 71 26 ) ) -RRB- cord-020909-n36p5n2k 71 27 and and CC cord-020909-n36p5n2k 71 28 Linear Linear NNP cord-020909-n36p5n2k 71 29 Threshold Threshold NNP cord-020909-n36p5n2k 71 30 ( ( -LRB- cord-020909-n36p5n2k 71 31 LT LT NNP cord-020909-n36p5n2k 71 32 ) ) -RRB- cord-020909-n36p5n2k 71 33 models model NNS cord-020909-n36p5n2k 71 34 , , , cord-020909-n36p5n2k 71 35 along along IN cord-020909-n36p5n2k 71 36 with with IN cord-020909-n36p5n2k 71 37 the the DT cord-020909-n36p5n2k 71 38 newly newly RB cord-020909-n36p5n2k 71 39 introduced introduce VBN cord-020909-n36p5n2k 71 40 Biased biased JJ cord-020909-n36p5n2k 71 41 - - HYPH cord-020909-n36p5n2k 71 42 PageRank pagerank JJ cord-020909-n36p5n2k 71 43 ( ( -LRB- cord-020909-n36p5n2k 71 44 Biased biased JJ cord-020909-n36p5n2k 71 45 - - HYPH cord-020909-n36p5n2k 71 46 PR pr NN cord-020909-n36p5n2k 71 47 ) ) -RRB- cord-020909-n36p5n2k 71 48 , , , cord-020909-n36p5n2k 71 49 that that IN cord-020909-n36p5n2k 71 50 models model VBZ cord-020909-n36p5n2k 71 51 various various JJ cord-020909-n36p5n2k 71 52 behaviours behaviour NNS cord-020909-n36p5n2k 71 53 of of IN cord-020909-n36p5n2k 71 54 biased biased JJ cord-020909-n36p5n2k 71 55 surfers surfer NNS cord-020909-n36p5n2k 71 56 . . . cord-020909-n36p5n2k 72 1 The the DT cord-020909-n36p5n2k 72 2 details detail NNS cord-020909-n36p5n2k 72 3 about about IN cord-020909-n36p5n2k 72 4 these these DT cord-020909-n36p5n2k 72 5 algorithms algorithm NNS cord-020909-n36p5n2k 72 6 are be VBP cord-020909-n36p5n2k 72 7 given give VBN cord-020909-n36p5n2k 72 8 in in IN cord-020909-n36p5n2k 72 9 Sect Sect NNP cord-020909-n36p5n2k 72 10 . . . cord-020909-n36p5n2k 73 1 4 4 LS cord-020909-n36p5n2k 73 2 . . . cord-020909-n36p5n2k 74 1 In in IN cord-020909-n36p5n2k 74 2 the the DT cord-020909-n36p5n2k 74 3 same same JJ cord-020909-n36p5n2k 74 4 spirit spirit NN cord-020909-n36p5n2k 74 5 , , , cord-020909-n36p5n2k 74 6 we -PRON- PRP cord-020909-n36p5n2k 74 7 are be VBP cord-020909-n36p5n2k 74 8 interested interested JJ cord-020909-n36p5n2k 74 9 about about IN cord-020909-n36p5n2k 74 10 the the DT cord-020909-n36p5n2k 74 11 support support NN cord-020909-n36p5n2k 74 12 of of IN cord-020909-n36p5n2k 74 13 a a DT cord-020909-n36p5n2k 74 14 specific specific JJ cord-020909-n36p5n2k 74 15 domain domain NN cord-020909-n36p5n2k 74 16 dom dom NN cord-020909-n36p5n2k 74 17 to to IN cord-020909-n36p5n2k 74 18 a a DT cord-020909-n36p5n2k 74 19 biased biased JJ cord-020909-n36p5n2k 74 20 concept concept NN cord-020909-n36p5n2k 74 21 BC BC NNP cord-020909-n36p5n2k 74 22 A A NNP cord-020909-n36p5n2k 74 23 , , , cord-020909-n36p5n2k 74 24 denoted denote VBN cord-020909-n36p5n2k 74 25 by by IN cord-020909-n36p5n2k 74 26 sup(BC sup(BC NNP cord-020909-n36p5n2k 74 27 A A NNP cord-020909-n36p5n2k 74 28 , , , cord-020909-n36p5n2k 74 29 dom dom NNP cord-020909-n36p5n2k 74 30 ) ) -RRB- cord-020909-n36p5n2k 74 31 . . . cord-020909-n36p5n2k 75 1 The the DT cord-020909-n36p5n2k 75 2 basic basic JJ cord-020909-n36p5n2k 75 3 intuition intuition NN cord-020909-n36p5n2k 75 4 is be VBZ cord-020909-n36p5n2k 75 5 that that IN cord-020909-n36p5n2k 75 6 we -PRON- PRP cord-020909-n36p5n2k 75 7 need need VBP cord-020909-n36p5n2k 75 8 a a DT cord-020909-n36p5n2k 75 9 metric metric NN cord-020909-n36p5n2k 75 10 that that WDT cord-020909-n36p5n2k 75 11 shows show VBZ cord-020909-n36p5n2k 75 12 the the DT cord-020909-n36p5n2k 75 13 relatedness relatedness NN cord-020909-n36p5n2k 75 14 and and CC cord-020909-n36p5n2k 75 15 support support NN cord-020909-n36p5n2k 75 16 to to IN cord-020909-n36p5n2k 75 17 all all DT cord-020909-n36p5n2k 75 18 or or CC cord-020909-n36p5n2k 75 19 any any DT cord-020909-n36p5n2k 75 20 of of IN cord-020909-n36p5n2k 75 21 the the DT cord-020909-n36p5n2k 75 22 aspects aspect NNS cord-020909-n36p5n2k 75 23 in in IN cord-020909-n36p5n2k 75 24 A A NNP cord-020909-n36p5n2k 75 25 , , , cord-020909-n36p5n2k 75 26 which which WDT cord-020909-n36p5n2k 75 27 can can MD cord-020909-n36p5n2k 75 28 be be VB cord-020909-n36p5n2k 75 29 interpreted interpret VBN cord-020909-n36p5n2k 75 30 as as IN cord-020909-n36p5n2k 75 31 the the DT cord-020909-n36p5n2k 75 32 relevance relevance NN cord-020909-n36p5n2k 75 33 of of IN cord-020909-n36p5n2k 75 34 this this DT cord-020909-n36p5n2k 75 35 domain domain NN cord-020909-n36p5n2k 75 36 with with IN cord-020909-n36p5n2k 75 37 any any DT cord-020909-n36p5n2k 75 38 of of IN cord-020909-n36p5n2k 75 39 the the DT cord-020909-n36p5n2k 75 40 aspects aspect NNS cord-020909-n36p5n2k 75 41 of of IN cord-020909-n36p5n2k 75 42 the the DT cord-020909-n36p5n2k 75 43 biased biased JJ cord-020909-n36p5n2k 75 44 concept concept NN cord-020909-n36p5n2k 75 45 BC BC NNP cord-020909-n36p5n2k 75 46 A A NNP cord-020909-n36p5n2k 75 47 . . . cord-020909-n36p5n2k 76 1 A a DT cord-020909-n36p5n2k 76 2 straightforward straightforward JJ cord-020909-n36p5n2k 76 3 way way NN cord-020909-n36p5n2k 76 4 to to TO cord-020909-n36p5n2k 76 5 measure measure VB cord-020909-n36p5n2k 76 6 it -PRON- PRP cord-020909-n36p5n2k 76 7 , , , cord-020909-n36p5n2k 76 8 is be VBZ cord-020909-n36p5n2k 76 9 the the DT cord-020909-n36p5n2k 76 10 norm norm NN cord-020909-n36p5n2k 76 11 of of IN cord-020909-n36p5n2k 76 12 the the DT cord-020909-n36p5n2k 76 13 s s NNP cord-020909-n36p5n2k 76 14 dom dom NNP cord-020909-n36p5n2k 76 15 d d NNP cord-020909-n36p5n2k 76 16 A a DT cord-020909-n36p5n2k 76 17 vector vector NN cord-020909-n36p5n2k 76 18 that that WDT cord-020909-n36p5n2k 76 19 holds hold VBZ cord-020909-n36p5n2k 76 20 the the DT cord-020909-n36p5n2k 76 21 support support NN cord-020909-n36p5n2k 76 22 scores score NNS cord-020909-n36p5n2k 76 23 of of IN cord-020909-n36p5n2k 76 24 dom dom NN cord-020909-n36p5n2k 76 25 for for IN cord-020909-n36p5n2k 76 26 each each DT cord-020909-n36p5n2k 76 27 AB AB NNP cord-020909-n36p5n2k 76 28 in in IN cord-020909-n36p5n2k 76 29 A A NNP cord-020909-n36p5n2k 76 30 , , , cord-020909-n36p5n2k 76 31 normalized normalize VBN cord-020909-n36p5n2k 76 32 by by IN cord-020909-n36p5n2k 76 33 the the DT cord-020909-n36p5n2k 76 34 norm norm NN cord-020909-n36p5n2k 76 35 of of IN cord-020909-n36p5n2k 76 36 the the DT cord-020909-n36p5n2k 76 37 1 1 CD cord-020909-n36p5n2k 76 38 |A| |a| CD cord-020909-n36p5n2k 76 39 vector vector NN cord-020909-n36p5n2k 76 40 . . . cord-020909-n36p5n2k 77 1 This this DT cord-020909-n36p5n2k 77 2 vector vector NN cord-020909-n36p5n2k 77 3 holds hold VBZ cord-020909-n36p5n2k 77 4 the the DT cord-020909-n36p5n2k 77 5 support support NN cord-020909-n36p5n2k 77 6 scores score NNS cord-020909-n36p5n2k 77 7 of of IN cord-020909-n36p5n2k 77 8 a a DT cord-020909-n36p5n2k 77 9 ' ' `` cord-020909-n36p5n2k 77 10 virtual virtual JJ cord-020909-n36p5n2k 77 11 ' ' '' cord-020909-n36p5n2k 77 12 domain domain NN cord-020909-n36p5n2k 77 13 that that WDT cord-020909-n36p5n2k 77 14 fully fully RB cord-020909-n36p5n2k 77 15 supports support VBZ cord-020909-n36p5n2k 77 16 all all DT cord-020909-n36p5n2k 77 17 bias bias NN cord-020909-n36p5n2k 77 18 aspects aspect NNS cord-020909-n36p5n2k 77 19 in in IN cord-020909-n36p5n2k 77 20 BC BC NNP cord-020909-n36p5n2k 77 21 A A NNP cord-020909-n36p5n2k 77 22 . . . cord-020909-n36p5n2k 78 1 Specifically specifically RB cord-020909-n36p5n2k 78 2 , , , cord-020909-n36p5n2k 78 3 1 1 CD cord-020909-n36p5n2k 78 4 ] ] -RRB- cord-020909-n36p5n2k 78 5 . . . cord-020909-n36p5n2k 79 1 By by IN cord-020909-n36p5n2k 79 2 using use VBG cord-020909-n36p5n2k 79 3 the the DT cord-020909-n36p5n2k 79 4 above above JJ cord-020909-n36p5n2k 79 5 formula formula NN cord-020909-n36p5n2k 79 6 two two CD cord-020909-n36p5n2k 79 7 domains domain NNS cord-020909-n36p5n2k 79 8 might may MD cord-020909-n36p5n2k 79 9 have have VB cord-020909-n36p5n2k 79 10 similar similar JJ cord-020909-n36p5n2k 79 11 support support NN cord-020909-n36p5n2k 79 12 scores score NNS cord-020909-n36p5n2k 79 13 for for IN cord-020909-n36p5n2k 79 14 a a DT cord-020909-n36p5n2k 79 15 specific specific JJ cord-020909-n36p5n2k 79 16 BC BC NNP cord-020909-n36p5n2k 79 17 , , , cord-020909-n36p5n2k 79 18 while while IN cord-020909-n36p5n2k 79 19 the the DT cord-020909-n36p5n2k 79 20 support support NN cord-020909-n36p5n2k 79 21 scores score NNS cord-020909-n36p5n2k 79 22 for for IN cord-020909-n36p5n2k 79 23 the the DT cord-020909-n36p5n2k 79 24 respective respective JJ cord-020909-n36p5n2k 79 25 aspects aspect NNS cord-020909-n36p5n2k 79 26 might may MD cord-020909-n36p5n2k 79 27 differ differ VB cord-020909-n36p5n2k 79 28 greatly greatly RB cord-020909-n36p5n2k 79 29 . . . cord-020909-n36p5n2k 80 1 For for IN cord-020909-n36p5n2k 80 2 example example NN cord-020909-n36p5n2k 80 3 , , , cord-020909-n36p5n2k 80 4 consider consider VB cord-020909-n36p5n2k 80 5 two two CD cord-020909-n36p5n2k 80 6 domains domain NNS cord-020909-n36p5n2k 80 7 dom dom NN cord-020909-n36p5n2k 80 8 and and CC cord-020909-n36p5n2k 80 9 dom dom NNP cord-020909-n36p5n2k 80 10 , , , cord-020909-n36p5n2k 80 11 with with IN cord-020909-n36p5n2k 80 12 dom dom NNP cord-020909-n36p5n2k 80 13 fully fully RB cord-020909-n36p5n2k 80 14 supporting support VBG cord-020909-n36p5n2k 80 15 only only RB cord-020909-n36p5n2k 80 16 one one CD cord-020909-n36p5n2k 80 17 aspect aspect NN cord-020909-n36p5n2k 80 18 in in IN cord-020909-n36p5n2k 80 19 A a NN cord-020909-n36p5n2k 80 20 and and CC cord-020909-n36p5n2k 80 21 dom dom NN cord-020909-n36p5n2k 80 22 fully fully RB cord-020909-n36p5n2k 80 23 supporting support VBG cord-020909-n36p5n2k 80 24 another another DT cord-020909-n36p5n2k 80 25 aspect aspect NN cord-020909-n36p5n2k 80 26 in in IN cord-020909-n36p5n2k 80 27 A. a. NN cord-020909-n36p5n2k 81 1 Then then RB cord-020909-n36p5n2k 81 2 sup(BC sup(BC NNP cord-020909-n36p5n2k 81 3 A A NNP cord-020909-n36p5n2k 81 4 , , , cord-020909-n36p5n2k 81 5 dom dom NN cord-020909-n36p5n2k 81 6 ) ) -RRB- cord-020909-n36p5n2k 81 7 ∼ ∼ NNP cord-020909-n36p5n2k 82 1 sup(BC sup(BC NNP cord-020909-n36p5n2k 82 2 A A NNP cord-020909-n36p5n2k 82 3 , , , cord-020909-n36p5n2k 82 4 dom dom NNP cord-020909-n36p5n2k 82 5 ) ) -RRB- cord-020909-n36p5n2k 82 6 . . . cord-020909-n36p5n2k 83 1 Below below IN cord-020909-n36p5n2k 83 2 we -PRON- PRP cord-020909-n36p5n2k 83 3 introduce introduce VBP cord-020909-n36p5n2k 83 4 the the DT cord-020909-n36p5n2k 83 5 bias bias NN cord-020909-n36p5n2k 83 6 score score NN cord-020909-n36p5n2k 83 7 of of IN cord-020909-n36p5n2k 83 8 a a DT cord-020909-n36p5n2k 83 9 domain domain NN cord-020909-n36p5n2k 83 10 regarding regard VBG cord-020909-n36p5n2k 83 11 a a DT cord-020909-n36p5n2k 83 12 specific specific JJ cord-020909-n36p5n2k 83 13 BC BC NNP cord-020909-n36p5n2k 83 14 , , , cord-020909-n36p5n2k 83 15 as as IN cord-020909-n36p5n2k 83 16 a a DT cord-020909-n36p5n2k 83 17 way way NN cord-020909-n36p5n2k 83 18 to to TO cord-020909-n36p5n2k 83 19 capture capture VB cord-020909-n36p5n2k 83 20 the the DT cord-020909-n36p5n2k 83 21 leaning leaning NN cord-020909-n36p5n2k 83 22 of of IN cord-020909-n36p5n2k 83 23 a a DT cord-020909-n36p5n2k 83 24 domain domain NN cord-020909-n36p5n2k 83 25 to to IN cord-020909-n36p5n2k 83 26 specific specific JJ cord-020909-n36p5n2k 83 27 ABs ab NNS cord-020909-n36p5n2k 83 28 of of IN cord-020909-n36p5n2k 83 29 a a DT cord-020909-n36p5n2k 83 30 BC BC NNP cord-020909-n36p5n2k 83 31 . . . cord-020909-n36p5n2k 84 1 The the DT cord-020909-n36p5n2k 84 2 bias bias NN cord-020909-n36p5n2k 84 3 score score NN cord-020909-n36p5n2k 84 4 of of IN cord-020909-n36p5n2k 84 5 a a DT cord-020909-n36p5n2k 84 6 domain domain NN cord-020909-n36p5n2k 84 7 regarding regard VBG cord-020909-n36p5n2k 84 8 a a DT cord-020909-n36p5n2k 84 9 BC BC NNP cord-020909-n36p5n2k 84 10 tries try VBZ cord-020909-n36p5n2k 84 11 to to TO cord-020909-n36p5n2k 84 12 capture capture VB cord-020909-n36p5n2k 84 13 how how WRB cord-020909-n36p5n2k 84 14 biased biased JJ cord-020909-n36p5n2k 84 15 the the DT cord-020909-n36p5n2k 84 16 domain domain NN cord-020909-n36p5n2k 84 17 is be VBZ cord-020909-n36p5n2k 84 18 over over IN cord-020909-n36p5n2k 84 19 any any DT cord-020909-n36p5n2k 84 20 of of IN cord-020909-n36p5n2k 84 21 its -PRON- PRP$ cord-020909-n36p5n2k 84 22 ABs ab NNS cord-020909-n36p5n2k 84 23 , , , cord-020909-n36p5n2k 84 24 and and CC cord-020909-n36p5n2k 84 25 results result NNS cord-020909-n36p5n2k 84 26 from from IN cord-020909-n36p5n2k 84 27 the the DT cord-020909-n36p5n2k 84 28 support support NN cord-020909-n36p5n2k 84 29 scores score NNS cord-020909-n36p5n2k 84 30 that that IN cord-020909-n36p5n2k 84 31 the the DT cord-020909-n36p5n2k 84 32 domain domain NN cord-020909-n36p5n2k 84 33 has have VBZ cord-020909-n36p5n2k 84 34 for for IN cord-020909-n36p5n2k 84 35 each each DT cord-020909-n36p5n2k 84 36 aspect aspect NN cord-020909-n36p5n2k 84 37 of of IN cord-020909-n36p5n2k 84 38 the the DT cord-020909-n36p5n2k 84 39 BC BC NNP cord-020909-n36p5n2k 84 40 . . . cord-020909-n36p5n2k 85 1 For for IN cord-020909-n36p5n2k 85 2 example example NN cord-020909-n36p5n2k 85 3 , , , cord-020909-n36p5n2k 85 4 consider consider VB cord-020909-n36p5n2k 85 5 a a DT cord-020909-n36p5n2k 85 6 domain domain NN cord-020909-n36p5n2k 85 7 dom dom NN cord-020909-n36p5n2k 85 8 that that WDT cord-020909-n36p5n2k 85 9 has have VBZ cord-020909-n36p5n2k 85 10 a a DT cord-020909-n36p5n2k 85 11 rather rather RB cord-020909-n36p5n2k 85 12 high high JJ cord-020909-n36p5n2k 85 13 support support NN cord-020909-n36p5n2k 85 14 for for IN cord-020909-n36p5n2k 85 15 a a DT cord-020909-n36p5n2k 85 16 specific specific JJ cord-020909-n36p5n2k 85 17 AB ab NN cord-020909-n36p5n2k 85 18 , , , cord-020909-n36p5n2k 85 19 but but CC cord-020909-n36p5n2k 85 20 rather rather RB cord-020909-n36p5n2k 85 21 weak weak JJ cord-020909-n36p5n2k 85 22 ones one NNS cord-020909-n36p5n2k 85 23 for for IN cord-020909-n36p5n2k 85 24 the the DT cord-020909-n36p5n2k 85 25 rest rest NN cord-020909-n36p5n2k 85 26 ABs ab NNS cord-020909-n36p5n2k 85 27 of of IN cord-020909-n36p5n2k 85 28 a a DT cord-020909-n36p5n2k 85 29 specific specific JJ cord-020909-n36p5n2k 85 30 BC BC NNP cord-020909-n36p5n2k 85 31 . . . cord-020909-n36p5n2k 86 1 This this DT cord-020909-n36p5n2k 86 2 domain domain NN cord-020909-n36p5n2k 86 3 is be VBZ cord-020909-n36p5n2k 86 4 expected expect VBN cord-020909-n36p5n2k 86 5 to to TO cord-020909-n36p5n2k 86 6 have have VB cord-020909-n36p5n2k 86 7 a a DT cord-020909-n36p5n2k 86 8 high high JJ cord-020909-n36p5n2k 86 9 bias bias NN cord-020909-n36p5n2k 86 10 score score NN cord-020909-n36p5n2k 86 11 . . . cord-020909-n36p5n2k 87 1 On on IN cord-020909-n36p5n2k 87 2 the the DT cord-020909-n36p5n2k 87 3 other other JJ cord-020909-n36p5n2k 87 4 hand hand NN cord-020909-n36p5n2k 87 5 , , , cord-020909-n36p5n2k 87 6 the the DT cord-020909-n36p5n2k 87 7 domain domain NN cord-020909-n36p5n2k 87 8 dom dom NN cord-020909-n36p5n2k 87 9 that that WDT cord-020909-n36p5n2k 87 10 has have VBZ cord-020909-n36p5n2k 87 11 similar similar JJ cord-020909-n36p5n2k 87 12 support support NN cord-020909-n36p5n2k 87 13 for for IN cord-020909-n36p5n2k 87 14 all all PDT cord-020909-n36p5n2k 87 15 the the DT cord-020909-n36p5n2k 87 16 available available JJ cord-020909-n36p5n2k 87 17 ABs ab NNS cord-020909-n36p5n2k 87 18 of of IN cord-020909-n36p5n2k 87 19 a a DT cord-020909-n36p5n2k 87 20 BC BC NNP cord-020909-n36p5n2k 87 21 can can MD cord-020909-n36p5n2k 87 22 be be VB cord-020909-n36p5n2k 87 23 considered consider VBN cord-020909-n36p5n2k 87 24 to to TO cord-020909-n36p5n2k 87 25 be be VB cord-020909-n36p5n2k 87 26 unbiased unbiased JJ cord-020909-n36p5n2k 87 27 regarding regard VBG cord-020909-n36p5n2k 87 28 this this DT cord-020909-n36p5n2k 87 29 specific specific JJ cord-020909-n36p5n2k 87 30 BC BC NNP cord-020909-n36p5n2k 87 31 . . . cord-020909-n36p5n2k 88 1 We -PRON- PRP cord-020909-n36p5n2k 88 2 define define VBP cord-020909-n36p5n2k 88 3 the the DT cord-020909-n36p5n2k 88 4 bias bias NN cord-020909-n36p5n2k 88 5 score score NN cord-020909-n36p5n2k 88 6 of of IN cord-020909-n36p5n2k 88 7 a a DT cord-020909-n36p5n2k 88 8 domain domain NN cord-020909-n36p5n2k 88 9 dom dom NN cord-020909-n36p5n2k 88 10 for for IN cord-020909-n36p5n2k 88 11 BC BC NNP cord-020909-n36p5n2k 88 12 A A NNP cord-020909-n36p5n2k 88 13 as as IN cord-020909-n36p5n2k 88 14 the the DT cord-020909-n36p5n2k 88 15 distance distance NN cord-020909-n36p5n2k 88 16 of of IN cord-020909-n36p5n2k 88 17 the the DT cord-020909-n36p5n2k 88 18 s s NNP cord-020909-n36p5n2k 88 19 dom dom NNP cord-020909-n36p5n2k 88 20 _SP cord-020909-n36p5n2k 89 1 We -PRON- PRP cord-020909-n36p5n2k 89 2 use use VBP cord-020909-n36p5n2k 89 3 the the DT cord-020909-n36p5n2k 89 4 cosine cosine NN cord-020909-n36p5n2k 89 5 similarity similarity NN cord-020909-n36p5n2k 89 6 to to TO cord-020909-n36p5n2k 89 7 define define VB cord-020909-n36p5n2k 89 8 the the DT cord-020909-n36p5n2k 89 9 distance distance NN cord-020909-n36p5n2k 89 10 metric metric NN cord-020909-n36p5n2k 89 11 , , , cord-020909-n36p5n2k 89 12 as as IN cord-020909-n36p5n2k 89 13 shown show VBN cord-020909-n36p5n2k 89 14 below below RB cord-020909-n36p5n2k 89 15 : : : cord-020909-n36p5n2k 89 16 In in IN cord-020909-n36p5n2k 89 17 this this DT cord-020909-n36p5n2k 89 18 section section NN cord-020909-n36p5n2k 89 19 , , , cord-020909-n36p5n2k 89 20 we -PRON- PRP cord-020909-n36p5n2k 89 21 discuss discuss VBP cord-020909-n36p5n2k 89 22 the the DT cord-020909-n36p5n2k 89 23 graph graph NN cord-020909-n36p5n2k 89 24 - - HYPH cord-020909-n36p5n2k 89 25 based base VBN cord-020909-n36p5n2k 89 26 algorithms algorithm NNS cord-020909-n36p5n2k 89 27 that that WDT cord-020909-n36p5n2k 89 28 we -PRON- PRP cord-020909-n36p5n2k 89 29 use use VBP cord-020909-n36p5n2k 89 30 for for IN cord-020909-n36p5n2k 89 31 computing compute VBG cord-020909-n36p5n2k 89 32 the the DT cord-020909-n36p5n2k 89 33 support support NN cord-020909-n36p5n2k 89 34 score score NN cord-020909-n36p5n2k 89 35 of of IN cord-020909-n36p5n2k 89 36 a a DT cord-020909-n36p5n2k 89 37 domain domain NN cord-020909-n36p5n2k 89 38 regarding regard VBG cord-020909-n36p5n2k 89 39 a a DT cord-020909-n36p5n2k 89 40 specific specific JJ cord-020909-n36p5n2k 89 41 AB ab NN cord-020909-n36p5n2k 89 42 . . . cord-020909-n36p5n2k 90 1 We -PRON- PRP cord-020909-n36p5n2k 90 2 focus focus VBP cord-020909-n36p5n2k 90 3 on on IN cord-020909-n36p5n2k 90 4 the the DT cord-020909-n36p5n2k 90 5 popular popular JJ cord-020909-n36p5n2k 90 6 Independence Independence NNP cord-020909-n36p5n2k 90 7 Cascade Cascade NNP cord-020909-n36p5n2k 90 8 ( ( -LRB- cord-020909-n36p5n2k 90 9 IC IC NNP cord-020909-n36p5n2k 90 10 ) ) -RRB- cord-020909-n36p5n2k 90 11 and and CC cord-020909-n36p5n2k 90 12 Linear Linear NNP cord-020909-n36p5n2k 90 13 Threshold Threshold NNP cord-020909-n36p5n2k 90 14 ( ( -LRB- cord-020909-n36p5n2k 90 15 LT LT NNP cord-020909-n36p5n2k 90 16 ) ) -RRB- cord-020909-n36p5n2k 90 17 propagation propagation NN cord-020909-n36p5n2k 90 18 models model NNS cord-020909-n36p5n2k 90 19 , , , cord-020909-n36p5n2k 90 20 along along IN cord-020909-n36p5n2k 90 21 with with IN cord-020909-n36p5n2k 90 22 the the DT cord-020909-n36p5n2k 90 23 newly newly RB cord-020909-n36p5n2k 90 24 introduced introduce VBN cord-020909-n36p5n2k 90 25 Biased biased JJ cord-020909-n36p5n2k 90 26 - - HYPH cord-020909-n36p5n2k 90 27 PageRank pagerank JJ cord-020909-n36p5n2k 90 28 ( ( -LRB- cord-020909-n36p5n2k 90 29 Biased biased JJ cord-020909-n36p5n2k 90 30 - - HYPH cord-020909-n36p5n2k 90 31 PR pr NN cord-020909-n36p5n2k 90 32 ) ) -RRB- cord-020909-n36p5n2k 90 33 algorithm algorithm NN cord-020909-n36p5n2k 90 34 . . . cord-020909-n36p5n2k 91 1 Let let VB cord-020909-n36p5n2k 91 2 W W NNP cord-020909-n36p5n2k 91 3 be be VB cord-020909-n36p5n2k 91 4 the the DT cord-020909-n36p5n2k 91 5 set set NN cord-020909-n36p5n2k 91 6 of of IN cord-020909-n36p5n2k 91 7 crawled crawl VBN cord-020909-n36p5n2k 91 8 web web NN cord-020909-n36p5n2k 91 9 pages page NNS cord-020909-n36p5n2k 91 10 , , , cord-020909-n36p5n2k 91 11 doms(W doms(W NNP cord-020909-n36p5n2k 91 12 ) ) -RRB- cord-020909-n36p5n2k 92 1 the the DT cord-020909-n36p5n2k 92 2 set set NN cord-020909-n36p5n2k 92 3 of of IN cord-020909-n36p5n2k 92 4 normalized normalized JJ cord-020909-n36p5n2k 92 5 SLDs sld NNS cord-020909-n36p5n2k 92 6 in in IN cord-020909-n36p5n2k 92 7 W W NNP cord-020909-n36p5n2k 92 8 , , , cord-020909-n36p5n2k 92 9 links(W links(W NNP cord-020909-n36p5n2k 92 10 ) ) -RRB- cord-020909-n36p5n2k 93 1 the the DT cord-020909-n36p5n2k 93 2 set set NN cord-020909-n36p5n2k 93 3 of of IN cord-020909-n36p5n2k 93 4 crawled crawl VBN cord-020909-n36p5n2k 93 5 links link NNS cord-020909-n36p5n2k 93 6 between between IN cord-020909-n36p5n2k 93 7 the the DT cord-020909-n36p5n2k 93 8 domains domain NNS cord-020909-n36p5n2k 93 9 in in IN cord-020909-n36p5n2k 93 10 doms(W doms(W NNP cord-020909-n36p5n2k 93 11 ) ) -RRB- cord-020909-n36p5n2k 93 12 , , , cord-020909-n36p5n2k 93 13 and and CC cord-020909-n36p5n2k 93 14 G(W G(W NNP cord-020909-n36p5n2k 93 15 ) ) -RRB- cord-020909-n36p5n2k 93 16 the the DT cord-020909-n36p5n2k 93 17 corresponding correspond VBG cord-020909-n36p5n2k 93 18 graph graph NN cord-020909-n36p5n2k 93 19 with with IN cord-020909-n36p5n2k 93 20 doms(W doms(W NNP cord-020909-n36p5n2k 93 21 ) ) -RRB- cord-020909-n36p5n2k 94 1 as as IN cord-020909-n36p5n2k 94 2 nodes node NNS cord-020909-n36p5n2k 94 3 and and CC cord-020909-n36p5n2k 94 4 links(W links(W NNP cord-020909-n36p5n2k 94 5 ) ) -RRB- cord-020909-n36p5n2k 94 6 as as IN cord-020909-n36p5n2k 94 7 edges edge NNS cord-020909-n36p5n2k 94 8 . . . cord-020909-n36p5n2k 95 1 With with IN cord-020909-n36p5n2k 95 2 link link NN cord-020909-n36p5n2k 95 3 dom dom NN cord-020909-n36p5n2k 95 4 , , , cord-020909-n36p5n2k 95 5 dom dom NNP cord-020909-n36p5n2k 95 6 we -PRON- PRP cord-020909-n36p5n2k 95 7 denote denote VBP cord-020909-n36p5n2k 95 8 a a DT cord-020909-n36p5n2k 95 9 link link NN cord-020909-n36p5n2k 95 10 from from IN cord-020909-n36p5n2k 95 11 domain domain NN cord-020909-n36p5n2k 95 12 dom dom NN cord-020909-n36p5n2k 95 13 to to IN cord-020909-n36p5n2k 95 14 dom dom NNP cord-020909-n36p5n2k 95 15 | | NNP cord-020909-n36p5n2k 95 16 dom dom NNP cord-020909-n36p5n2k 95 17 , , , cord-020909-n36p5n2k 95 18 dom dom NNP cord-020909-n36p5n2k 95 19 ∈ ∈ NNP cord-020909-n36p5n2k 95 20 doms(W doms(W NNP cord-020909-n36p5n2k 95 21 ) ) -RRB- cord-020909-n36p5n2k 95 22 , , , cord-020909-n36p5n2k 95 23 while while IN cord-020909-n36p5n2k 95 24 inv(link inv(link NNP cord-020909-n36p5n2k 95 25 dom dom NNP cord-020909-n36p5n2k 95 26 , , , cord-020909-n36p5n2k 95 27 dom dom NNP cord-020909-n36p5n2k 95 28 ) ) -RRB- cord-020909-n36p5n2k 95 29 inverses inverse VBZ cord-020909-n36p5n2k 95 30 the the DT cord-020909-n36p5n2k 95 31 direction direction NN cord-020909-n36p5n2k 95 32 of of IN cord-020909-n36p5n2k 95 33 a a DT cord-020909-n36p5n2k 95 34 link link NN cord-020909-n36p5n2k 95 35 and and CC cord-020909-n36p5n2k 95 36 inv(links(W inv(links(w NN cord-020909-n36p5n2k 95 37 ) ) -RRB- cord-020909-n36p5n2k 95 38 ) ) -RRB- cord-020909-n36p5n2k 95 39 is be VBZ cord-020909-n36p5n2k 95 40 the the DT cord-020909-n36p5n2k 95 41 set set NN cord-020909-n36p5n2k 95 42 of of IN cord-020909-n36p5n2k 95 43 inverse inverse JJ cord-020909-n36p5n2k 95 44 links link NNS cord-020909-n36p5n2k 95 45 in in IN cord-020909-n36p5n2k 96 1 W. W. NNP cord-020909-n36p5n2k 96 2 Furthermore furthermore RB cord-020909-n36p5n2k 96 3 , , , cord-020909-n36p5n2k 96 4 for for IN cord-020909-n36p5n2k 96 5 the the DT cord-020909-n36p5n2k 96 6 links link NNS cord-020909-n36p5n2k 96 7 we -PRON- PRP cord-020909-n36p5n2k 96 8 assume assume VBP cord-020909-n36p5n2k 96 9 that that IN cord-020909-n36p5n2k 96 10 : : : cord-020909-n36p5n2k 96 11 Although although IN cord-020909-n36p5n2k 96 12 the the DT cord-020909-n36p5n2k 96 13 above above JJ cord-020909-n36p5n2k 96 14 assumption assumption NN cord-020909-n36p5n2k 96 15 might may MD cord-020909-n36p5n2k 96 16 not not RB cord-020909-n36p5n2k 96 17 be be VB cord-020909-n36p5n2k 96 18 precise precise JJ cord-020909-n36p5n2k 96 19 , , , cord-020909-n36p5n2k 96 20 since since IN cord-020909-n36p5n2k 96 21 links link NNS cord-020909-n36p5n2k 96 22 from from IN cord-020909-n36p5n2k 96 23 a a DT cord-020909-n36p5n2k 96 24 web web NN cord-020909-n36p5n2k 96 25 page page NN cord-020909-n36p5n2k 96 26 to to IN cord-020909-n36p5n2k 96 27 another another DT cord-020909-n36p5n2k 96 28 are be VBP cord-020909-n36p5n2k 96 29 not not RB cord-020909-n36p5n2k 96 30 always always RB cord-020909-n36p5n2k 96 31 of of IN cord-020909-n36p5n2k 96 32 supportive supportive JJ cord-020909-n36p5n2k 96 33 nature nature NN cord-020909-n36p5n2k 96 34 ( ( -LRB- cord-020909-n36p5n2k 96 35 e.g. e.g. RB cord-020909-n36p5n2k 96 36 , , , cord-020909-n36p5n2k 96 37 a a DT cord-020909-n36p5n2k 96 38 web web NN cord-020909-n36p5n2k 96 39 page page NN cord-020909-n36p5n2k 96 40 critizing critize VBG cord-020909-n36p5n2k 96 41 another another DT cord-020909-n36p5n2k 96 42 linked link VBN cord-020909-n36p5n2k 96 43 one one CD cord-020909-n36p5n2k 96 44 ) ) -RRB- cord-020909-n36p5n2k 96 45 , , , cord-020909-n36p5n2k 96 46 or or CC cord-020909-n36p5n2k 96 47 of of IN cord-020909-n36p5n2k 96 48 the the DT cord-020909-n36p5n2k 96 49 same same JJ cord-020909-n36p5n2k 96 50 importance importance NN cord-020909-n36p5n2k 96 51 ( ( -LRB- cord-020909-n36p5n2k 96 52 e.g. e.g. RB cord-020909-n36p5n2k 96 53 , , , cord-020909-n36p5n2k 96 54 links link NNS cord-020909-n36p5n2k 96 55 in in IN cord-020909-n36p5n2k 96 56 the the DT cord-020909-n36p5n2k 96 57 homepage homepage NN cord-020909-n36p5n2k 96 58 versus versus IN cord-020909-n36p5n2k 96 59 links link NNS cord-020909-n36p5n2k 96 60 deeply deeply RB cord-020909-n36p5n2k 96 61 nested nest VBN cord-020909-n36p5n2k 96 62 in in IN cord-020909-n36p5n2k 96 63 a a DT cord-020909-n36p5n2k 96 64 site site NN cord-020909-n36p5n2k 96 65 ) ) -RRB- cord-020909-n36p5n2k 96 66 , , , cord-020909-n36p5n2k 96 67 it -PRON- PRP cord-020909-n36p5n2k 96 68 suffices suffice VBZ cord-020909-n36p5n2k 96 69 for for IN cord-020909-n36p5n2k 96 70 the the DT cord-020909-n36p5n2k 96 71 purposes purpose NNS cord-020909-n36p5n2k 96 72 of of IN cord-020909-n36p5n2k 96 73 this this DT cord-020909-n36p5n2k 96 74 first first JJ cord-020909-n36p5n2k 96 75 study study NN cord-020909-n36p5n2k 96 76 of of IN cord-020909-n36p5n2k 96 77 the the DT cord-020909-n36p5n2k 96 78 model model NN cord-020909-n36p5n2k 96 79 . . . cord-020909-n36p5n2k 97 1 Identification identification NN cord-020909-n36p5n2k 97 2 of of IN cord-020909-n36p5n2k 97 3 the the DT cord-020909-n36p5n2k 97 4 nature nature NN cord-020909-n36p5n2k 97 5 of of IN cord-020909-n36p5n2k 97 6 links link NNS cord-020909-n36p5n2k 97 7 and and CC cord-020909-n36p5n2k 97 8 the the DT cord-020909-n36p5n2k 97 9 importance importance NN cord-020909-n36p5n2k 97 10 of of IN cord-020909-n36p5n2k 97 11 the the DT cord-020909-n36p5n2k 97 12 pages page NNS cord-020909-n36p5n2k 97 13 they -PRON- PRP cord-020909-n36p5n2k 97 14 appear appear VBP cord-020909-n36p5n2k 97 15 is be VBZ cord-020909-n36p5n2k 97 16 left leave VBN cord-020909-n36p5n2k 97 17 as as IN cord-020909-n36p5n2k 97 18 future future JJ cord-020909-n36p5n2k 97 19 work work NN cord-020909-n36p5n2k 97 20 . . . cord-020909-n36p5n2k 98 1 Given give VBN cord-020909-n36p5n2k 98 2 that that IN cord-020909-n36p5n2k 98 3 the the DT cord-020909-n36p5n2k 98 4 assumption assumption NN cord-020909-n36p5n2k 98 5 holds hold VBZ cord-020909-n36p5n2k 98 6 , , , cord-020909-n36p5n2k 98 7 part part NN cord-020909-n36p5n2k 98 8 or or CC cord-020909-n36p5n2k 98 9 whole whole NN cord-020909-n36p5n2k 98 10 of of IN cord-020909-n36p5n2k 98 11 the the DT cord-020909-n36p5n2k 98 12 support support NN cord-020909-n36p5n2k 98 13 of of IN cord-020909-n36p5n2k 98 14 dom dom NNP cord-020909-n36p5n2k 98 15 regarding regard VBG cord-020909-n36p5n2k 98 16 any any DT cord-020909-n36p5n2k 98 17 AB ab NN cord-020909-n36p5n2k 98 18 can can MD cord-020909-n36p5n2k 98 19 flow flow VB cord-020909-n36p5n2k 98 20 to to IN cord-020909-n36p5n2k 98 21 dom dom NNP cord-020909-n36p5n2k 98 22 through through IN cord-020909-n36p5n2k 98 23 inv(link inv(link NNP cord-020909-n36p5n2k 98 24 dom dom NNP cord-020909-n36p5n2k 98 25 , , , cord-020909-n36p5n2k 98 26 dom dom NNP cord-020909-n36p5n2k 98 27 ) ) -RRB- cord-020909-n36p5n2k 98 28 . . . cord-020909-n36p5n2k 99 1 Specifically specifically RB cord-020909-n36p5n2k 99 2 , , , cord-020909-n36p5n2k 99 3 we -PRON- PRP cord-020909-n36p5n2k 99 4 define define VBP cord-020909-n36p5n2k 99 5 the the DT cord-020909-n36p5n2k 99 6 Support Support NNP cord-020909-n36p5n2k 99 7 Flow Flow NNP cord-020909-n36p5n2k 99 8 Graph Graph NNP cord-020909-n36p5n2k 99 9 as as IN cord-020909-n36p5n2k 99 10 : : : cord-020909-n36p5n2k 99 11 Support Support NNP cord-020909-n36p5n2k 99 12 Flow Flow NNP cord-020909-n36p5n2k 99 13 Graph graph NN cord-020909-n36p5n2k 99 14 ( ( -LRB- cord-020909-n36p5n2k 99 15 SFG SFG NNP cord-020909-n36p5n2k 99 16 ) ) -RRB- cord-020909-n36p5n2k 99 17 Definition Definition NNP cord-020909-n36p5n2k 99 18 . . . cord-020909-n36p5n2k 100 1 The the DT cord-020909-n36p5n2k 100 2 SFG SFG NNP cord-020909-n36p5n2k 100 3 of of IN cord-020909-n36p5n2k 100 4 a a DT cord-020909-n36p5n2k 100 5 set set NN cord-020909-n36p5n2k 100 6 of of IN cord-020909-n36p5n2k 100 7 web web NN cord-020909-n36p5n2k 100 8 pages page NNS cord-020909-n36p5n2k 101 1 W W NNP cord-020909-n36p5n2k 101 2 is be VBZ cord-020909-n36p5n2k 101 3 the the DT cord-020909-n36p5n2k 101 4 weighted weighted JJ cord-020909-n36p5n2k 101 5 graph graph NN cord-020909-n36p5n2k 101 6 that that WDT cord-020909-n36p5n2k 101 7 is be VBZ cord-020909-n36p5n2k 101 8 created create VBN cord-020909-n36p5n2k 101 9 by by IN cord-020909-n36p5n2k 101 10 inversing inverse VBG cord-020909-n36p5n2k 101 11 the the DT cord-020909-n36p5n2k 101 12 links link NNS cord-020909-n36p5n2k 101 13 in in IN cord-020909-n36p5n2k 101 14 G(W G(W NNP cord-020909-n36p5n2k 101 15 ) ) -RRB- cord-020909-n36p5n2k 102 1 ( ( -LRB- cord-020909-n36p5n2k 102 2 i.e. i.e. FW cord-020909-n36p5n2k 102 3 , , , cord-020909-n36p5n2k 102 4 the the DT cord-020909-n36p5n2k 102 5 graph graph NN cord-020909-n36p5n2k 102 6 with with IN cord-020909-n36p5n2k 102 7 doms(W doms(W NNP cord-020909-n36p5n2k 102 8 ) ) -RRB- cord-020909-n36p5n2k 103 1 as as IN cord-020909-n36p5n2k 103 2 nodes node NNS cord-020909-n36p5n2k 103 3 and and CC cord-020909-n36p5n2k 103 4 inv(links(W inv(links(w NN cord-020909-n36p5n2k 103 5 ) ) -RRB- cord-020909-n36p5n2k 103 6 ) ) -RRB- cord-020909-n36p5n2k 103 7 as as IN cord-020909-n36p5n2k 103 8 edges edge NNS cord-020909-n36p5n2k 103 9 ) ) -RRB- cord-020909-n36p5n2k 103 10 . . . cord-020909-n36p5n2k 104 1 The the DT cord-020909-n36p5n2k 104 2 weight weight NN cord-020909-n36p5n2k 104 3 of of IN cord-020909-n36p5n2k 104 4 each each DT cord-020909-n36p5n2k 104 5 edge edge NN cord-020909-n36p5n2k 104 6 is be VBZ cord-020909-n36p5n2k 104 7 w w FW cord-020909-n36p5n2k 104 8 dom dom NNP cord-020909-n36p5n2k 104 9 , , , cord-020909-n36p5n2k 104 10 dom dom NNP cord-020909-n36p5n2k 104 11 = = SYM cord-020909-n36p5n2k 104 12 outInvLinks(dom outInvLinks(dom NNP cord-020909-n36p5n2k 104 13 , , , cord-020909-n36p5n2k 104 14 dom dom NNP cord-020909-n36p5n2k 104 15 ) ) -RRB- cord-020909-n36p5n2k 105 1 So so RB cord-020909-n36p5n2k 105 2 , , , cord-020909-n36p5n2k 105 3 given give VBN cord-020909-n36p5n2k 105 4 an an DT cord-020909-n36p5n2k 105 5 SFG(W sfg(w CD cord-020909-n36p5n2k 105 6 ) ) -RRB- cord-020909-n36p5n2k 105 7 and and CC cord-020909-n36p5n2k 105 8 the the DT cord-020909-n36p5n2k 105 9 seeds(AB seeds(AB NNPS cord-020909-n36p5n2k 105 10 sign(S sign(S NNP cord-020909-n36p5n2k 105 11 ) ) -RRB- cord-020909-n36p5n2k 105 12 ) ) -RRB- cord-020909-n36p5n2k 105 13 of of IN cord-020909-n36p5n2k 105 14 an an DT cord-020909-n36p5n2k 105 15 AB ab NN cord-020909-n36p5n2k 105 16 we -PRON- PRP cord-020909-n36p5n2k 105 17 can can MD cord-020909-n36p5n2k 105 18 now now RB cord-020909-n36p5n2k 105 19 describe describe VB cord-020909-n36p5n2k 105 20 how how WRB cord-020909-n36p5n2k 105 21 the the DT cord-020909-n36p5n2k 105 22 support support NN cord-020909-n36p5n2k 105 23 flows flow VBZ cord-020909-n36p5n2k 105 24 in in IN cord-020909-n36p5n2k 105 25 the the DT cord-020909-n36p5n2k 105 26 nodes node NNS cord-020909-n36p5n2k 105 27 of of IN cord-020909-n36p5n2k 105 28 the the DT cord-020909-n36p5n2k 105 29 SFG(W sfg(w CD cord-020909-n36p5n2k 105 30 ) ) -RRB- cord-020909-n36p5n2k 105 31 graph graph NN cord-020909-n36p5n2k 105 32 . . . cord-020909-n36p5n2k 106 1 All all DT cord-020909-n36p5n2k 106 2 algorithms algorithm NNS cord-020909-n36p5n2k 106 3 described describe VBN cord-020909-n36p5n2k 106 4 below below IN cord-020909-n36p5n2k 106 5 return return VB cord-020909-n36p5n2k 106 6 a a DT cord-020909-n36p5n2k 106 7 map map NN cord-020909-n36p5n2k 107 1 M M NNP cord-020909-n36p5n2k 107 2 holding hold VBG cord-020909-n36p5n2k 107 3 sup(AB sup(AB NNP cord-020909-n36p5n2k 107 4 sign(S sign(S NNP cord-020909-n36p5n2k 107 5 ) ) -RRB- cord-020909-n36p5n2k 107 6 , , , cord-020909-n36p5n2k 107 7 dom dom NNP cord-020909-n36p5n2k 107 8 ) ) -RRB- cord-020909-n36p5n2k 108 1 ∀ ∀ NN cord-020909-n36p5n2k 108 2 dom dom NNP cord-020909-n36p5n2k 108 3 ∈ ∈ NNP cord-020909-n36p5n2k 108 4 doms(W doms(W NNP cord-020909-n36p5n2k 108 5 ) ) -RRB- cord-020909-n36p5n2k 108 6 . . . cord-020909-n36p5n2k 109 1 The the DT cord-020909-n36p5n2k 109 2 IC IC NNP cord-020909-n36p5n2k 109 3 propagation propagation NN cord-020909-n36p5n2k 109 4 model model NN cord-020909-n36p5n2k 109 5 was be VBD cord-020909-n36p5n2k 109 6 introduced introduce VBN cord-020909-n36p5n2k 109 7 by by IN cord-020909-n36p5n2k 109 8 Kempe Kempe NNP cord-020909-n36p5n2k 109 9 et et NNP cord-020909-n36p5n2k 109 10 al al NNP cord-020909-n36p5n2k 109 11 . . . cord-020909-n36p5n2k 110 1 [ [ -LRB- cord-020909-n36p5n2k 110 2 17 17 CD cord-020909-n36p5n2k 110 3 ] ] -RRB- cord-020909-n36p5n2k 110 4 , , , cord-020909-n36p5n2k 110 5 and and CC cord-020909-n36p5n2k 110 6 a a DT cord-020909-n36p5n2k 110 7 number number NN cord-020909-n36p5n2k 110 8 of of IN cord-020909-n36p5n2k 110 9 variations variation NNS cord-020909-n36p5n2k 110 10 have have VBP cord-020909-n36p5n2k 110 11 been be VBN cord-020909-n36p5n2k 110 12 proposed propose VBN cord-020909-n36p5n2k 110 13 in in IN cord-020909-n36p5n2k 110 14 the the DT cord-020909-n36p5n2k 110 15 bibliography bibliography NN cord-020909-n36p5n2k 110 16 . . . cord-020909-n36p5n2k 111 1 Below below RB cord-020909-n36p5n2k 111 2 , , , cord-020909-n36p5n2k 111 3 we -PRON- PRP cord-020909-n36p5n2k 111 4 describe describe VBP cord-020909-n36p5n2k 111 5 the the DT cord-020909-n36p5n2k 111 6 basic basic JJ cord-020909-n36p5n2k 111 7 form form NN cord-020909-n36p5n2k 111 8 of of IN cord-020909-n36p5n2k 111 9 the the DT cord-020909-n36p5n2k 111 10 model model NN cord-020909-n36p5n2k 111 11 as as IN cord-020909-n36p5n2k 111 12 adapted adapt VBN cord-020909-n36p5n2k 111 13 to to IN cord-020909-n36p5n2k 111 14 our -PRON- PRP$ cord-020909-n36p5n2k 111 15 needs need NNS cord-020909-n36p5n2k 111 16 . . . cord-020909-n36p5n2k 112 1 In in IN cord-020909-n36p5n2k 112 2 the the DT cord-020909-n36p5n2k 112 3 IC IC NNP cord-020909-n36p5n2k 112 4 propagation propagation NN cord-020909-n36p5n2k 112 5 model model NN cord-020909-n36p5n2k 112 6 , , , cord-020909-n36p5n2k 112 7 we -PRON- PRP cord-020909-n36p5n2k 112 8 run run VBP cord-020909-n36p5n2k 112 9 n n NN cord-020909-n36p5n2k 112 10 experiments experiment NNS cord-020909-n36p5n2k 112 11 . . . cord-020909-n36p5n2k 113 1 Each each DT cord-020909-n36p5n2k 113 2 run run NN cord-020909-n36p5n2k 113 3 starts start VBZ cord-020909-n36p5n2k 113 4 with with IN cord-020909-n36p5n2k 113 5 a a DT cord-020909-n36p5n2k 113 6 set set NN cord-020909-n36p5n2k 113 7 of of IN cord-020909-n36p5n2k 113 8 activated activate VBN cord-020909-n36p5n2k 113 9 nodes node NNS cord-020909-n36p5n2k 113 10 , , , cord-020909-n36p5n2k 113 11 in in IN cord-020909-n36p5n2k 113 12 our -PRON- PRP$ cord-020909-n36p5n2k 113 13 case case NN cord-020909-n36p5n2k 114 1 the the DT cord-020909-n36p5n2k 114 2 seeds(AB seeds(AB NNPS cord-020909-n36p5n2k 114 3 sign(S sign(S NNP cord-020909-n36p5n2k 114 4 ) ) -RRB- cord-020909-n36p5n2k 114 5 ) ) -RRB- cord-020909-n36p5n2k 114 6 , , , cord-020909-n36p5n2k 114 7 that that WDT cord-020909-n36p5n2k 114 8 fully fully RB cord-020909-n36p5n2k 114 9 support support VBP cord-020909-n36p5n2k 114 10 the the DT cord-020909-n36p5n2k 114 11 AB AB NNP cord-020909-n36p5n2k 114 12 sign(S sign(S NNP cord-020909-n36p5n2k 114 13 ) ) -RRB- cord-020909-n36p5n2k 114 14 . . . cord-020909-n36p5n2k 115 1 In in IN cord-020909-n36p5n2k 115 2 each each DT cord-020909-n36p5n2k 115 3 iteration iteration NN cord-020909-n36p5n2k 115 4 there there EX cord-020909-n36p5n2k 115 5 is be VBZ cord-020909-n36p5n2k 115 6 a a DT cord-020909-n36p5n2k 115 7 history history NN cord-020909-n36p5n2k 115 8 independent independent JJ cord-020909-n36p5n2k 115 9 and and CC cord-020909-n36p5n2k 115 10 non non JJ cord-020909-n36p5n2k 115 11 - - JJ cord-020909-n36p5n2k 115 12 symmetric symmetric JJ cord-020909-n36p5n2k 115 13 probability probability NN cord-020909-n36p5n2k 115 14 of of IN cord-020909-n36p5n2k 115 15 activating activate VBG cord-020909-n36p5n2k 115 16 the the DT cord-020909-n36p5n2k 115 17 neighbors neighbor NNS cord-020909-n36p5n2k 115 18 of of IN cord-020909-n36p5n2k 115 19 the the DT cord-020909-n36p5n2k 115 20 activated activate VBN cord-020909-n36p5n2k 115 21 nodes node NNS cord-020909-n36p5n2k 115 22 associated associate VBN cord-020909-n36p5n2k 115 23 with with IN cord-020909-n36p5n2k 115 24 each each DT cord-020909-n36p5n2k 115 25 edge edge NN cord-020909-n36p5n2k 115 26 , , , cord-020909-n36p5n2k 115 27 flowing flow VBG cord-020909-n36p5n2k 115 28 the the DT cord-020909-n36p5n2k 115 29 support support NN cord-020909-n36p5n2k 115 30 to to IN cord-020909-n36p5n2k 115 31 the the DT cord-020909-n36p5n2k 115 32 neighbors neighbor NNS cord-020909-n36p5n2k 115 33 of of IN cord-020909-n36p5n2k 115 34 the the DT cord-020909-n36p5n2k 115 35 activated activate VBN cord-020909-n36p5n2k 115 36 nodes node NNS cord-020909-n36p5n2k 115 37 in in IN cord-020909-n36p5n2k 115 38 the the DT cord-020909-n36p5n2k 115 39 SFG(W sfg(w CD cord-020909-n36p5n2k 115 40 ) ) -RRB- cord-020909-n36p5n2k 115 41 . . . cord-020909-n36p5n2k 116 1 This this DT cord-020909-n36p5n2k 116 2 probability probability NN cord-020909-n36p5n2k 116 3 is be VBZ cord-020909-n36p5n2k 116 4 represented represent VBN cord-020909-n36p5n2k 116 5 by by IN cord-020909-n36p5n2k 116 6 the the DT cord-020909-n36p5n2k 116 7 weights weight NNS cord-020909-n36p5n2k 116 8 of of IN cord-020909-n36p5n2k 116 9 the the DT cord-020909-n36p5n2k 116 10 links link NNS cord-020909-n36p5n2k 116 11 of of IN cord-020909-n36p5n2k 116 12 an an DT cord-020909-n36p5n2k 116 13 activated activate VBN cord-020909-n36p5n2k 116 14 node node NN cord-020909-n36p5n2k 116 15 to to IN cord-020909-n36p5n2k 116 16 its -PRON- PRP$ cord-020909-n36p5n2k 116 17 neighbors neighbor NNS cord-020909-n36p5n2k 116 18 , , , cord-020909-n36p5n2k 116 19 and and CC cord-020909-n36p5n2k 116 20 each each DT cord-020909-n36p5n2k 116 21 node node NN cord-020909-n36p5n2k 116 22 , , , cord-020909-n36p5n2k 116 23 once once RB cord-020909-n36p5n2k 116 24 activated activate VBN cord-020909-n36p5n2k 116 25 , , , cord-020909-n36p5n2k 116 26 can can MD cord-020909-n36p5n2k 116 27 then then RB cord-020909-n36p5n2k 116 28 activate activate VB cord-020909-n36p5n2k 116 29 its -PRON- PRP$ cord-020909-n36p5n2k 116 30 neighbors neighbor NNS cord-020909-n36p5n2k 116 31 . . . cord-020909-n36p5n2k 117 1 The the DT cord-020909-n36p5n2k 117 2 nodes node NNS cord-020909-n36p5n2k 117 3 and and CC cord-020909-n36p5n2k 117 4 their -PRON- PRP$ cord-020909-n36p5n2k 117 5 neighbors neighbor NNS cord-020909-n36p5n2k 117 6 are be VBP cord-020909-n36p5n2k 117 7 selected select VBN cord-020909-n36p5n2k 117 8 in in IN cord-020909-n36p5n2k 117 9 arbitrary arbitrary JJ cord-020909-n36p5n2k 117 10 order order NN cord-020909-n36p5n2k 117 11 . . . cord-020909-n36p5n2k 118 1 Each each DT cord-020909-n36p5n2k 118 2 experiment experiment NN cord-020909-n36p5n2k 118 3 stops stop VBZ cord-020909-n36p5n2k 118 4 when when WRB cord-020909-n36p5n2k 118 5 there there EX cord-020909-n36p5n2k 118 6 are be VBP cord-020909-n36p5n2k 118 7 no no DT cord-020909-n36p5n2k 118 8 new new JJ cord-020909-n36p5n2k 118 9 activated activate VBN cord-020909-n36p5n2k 118 10 nodes node NNS cord-020909-n36p5n2k 118 11 . . . cord-020909-n36p5n2k 119 1 After after IN cord-020909-n36p5n2k 119 2 n n NN cord-020909-n36p5n2k 119 3 runs run NNS cord-020909-n36p5n2k 119 4 we -PRON- PRP cord-020909-n36p5n2k 119 5 compute compute VBP cord-020909-n36p5n2k 119 6 the the DT cord-020909-n36p5n2k 119 7 average average JJ cord-020909-n36p5n2k 119 8 support support NN cord-020909-n36p5n2k 119 9 score score NN cord-020909-n36p5n2k 119 10 of of IN cord-020909-n36p5n2k 119 11 nodes node NNS cord-020909-n36p5n2k 119 12 , , , cord-020909-n36p5n2k 119 13 i.e. i.e. FW cord-020909-n36p5n2k 119 14 , , , cord-020909-n36p5n2k 119 15 sup(AB sup(AB NNP cord-020909-n36p5n2k 119 16 sign(S sign(S NNP cord-020909-n36p5n2k 119 17 ) ) -RRB- cord-020909-n36p5n2k 119 18 , , , cord-020909-n36p5n2k 119 19 dom dom NNP cord-020909-n36p5n2k 119 20 ) ) -RRB- cord-020909-n36p5n2k 120 1 ∀ ∀ NN cord-020909-n36p5n2k 120 2 dom dom NNP cord-020909-n36p5n2k 120 3 ∈ ∈ NNP cord-020909-n36p5n2k 120 4 doms(W doms(W NNP cord-020909-n36p5n2k 120 5 ) ) -RRB- cord-020909-n36p5n2k 120 6 . . . cord-020909-n36p5n2k 121 1 The the DT cord-020909-n36p5n2k 121 2 algorithm algorithm NN cord-020909-n36p5n2k 121 3 is be VBZ cord-020909-n36p5n2k 121 4 given give VBN cord-020909-n36p5n2k 121 5 in in IN cord-020909-n36p5n2k 121 6 Algorithm Algorithm NNP cord-020909-n36p5n2k 121 7 1 1 CD cord-020909-n36p5n2k 121 8 . . . cord-020909-n36p5n2k 121 9 _SP cord-020909-n36p5n2k 122 1 The the DT cord-020909-n36p5n2k 122 2 LT LT NNP cord-020909-n36p5n2k 122 3 model model NN cord-020909-n36p5n2k 122 4 is be VBZ cord-020909-n36p5n2k 122 5 another another DT cord-020909-n36p5n2k 122 6 widely widely RB cord-020909-n36p5n2k 122 7 used use VBN cord-020909-n36p5n2k 122 8 propagation propagation NN cord-020909-n36p5n2k 122 9 model model NN cord-020909-n36p5n2k 122 10 . . . cord-020909-n36p5n2k 123 1 The the DT cord-020909-n36p5n2k 123 2 basic basic JJ cord-020909-n36p5n2k 123 3 difference difference NN cord-020909-n36p5n2k 123 4 from from IN cord-020909-n36p5n2k 123 5 the the DT cord-020909-n36p5n2k 123 6 IC IC NNP cord-020909-n36p5n2k 123 7 model model NN cord-020909-n36p5n2k 123 8 is be VBZ cord-020909-n36p5n2k 123 9 that that IN cord-020909-n36p5n2k 123 10 for for IN cord-020909-n36p5n2k 123 11 a a DT cord-020909-n36p5n2k 123 12 node node NN cord-020909-n36p5n2k 123 13 to to TO cord-020909-n36p5n2k 123 14 become become VB cord-020909-n36p5n2k 123 15 active active JJ cord-020909-n36p5n2k 123 16 we -PRON- PRP cord-020909-n36p5n2k 123 17 have have VBP cord-020909-n36p5n2k 123 18 to to TO cord-020909-n36p5n2k 123 19 consider consider VB cord-020909-n36p5n2k 123 20 the the DT cord-020909-n36p5n2k 123 21 support support NN cord-020909-n36p5n2k 123 22 of of IN cord-020909-n36p5n2k 123 23 all all DT cord-020909-n36p5n2k 123 24 neighbors neighbor NNS cord-020909-n36p5n2k 123 25 , , , cord-020909-n36p5n2k 123 26 which which WDT cord-020909-n36p5n2k 123 27 must must MD cord-020909-n36p5n2k 123 28 be be VB cord-020909-n36p5n2k 123 29 greater great JJR cord-020909-n36p5n2k 123 30 than than IN cord-020909-n36p5n2k 123 31 a a DT cord-020909-n36p5n2k 123 32 threshold threshold NN cord-020909-n36p5n2k 124 1 θ θ NN cord-020909-n36p5n2k 124 2 ∈ ∈ NNP cord-020909-n36p5n2k 124 3 [ [ -LRB- cord-020909-n36p5n2k 124 4 0 0 CD cord-020909-n36p5n2k 124 5 , , , cord-020909-n36p5n2k 124 6 1 1 CD cord-020909-n36p5n2k 124 7 ] ] -RRB- cord-020909-n36p5n2k 124 8 , , , cord-020909-n36p5n2k 124 9 serving serve VBG cord-020909-n36p5n2k 124 10 as as IN cord-020909-n36p5n2k 124 11 the the DT cord-020909-n36p5n2k 124 12 resistance resistance NN cord-020909-n36p5n2k 124 13 of of IN cord-020909-n36p5n2k 124 14 a a DT cord-020909-n36p5n2k 124 15 node node NN cord-020909-n36p5n2k 124 16 to to IN cord-020909-n36p5n2k 124 17 its -PRON- PRP$ cord-020909-n36p5n2k 124 18 neighbors neighbor NNS cord-020909-n36p5n2k 124 19 joint joint JJ cord-020909-n36p5n2k 124 20 support support NN cord-020909-n36p5n2k 124 21 . . . cord-020909-n36p5n2k 125 1 Again again RB cord-020909-n36p5n2k 125 2 , , , cord-020909-n36p5n2k 125 3 we -PRON- PRP cord-020909-n36p5n2k 125 4 use use VBP cord-020909-n36p5n2k 125 5 the the DT cord-020909-n36p5n2k 125 6 support support NN cord-020909-n36p5n2k 125 7 probabilities probability NNS cord-020909-n36p5n2k 125 8 represented represent VBN cord-020909-n36p5n2k 125 9 by by IN cord-020909-n36p5n2k 125 10 the the DT cord-020909-n36p5n2k 125 11 weights weight NNS cord-020909-n36p5n2k 125 12 of of IN cord-020909-n36p5n2k 125 13 the the DT cord-020909-n36p5n2k 125 14 SFG SFG NNP cord-020909-n36p5n2k 125 15 links link NNS cord-020909-n36p5n2k 125 16 . . . cord-020909-n36p5n2k 126 1 The the DT cord-020909-n36p5n2k 126 2 full full JJ cord-020909-n36p5n2k 126 3 algorithm algorithm NN cord-020909-n36p5n2k 126 4 , , , cord-020909-n36p5n2k 126 5 which which WDT cord-020909-n36p5n2k 126 6 is be VBZ cord-020909-n36p5n2k 126 7 based base VBN cord-020909-n36p5n2k 126 8 on on IN cord-020909-n36p5n2k 126 9 the the DT cord-020909-n36p5n2k 126 10 static static JJ cord-020909-n36p5n2k 126 11 model model NN cord-020909-n36p5n2k 126 12 introduced introduce VBN cord-020909-n36p5n2k 126 13 by by IN cord-020909-n36p5n2k 126 14 Goyal Goyal NNP cord-020909-n36p5n2k 126 15 et et NNP cord-020909-n36p5n2k 126 16 al al NNP cord-020909-n36p5n2k 126 17 . . . cord-020909-n36p5n2k 127 1 [ [ -LRB- cord-020909-n36p5n2k 127 2 10 10 CD cord-020909-n36p5n2k 127 3 ] ] -RRB- cord-020909-n36p5n2k 127 4 , , , cord-020909-n36p5n2k 127 5 is be VBZ cord-020909-n36p5n2k 127 6 given give VBN cord-020909-n36p5n2k 127 7 in in IN cord-020909-n36p5n2k 127 8 Algorithm Algorithm NNP cord-020909-n36p5n2k 127 9 2 2 CD cord-020909-n36p5n2k 127 10 . . . cord-020909-n36p5n2k 128 1 In in IN cord-020909-n36p5n2k 128 2 each each DT cord-020909-n36p5n2k 128 3 experiment experiment NN cord-020909-n36p5n2k 128 4 the the DT cord-020909-n36p5n2k 128 5 thresholds threshold NNS cord-020909-n36p5n2k 128 6 θ θ NN cord-020909-n36p5n2k 128 7 get get VBP cord-020909-n36p5n2k 128 8 a a DT cord-020909-n36p5n2k 128 9 random random JJ cord-020909-n36p5n2k 128 10 value value NN cord-020909-n36p5n2k 128 11 . . . cord-020909-n36p5n2k 128 12 _SP cord-020909-n36p5n2k 129 1 We -PRON- PRP cord-020909-n36p5n2k 129 2 introduce introduce VBP cord-020909-n36p5n2k 129 3 the the DT cord-020909-n36p5n2k 129 4 Biased biased JJ cord-020909-n36p5n2k 129 5 - - HYPH cord-020909-n36p5n2k 129 6 PR pr JJ cord-020909-n36p5n2k 129 7 variation variation NN cord-020909-n36p5n2k 129 8 of of IN cord-020909-n36p5n2k 129 9 PageRank PageRank NNP cord-020909-n36p5n2k 129 10 [ [ -LRB- cord-020909-n36p5n2k 129 11 9 9 CD cord-020909-n36p5n2k 129 12 ] ] -RRB- cord-020909-n36p5n2k 129 13 that that IN cord-020909-n36p5n2k 129 14 models model VBZ cord-020909-n36p5n2k 129 15 a a DT cord-020909-n36p5n2k 129 16 biased biased JJ cord-020909-n36p5n2k 129 17 surfer surfer NN cord-020909-n36p5n2k 129 18 . . . cord-020909-n36p5n2k 130 1 The the DT cord-020909-n36p5n2k 130 2 biased biased JJ cord-020909-n36p5n2k 130 3 surfer surfer NN cord-020909-n36p5n2k 130 4 always always RB cord-020909-n36p5n2k 130 5 starts start VBZ cord-020909-n36p5n2k 130 6 from from IN cord-020909-n36p5n2k 130 7 the the DT cord-020909-n36p5n2k 130 8 biased biased JJ cord-020909-n36p5n2k 130 9 domains domain NNS cord-020909-n36p5n2k 130 10 ( ( -LRB- cord-020909-n36p5n2k 130 11 i.e. i.e. FW cord-020909-n36p5n2k 130 12 , , , cord-020909-n36p5n2k 130 13 the the DT cord-020909-n36p5n2k 130 14 seeds seed NNS cord-020909-n36p5n2k 130 15 of of IN cord-020909-n36p5n2k 130 16 an an DT cord-020909-n36p5n2k 130 17 AB AB NNP cord-020909-n36p5n2k 130 18 ) ) -RRB- cord-020909-n36p5n2k 130 19 , , , cord-020909-n36p5n2k 130 20 and and CC cord-020909-n36p5n2k 130 21 either either DT cord-020909-n36p5n2k 130 22 visits visit VBZ cord-020909-n36p5n2k 130 23 a a DT cord-020909-n36p5n2k 130 24 domain domain NN cord-020909-n36p5n2k 130 25 linked link VBN cord-020909-n36p5n2k 130 26 by by IN cord-020909-n36p5n2k 130 27 the the DT cord-020909-n36p5n2k 130 28 selected select VBN cord-020909-n36p5n2k 130 29 seeds seed NNS cord-020909-n36p5n2k 130 30 or or CC cord-020909-n36p5n2k 130 31 one one CD cord-020909-n36p5n2k 130 32 of of IN cord-020909-n36p5n2k 130 33 the the DT cord-020909-n36p5n2k 130 34 biased biased JJ cord-020909-n36p5n2k 130 35 domains domain NNS cord-020909-n36p5n2k 130 36 again again RB cord-020909-n36p5n2k 130 37 , , , cord-020909-n36p5n2k 130 38 with with IN cord-020909-n36p5n2k 130 39 some some DT cord-020909-n36p5n2k 130 40 probability probability NN cord-020909-n36p5n2k 130 41 that that WDT cord-020909-n36p5n2k 130 42 depends depend VBZ cord-020909-n36p5n2k 130 43 on on IN cord-020909-n36p5n2k 130 44 the the DT cord-020909-n36p5n2k 130 45 modeled model VBN cord-020909-n36p5n2k 130 46 behaviour behaviour NN cord-020909-n36p5n2k 130 47 . . . cord-020909-n36p5n2k 131 1 The the DT cord-020909-n36p5n2k 131 2 same same JJ cord-020909-n36p5n2k 131 3 process process NN cord-020909-n36p5n2k 131 4 is be VBZ cord-020909-n36p5n2k 131 5 followed follow VBN cord-020909-n36p5n2k 131 6 in in IN cord-020909-n36p5n2k 131 7 the the DT cord-020909-n36p5n2k 131 8 next next JJ cord-020909-n36p5n2k 131 9 iterations iteration NNS cord-020909-n36p5n2k 131 10 . . . cord-020909-n36p5n2k 132 1 The the DT cord-020909-n36p5n2k 132 2 Biased biased JJ cord-020909-n36p5n2k 132 3 - - HYPH cord-020909-n36p5n2k 132 4 PR pr NN cord-020909-n36p5n2k 132 5 differs differ VBZ cord-020909-n36p5n2k 132 6 to to IN cord-020909-n36p5n2k 132 7 the the DT cord-020909-n36p5n2k 132 8 original original JJ cord-020909-n36p5n2k 132 9 PageRank pagerank NN cord-020909-n36p5n2k 132 10 in in IN cord-020909-n36p5n2k 132 11 two two CD cord-020909-n36p5n2k 132 12 ways way NNS cord-020909-n36p5n2k 132 13 . . . cord-020909-n36p5n2k 133 1 The the DT cord-020909-n36p5n2k 133 2 first first JJ cord-020909-n36p5n2k 133 3 one one NN cord-020909-n36p5n2k 133 4 is be VBZ cord-020909-n36p5n2k 133 5 how how WRB cord-020909-n36p5n2k 133 6 the the DT cord-020909-n36p5n2k 133 7 score score NN cord-020909-n36p5n2k 133 8 ( ( -LRB- cord-020909-n36p5n2k 133 9 support support NN cord-020909-n36p5n2k 133 10 in in IN cord-020909-n36p5n2k 133 11 our -PRON- PRP$ cord-020909-n36p5n2k 133 12 case case NN cord-020909-n36p5n2k 133 13 ) ) -RRB- cord-020909-n36p5n2k 133 14 of of IN cord-020909-n36p5n2k 133 15 the the DT cord-020909-n36p5n2k 133 16 seeds seed NNS cord-020909-n36p5n2k 133 17 is be VBZ cord-020909-n36p5n2k 133 18 computed compute VBN cord-020909-n36p5n2k 133 19 at at IN cord-020909-n36p5n2k 133 20 any any DT cord-020909-n36p5n2k 133 21 step step NN cord-020909-n36p5n2k 133 22 . . . cord-020909-n36p5n2k 134 1 The the DT cord-020909-n36p5n2k 134 2 support support NN cord-020909-n36p5n2k 134 3 of of IN cord-020909-n36p5n2k 134 4 all all DT cord-020909-n36p5n2k 134 5 domains domain NNS cord-020909-n36p5n2k 134 6 is be VBZ cord-020909-n36p5n2k 134 7 initially initially RB cord-020909-n36p5n2k 134 8 0 0 CD cord-020909-n36p5n2k 134 9 , , , cord-020909-n36p5n2k 134 10 except except IN cord-020909-n36p5n2k 134 11 from from IN cord-020909-n36p5n2k 134 12 the the DT cord-020909-n36p5n2k 134 13 support support NN cord-020909-n36p5n2k 134 14 of of IN cord-020909-n36p5n2k 134 15 the the DT cord-020909-n36p5n2k 134 16 seeds seed NNS cord-020909-n36p5n2k 134 17 that that WDT cord-020909-n36p5n2k 134 18 have have VBP cord-020909-n36p5n2k 134 19 the the DT cord-020909-n36p5n2k 134 20 value value NN cord-020909-n36p5n2k 134 21 init init NN cord-020909-n36p5n2k 134 22 seeds seed NNS cord-020909-n36p5n2k 134 23 = = SYM cord-020909-n36p5n2k 134 24 1 1 CD cord-020909-n36p5n2k 134 25 . . . cord-020909-n36p5n2k 135 1 At at IN cord-020909-n36p5n2k 135 2 any any DT cord-020909-n36p5n2k 135 3 step step NN cord-020909-n36p5n2k 135 4 , , , cord-020909-n36p5n2k 135 5 the the DT cord-020909-n36p5n2k 135 6 support support NN cord-020909-n36p5n2k 135 7 of of IN cord-020909-n36p5n2k 135 8 each each DT cord-020909-n36p5n2k 135 9 seed seed NN cord-020909-n36p5n2k 135 10 is be VBZ cord-020909-n36p5n2k 135 11 the the DT cord-020909-n36p5n2k 135 12 original original JJ cord-020909-n36p5n2k 135 13 PageRank PageRank NNP cord-020909-n36p5n2k 135 14 value value NN cord-020909-n36p5n2k 135 15 , , , cord-020909-n36p5n2k 135 16 increased increase VBN cord-020909-n36p5n2k 135 17 by by IN cord-020909-n36p5n2k 135 18 a a DT cord-020909-n36p5n2k 135 19 number number NN cord-020909-n36p5n2k 135 20 that that WDT cord-020909-n36p5n2k 135 21 depends depend VBZ cord-020909-n36p5n2k 135 22 on on IN cord-020909-n36p5n2k 135 23 the the DT cord-020909-n36p5n2k 135 24 behaviour behaviour NN cord-020909-n36p5n2k 135 25 of of IN cord-020909-n36p5n2k 135 26 the the DT cord-020909-n36p5n2k 135 27 biased biased JJ cord-020909-n36p5n2k 135 28 surfer surfer NN cord-020909-n36p5n2k 135 29 . . . cord-020909-n36p5n2k 136 1 We -PRON- PRP cord-020909-n36p5n2k 136 2 have have VBP cord-020909-n36p5n2k 136 3 considered consider VBN cord-020909-n36p5n2k 136 4 three three CD cord-020909-n36p5n2k 136 5 behaviours behaviour NNS cord-020909-n36p5n2k 136 6 : : : cord-020909-n36p5n2k 136 7 ( ( -LRB- cord-020909-n36p5n2k 136 8 a a LS cord-020909-n36p5n2k 136 9 ) ) -RRB- cord-020909-n36p5n2k 136 10 the the DT cord-020909-n36p5n2k 136 11 Strongly strongly RB cord-020909-n36p5n2k 136 12 Supportive supportive JJ cord-020909-n36p5n2k 136 13 ( ( -LRB- cord-020909-n36p5n2k 136 14 SS SS NNP cord-020909-n36p5n2k 136 15 ) ) -RRB- cord-020909-n36p5n2k 136 16 one one CD cord-020909-n36p5n2k 136 17 , , , cord-020909-n36p5n2k 136 18 where where WRB cord-020909-n36p5n2k 136 19 the the DT cord-020909-n36p5n2k 136 20 support support NN cord-020909-n36p5n2k 136 21 is be VBZ cord-020909-n36p5n2k 136 22 increased increase VBN cord-020909-n36p5n2k 136 23 by by IN cord-020909-n36p5n2k 136 24 init init NN cord-020909-n36p5n2k 136 25 seeds seed NNS cord-020909-n36p5n2k 136 26 and and CC cord-020909-n36p5n2k 136 27 models model NNS cord-020909-n36p5n2k 136 28 a a DT cord-020909-n36p5n2k 136 29 constantly constantly RB cord-020909-n36p5n2k 136 30 strongly strongly RB cord-020909-n36p5n2k 136 31 biased biased JJ cord-020909-n36p5n2k 136 32 surfer surfer NN cord-020909-n36p5n2k 136 33 , , , cord-020909-n36p5n2k 136 34 ( ( -LRB- cord-020909-n36p5n2k 136 35 b b LS cord-020909-n36p5n2k 136 36 ) ) -RRB- cord-020909-n36p5n2k 136 37 the the DT cord-020909-n36p5n2k 136 38 Decreasingly decreasingly RB cord-020909-n36p5n2k 136 39 Supportive supportive JJ cord-020909-n36p5n2k 136 40 ( ( -LRB- cord-020909-n36p5n2k 136 41 DS DS NNP cord-020909-n36p5n2k 136 42 ) ) -RRB- cord-020909-n36p5n2k 136 43 one one CD cord-020909-n36p5n2k 136 44 , , , cord-020909-n36p5n2k 136 45 where where WRB cord-020909-n36p5n2k 136 46 the the DT cord-020909-n36p5n2k 136 47 support support NN cord-020909-n36p5n2k 136 48 is be VBZ cord-020909-n36p5n2k 136 49 increased increase VBN cord-020909-n36p5n2k 136 50 by by IN cord-020909-n36p5n2k 136 51 init init NN cord-020909-n36p5n2k 136 52 seeds seed NNS cord-020909-n36p5n2k 136 53 /iter /iter , cord-020909-n36p5n2k 136 54 , , , cord-020909-n36p5n2k 136 55 modeling model VBG cord-020909-n36p5n2k 136 56 a a DT cord-020909-n36p5n2k 136 57 surfer surfer NN cord-020909-n36p5n2k 136 58 that that WDT cord-020909-n36p5n2k 136 59 becomes become VBZ cord-020909-n36p5n2k 136 60 less less RBR cord-020909-n36p5n2k 136 61 biased biased JJ cord-020909-n36p5n2k 136 62 the the DT cord-020909-n36p5n2k 136 63 more more JJR cord-020909-n36p5n2k 136 64 pages page NNS cord-020909-n36p5n2k 136 65 he -PRON- PRP cord-020909-n36p5n2k 136 66 / / SYM cord-020909-n36p5n2k 136 67 she -PRON- PRP cord-020909-n36p5n2k 136 68 visits visit VBZ cord-020909-n36p5n2k 136 69 , , , cord-020909-n36p5n2k 136 70 and and CC cord-020909-n36p5n2k 137 1 ( ( -LRB- cord-020909-n36p5n2k 137 2 c c NN cord-020909-n36p5n2k 137 3 ) ) -RRB- cord-020909-n36p5n2k 137 4 the the DT cord-020909-n36p5n2k 137 5 Non Non NNP cord-020909-n36p5n2k 137 6 - - NNP cord-020909-n36p5n2k 137 7 Supportive supportive JJ cord-020909-n36p5n2k 137 8 ( ( -LRB- cord-020909-n36p5n2k 137 9 NS NS NNP cord-020909-n36p5n2k 137 10 ) ) -RRB- cord-020909-n36p5n2k 137 11 one one CD cord-020909-n36p5n2k 137 12 , , , cord-020909-n36p5n2k 137 13 with with IN cord-020909-n36p5n2k 137 14 no no DT cord-020909-n36p5n2k 137 15 increment increment NN cord-020909-n36p5n2k 137 16 , , , cord-020909-n36p5n2k 137 17 modeling model VBG cord-020909-n36p5n2k 137 18 a a DT cord-020909-n36p5n2k 137 19 surfer surfer NN cord-020909-n36p5n2k 137 20 that that WDT cord-020909-n36p5n2k 137 21 is be VBZ cord-020909-n36p5n2k 137 22 biased bias VBN cord-020909-n36p5n2k 137 23 only only RB cord-020909-n36p5n2k 137 24 on on IN cord-020909-n36p5n2k 137 25 the the DT cord-020909-n36p5n2k 137 26 initial initial JJ cord-020909-n36p5n2k 137 27 visiting visit VBG cord-020909-n36p5n2k 137 28 pages page NNS cord-020909-n36p5n2k 137 29 , , , cord-020909-n36p5n2k 137 30 and and CC cord-020909-n36p5n2k 137 31 afterwards afterwards RB cord-020909-n36p5n2k 137 32 the the DT cord-020909-n36p5n2k 137 33 support support NN cord-020909-n36p5n2k 137 34 score score NN cord-020909-n36p5n2k 137 35 is be VBZ cord-020909-n36p5n2k 137 36 computed compute VBN cord-020909-n36p5n2k 137 37 as as IN cord-020909-n36p5n2k 137 38 in in IN cord-020909-n36p5n2k 137 39 the the DT cord-020909-n36p5n2k 137 40 original original JJ cord-020909-n36p5n2k 137 41 PageRank pagerank NN cord-020909-n36p5n2k 137 42 . . . cord-020909-n36p5n2k 138 1 Biased biased JJ cord-020909-n36p5n2k 138 2 - - HYPH cord-020909-n36p5n2k 138 3 PR PR NNP cord-020909-n36p5n2k 138 4 differs differ VBZ cord-020909-n36p5n2k 138 5 also also RB cord-020909-n36p5n2k 138 6 on on IN cord-020909-n36p5n2k 138 7 how how WRB cord-020909-n36p5n2k 138 8 the the DT cord-020909-n36p5n2k 138 9 biased biased JJ cord-020909-n36p5n2k 138 10 surfer surfer NN cord-020909-n36p5n2k 138 11 is be VBZ cord-020909-n36p5n2k 138 12 teleported teleport VBN cord-020909-n36p5n2k 138 13 to to IN cord-020909-n36p5n2k 138 14 another another DT cord-020909-n36p5n2k 138 15 domain domain NN cord-020909-n36p5n2k 138 16 when when WRB cord-020909-n36p5n2k 138 17 he/ he/ XX cord-020909-n36p5n2k 139 1 she -PRON- PRP cord-020909-n36p5n2k 139 2 reaches reach VBZ cord-020909-n36p5n2k 139 3 a a DT cord-020909-n36p5n2k 139 4 sink sink NN cord-020909-n36p5n2k 139 5 ( ( -LRB- cord-020909-n36p5n2k 139 6 i.e. i.e. FW cord-020909-n36p5n2k 139 7 , , , cord-020909-n36p5n2k 139 8 a a DT cord-020909-n36p5n2k 139 9 domain domain NN cord-020909-n36p5n2k 139 10 that that WDT cord-020909-n36p5n2k 139 11 has have VBZ cord-020909-n36p5n2k 139 12 no no DT cord-020909-n36p5n2k 139 13 outgoing outgoing JJ cord-020909-n36p5n2k 139 14 links link NNS cord-020909-n36p5n2k 139 15 ) ) -RRB- cord-020909-n36p5n2k 139 16 . . . cord-020909-n36p5n2k 140 1 The the DT cord-020909-n36p5n2k 140 2 surfer surfer NN cord-020909-n36p5n2k 140 3 randomly randomly RB cord-020909-n36p5n2k 140 4 teleports teleport VBZ cord-020909-n36p5n2k 140 5 with with IN cord-020909-n36p5n2k 140 6 the the DT cord-020909-n36p5n2k 140 7 same same JJ cord-020909-n36p5n2k 140 8 probability probability NN cord-020909-n36p5n2k 140 9 to to IN cord-020909-n36p5n2k 140 10 a a DT cord-020909-n36p5n2k 140 11 domain domain NN cord-020909-n36p5n2k 140 12 in in IN cord-020909-n36p5n2k 140 13 any any DT cord-020909-n36p5n2k 140 14 distance distance NN cord-020909-n36p5n2k 140 15 from from IN cord-020909-n36p5n2k 140 16 the the DT cord-020909-n36p5n2k 140 17 seeds seed NNS cord-020909-n36p5n2k 140 18 . . . cord-020909-n36p5n2k 141 1 If if IN cord-020909-n36p5n2k 141 2 a a DT cord-020909-n36p5n2k 141 3 path path NN cord-020909-n36p5n2k 141 4 from from IN cord-020909-n36p5n2k 141 5 a a DT cord-020909-n36p5n2k 141 6 node node NN cord-020909-n36p5n2k 141 7 to to IN cord-020909-n36p5n2k 141 8 any any DT cord-020909-n36p5n2k 141 9 of of IN cord-020909-n36p5n2k 141 10 the the DT cord-020909-n36p5n2k 141 11 seeds seed NNS cord-020909-n36p5n2k 141 12 does do VBZ cord-020909-n36p5n2k 141 13 not not RB cord-020909-n36p5n2k 141 14 exist exist VB cord-020909-n36p5n2k 141 15 , , , cord-020909-n36p5n2k 141 16 the the DT cord-020909-n36p5n2k 141 17 distance distance NN cord-020909-n36p5n2k 141 18 of of IN cord-020909-n36p5n2k 141 19 the the DT cord-020909-n36p5n2k 141 20 node node NN cord-020909-n36p5n2k 141 21 is be VBZ cord-020909-n36p5n2k 141 22 the the DT cord-020909-n36p5n2k 141 23 maximum maximum JJ cord-020909-n36p5n2k 141 24 distance distance NN cord-020909-n36p5n2k 141 25 of of IN cord-020909-n36p5n2k 141 26 a a DT cord-020909-n36p5n2k 141 27 connected connected JJ cord-020909-n36p5n2k 141 28 node node NN cord-020909-n36p5n2k 141 29 increased increase VBN cord-020909-n36p5n2k 141 30 by by IN cord-020909-n36p5n2k 141 31 one one CD cord-020909-n36p5n2k 141 32 . . . cord-020909-n36p5n2k 142 1 Since since IN cord-020909-n36p5n2k 142 2 the the DT cord-020909-n36p5n2k 142 3 number number NN cord-020909-n36p5n2k 142 4 of of IN cord-020909-n36p5n2k 142 5 nodes node NNS cord-020909-n36p5n2k 142 6 at at IN cord-020909-n36p5n2k 142 7 a a DT cord-020909-n36p5n2k 142 8 certain certain JJ cord-020909-n36p5n2k 142 9 distance distance NN cord-020909-n36p5n2k 142 10 from from IN cord-020909-n36p5n2k 142 11 the the DT cord-020909-n36p5n2k 142 12 seeds seed NNS cord-020909-n36p5n2k 142 13 increase increase NN cord-020909-n36p5n2k 142 14 as as IN cord-020909-n36p5n2k 142 15 we -PRON- PRP cord-020909-n36p5n2k 142 16 move move VBP cord-020909-n36p5n2k 142 17 away away RB cord-020909-n36p5n2k 142 18 from from IN cord-020909-n36p5n2k 142 19 the the DT cord-020909-n36p5n2k 142 20 seeds seed NNS cord-020909-n36p5n2k 142 21 , , , cord-020909-n36p5n2k 142 22 the the DT cord-020909-n36p5n2k 142 23 teleporting teleport VBG cord-020909-n36p5n2k 142 24 probability probability NN cord-020909-n36p5n2k 142 25 for for IN cord-020909-n36p5n2k 142 26 a a DT cord-020909-n36p5n2k 142 27 node node NN cord-020909-n36p5n2k 142 28 is be VBZ cord-020909-n36p5n2k 142 29 greater great JJR cord-020909-n36p5n2k 142 30 the the DT cord-020909-n36p5n2k 142 31 closer close JJR cord-020909-n36p5n2k 142 32 the the DT cord-020909-n36p5n2k 142 33 node node NN cord-020909-n36p5n2k 142 34 is be VBZ cord-020909-n36p5n2k 142 35 to to IN cord-020909-n36p5n2k 142 36 the the DT cord-020909-n36p5n2k 142 37 seeds seed NNS cord-020909-n36p5n2k 142 38 . . . cord-020909-n36p5n2k 143 1 We -PRON- PRP cord-020909-n36p5n2k 143 2 expect expect VBP cord-020909-n36p5n2k 143 3 slower slow JJR cord-020909-n36p5n2k 143 4 convergence convergence NN cord-020909-n36p5n2k 143 5 for for IN cord-020909-n36p5n2k 143 6 Biased biased JJ cord-020909-n36p5n2k 143 7 - - HYPH cord-020909-n36p5n2k 143 8 PR pr NN cord-020909-n36p5n2k 143 9 than than IN cord-020909-n36p5n2k 143 10 the the DT cord-020909-n36p5n2k 143 11 original original JJ cord-020909-n36p5n2k 143 12 PageRank pagerank NN cord-020909-n36p5n2k 143 13 , , , cord-020909-n36p5n2k 143 14 due due IN cord-020909-n36p5n2k 143 15 to to IN cord-020909-n36p5n2k 143 16 the the DT cord-020909-n36p5n2k 143 17 initial initial JJ cord-020909-n36p5n2k 143 18 zero zero CD cord-020909-n36p5n2k 143 19 scores score NNS cord-020909-n36p5n2k 143 20 of of IN cord-020909-n36p5n2k 143 21 non non JJ cord-020909-n36p5n2k 143 22 - - JJ cord-020909-n36p5n2k 143 23 seed seed JJ cord-020909-n36p5n2k 143 24 nodes node NNS cord-020909-n36p5n2k 143 25 . . . cord-020909-n36p5n2k 144 1 The the DT cord-020909-n36p5n2k 144 2 algorithm algorithm NN cord-020909-n36p5n2k 144 3 is be VBZ cord-020909-n36p5n2k 144 4 given give VBN cord-020909-n36p5n2k 144 5 in in IN cord-020909-n36p5n2k 144 6 Algorithm Algorithm NNP cord-020909-n36p5n2k 144 7 3 3 CD cord-020909-n36p5n2k 144 8 . . . cord-020909-n36p5n2k 144 9 _SP cord-020909-n36p5n2k 145 1 Due due IN cord-020909-n36p5n2k 145 2 to to IN cord-020909-n36p5n2k 145 3 size size NN cord-020909-n36p5n2k 145 4 restrictions restriction NNS cord-020909-n36p5n2k 145 5 we -PRON- PRP cord-020909-n36p5n2k 145 6 provide provide VBP cord-020909-n36p5n2k 145 7 a a DT cord-020909-n36p5n2k 145 8 rather rather RB cord-020909-n36p5n2k 145 9 limited limited JJ cord-020909-n36p5n2k 145 10 discussion discussion NN cord-020909-n36p5n2k 145 11 about about IN cord-020909-n36p5n2k 145 12 the the DT cord-020909-n36p5n2k 145 13 complexities complexity NNS cord-020909-n36p5n2k 145 14 and and CC cord-020909-n36p5n2k 145 15 the the DT cord-020909-n36p5n2k 145 16 cost cost NN cord-020909-n36p5n2k 145 17 of of IN cord-020909-n36p5n2k 145 18 tuning tune VBG cord-020909-n36p5n2k 145 19 the the DT cord-020909-n36p5n2k 145 20 parameters parameter NNS cord-020909-n36p5n2k 145 21 of of IN cord-020909-n36p5n2k 145 22 each each DT cord-020909-n36p5n2k 145 23 algorithm algorithm NN cord-020909-n36p5n2k 145 24 . . . cord-020909-n36p5n2k 146 1 The the DT cord-020909-n36p5n2k 146 2 huge huge JJ cord-020909-n36p5n2k 146 3 scale scale NN cord-020909-n36p5n2k 146 4 of of IN cord-020909-n36p5n2k 146 5 the the DT cord-020909-n36p5n2k 146 6 web web NN cord-020909-n36p5n2k 146 7 graph graph NN cord-020909-n36p5n2k 146 8 has have VBZ cord-020909-n36p5n2k 146 9 the the DT cord-020909-n36p5n2k 146 10 biggest big JJS cord-020909-n36p5n2k 146 11 performance performance NN cord-020909-n36p5n2k 146 12 implication implication NN cord-020909-n36p5n2k 146 13 to to IN cord-020909-n36p5n2k 146 14 the the DT cord-020909-n36p5n2k 146 15 the the DT cord-020909-n36p5n2k 146 16 graph graph NN cord-020909-n36p5n2k 146 17 - - HYPH cord-020909-n36p5n2k 146 18 based base VBN cord-020909-n36p5n2k 146 19 computation computation NN cord-020909-n36p5n2k 146 20 of of IN cord-020909-n36p5n2k 146 21 the the DT cord-020909-n36p5n2k 146 22 ABs abs JJ cord-020909-n36p5n2k 146 23 support support NN cord-020909-n36p5n2k 146 24 . . . cord-020909-n36p5n2k 147 1 What what WP cord-020909-n36p5n2k 147 2 is be VBZ cord-020909-n36p5n2k 147 3 encouraging encourage VBG cord-020909-n36p5n2k 147 4 though though RB cord-020909-n36p5n2k 147 5 , , , cord-020909-n36p5n2k 147 6 is be VBZ cord-020909-n36p5n2k 148 1 that that IN cord-020909-n36p5n2k 148 2 the the DT cord-020909-n36p5n2k 148 3 algorithms algorithm NNS cord-020909-n36p5n2k 148 4 are be VBP cord-020909-n36p5n2k 148 5 applied apply VBN cord-020909-n36p5n2k 148 6 over over IN cord-020909-n36p5n2k 148 7 the the DT cord-020909-n36p5n2k 148 8 compact compact JJ cord-020909-n36p5n2k 148 9 SFG SFG NNP cord-020909-n36p5n2k 148 10 graph graph NN cord-020909-n36p5n2k 148 11 , , , cord-020909-n36p5n2k 148 12 that that WDT cord-020909-n36p5n2k 148 13 contains contain VBZ cord-020909-n36p5n2k 148 14 the the DT cord-020909-n36p5n2k 148 15 SLDs sld NNS cord-020909-n36p5n2k 148 16 of of IN cord-020909-n36p5n2k 148 17 the the DT cord-020909-n36p5n2k 148 18 pages page NNS cord-020909-n36p5n2k 148 19 and and CC cord-020909-n36p5n2k 148 20 their -PRON- PRP$ cord-020909-n36p5n2k 148 21 corresponding correspond VBG cord-020909-n36p5n2k 148 22 links link NNS cord-020909-n36p5n2k 148 23 . . . cord-020909-n36p5n2k 149 1 The the DT cord-020909-n36p5n2k 149 2 complexity complexity NN cord-020909-n36p5n2k 149 3 of of IN cord-020909-n36p5n2k 149 4 IC IC NNP cord-020909-n36p5n2k 149 5 is be VBZ cord-020909-n36p5n2k 149 6 in in IN cord-020909-n36p5n2k 150 1 O(n O(n NNP cord-020909-n36p5n2k 151 1 * * NFP cord-020909-n36p5n2k 151 2 |domsW| |domsw| NN cord-020909-n36p5n2k 151 3 * * NFP cord-020909-n36p5n2k 151 4 |dom(links(W)| |dom(links(w)| JJ cord-020909-n36p5n2k 151 5 ) ) -RRB- cord-020909-n36p5n2k 151 6 , , , cord-020909-n36p5n2k 151 7 where where WRB cord-020909-n36p5n2k 151 8 n n NN cord-020909-n36p5n2k 151 9 is be VBZ cord-020909-n36p5n2k 151 10 the the DT cord-020909-n36p5n2k 151 11 number number NN cord-020909-n36p5n2k 151 12 of of IN cord-020909-n36p5n2k 151 13 experiments experiment NNS cord-020909-n36p5n2k 151 14 . . . cord-020909-n36p5n2k 152 1 LT LT NNP cord-020909-n36p5n2k 152 2 is be VBZ cord-020909-n36p5n2k 152 3 much much RB cord-020909-n36p5n2k 152 4 slower slow JJR cord-020909-n36p5n2k 152 5 though though RB cord-020909-n36p5n2k 152 6 since since IN cord-020909-n36p5n2k 152 7 we -PRON- PRP cord-020909-n36p5n2k 152 8 have have VBP cord-020909-n36p5n2k 152 9 to to TO cord-020909-n36p5n2k 152 10 additionally additionally RB cord-020909-n36p5n2k 152 11 consider consider VB cord-020909-n36p5n2k 152 12 the the DT cord-020909-n36p5n2k 152 13 joint joint JJ cord-020909-n36p5n2k 152 14 support support NN cord-020909-n36p5n2k 152 15 of of IN cord-020909-n36p5n2k 152 16 the the DT cord-020909-n36p5n2k 152 17 neighbors neighbor NNS cord-020909-n36p5n2k 152 18 of of IN cord-020909-n36p5n2k 152 19 a a DT cord-020909-n36p5n2k 152 20 node node NN cord-020909-n36p5n2k 152 21 . . . cord-020909-n36p5n2k 153 1 Finally finally RB cord-020909-n36p5n2k 153 2 , , , cord-020909-n36p5n2k 153 3 the the DT cord-020909-n36p5n2k 153 4 Biased biased JJ cord-020909-n36p5n2k 153 5 - - HYPH cord-020909-n36p5n2k 153 6 PR PR NNP cord-020909-n36p5n2k 153 7 converges converge VBZ cord-020909-n36p5n2k 153 8 slower slow JJR cord-020909-n36p5n2k 153 9 than than IN cord-020909-n36p5n2k 153 10 the the DT cord-020909-n36p5n2k 153 11 original original JJ cord-020909-n36p5n2k 153 12 PageRank PageRank NNP cord-020909-n36p5n2k 153 13 , , , cord-020909-n36p5n2k 153 14 since since IN cord-020909-n36p5n2k 153 15 the the DT cord-020909-n36p5n2k 153 16 algorithm algorithm NN cord-020909-n36p5n2k 153 17 begins begin VBZ cord-020909-n36p5n2k 153 18 only only RB cord-020909-n36p5n2k 153 19 with with IN cord-020909-n36p5n2k 153 20 the the DT cord-020909-n36p5n2k 153 21 seeds seed NNS cord-020909-n36p5n2k 153 22 , , , cord-020909-n36p5n2k 153 23 spreading spread VBG cord-020909-n36p5n2k 153 24 the the DT cord-020909-n36p5n2k 153 25 support support NN cord-020909-n36p5n2k 153 26 to to IN cord-020909-n36p5n2k 153 27 the the DT cord-020909-n36p5n2k 153 28 rest rest NN cord-020909-n36p5n2k 153 29 nodes node NNS cord-020909-n36p5n2k 153 30 . . . cord-020909-n36p5n2k 154 1 Also also RB cord-020909-n36p5n2k 154 2 , , , cord-020909-n36p5n2k 154 3 we -PRON- PRP cord-020909-n36p5n2k 154 4 must must MD cord-020909-n36p5n2k 154 5 consider consider VB cord-020909-n36p5n2k 154 6 the the DT cord-020909-n36p5n2k 154 7 added add VBN cord-020909-n36p5n2k 154 8 cost cost NN cord-020909-n36p5n2k 154 9 of of IN cord-020909-n36p5n2k 154 10 computing compute VBG cord-020909-n36p5n2k 154 11 the the DT cord-020909-n36p5n2k 154 12 shortest short JJS cord-020909-n36p5n2k 154 13 paths path NNS cord-020909-n36p5n2k 154 14 of of IN cord-020909-n36p5n2k 154 15 the the DT cord-020909-n36p5n2k 154 16 nodes node NNS cord-020909-n36p5n2k 154 17 from from IN cord-020909-n36p5n2k 154 18 the the DT cord-020909-n36p5n2k 154 19 seeds seed NNS cord-020909-n36p5n2k 154 20 . . . cord-020909-n36p5n2k 155 1 For for IN cord-020909-n36p5n2k 155 2 the the DT cord-020909-n36p5n2k 155 3 relatively relatively RB cord-020909-n36p5n2k 155 4 small small JJ cord-020909-n36p5n2k 155 5 SFG SFG NNP cord-020909-n36p5n2k 155 6 used use VBN cord-020909-n36p5n2k 155 7 in in IN cord-020909-n36p5n2k 155 8 our -PRON- PRP$ cord-020909-n36p5n2k 155 9 study study NN cord-020909-n36p5n2k 155 10 ( ( -LRB- cord-020909-n36p5n2k 155 11 see see VB cord-020909-n36p5n2k 155 12 Sect Sect NNP cord-020909-n36p5n2k 155 13 . . . cord-020909-n36p5n2k 156 1 6 6 LS cord-020909-n36p5n2k 156 2 ) ) -RRB- cord-020909-n36p5n2k 156 3 , , , cord-020909-n36p5n2k 156 4 the the DT cord-020909-n36p5n2k 156 5 SS SS NNP cord-020909-n36p5n2k 156 6 converges converge VBZ cord-020909-n36p5n2k 156 7 much much RB cord-020909-n36p5n2k 156 8 faster fast RBR cord-020909-n36p5n2k 156 9 than than IN cord-020909-n36p5n2k 156 10 the the DT cord-020909-n36p5n2k 156 11 DS DS NNP cord-020909-n36p5n2k 156 12 and and CC cord-020909-n36p5n2k 156 13 NS NS NNP cord-020909-n36p5n2k 156 14 , , , cord-020909-n36p5n2k 156 15 which which WDT cord-020909-n36p5n2k 156 16 need need VBP cord-020909-n36p5n2k 156 17 ten ten CD cord-020909-n36p5n2k 156 18 times time NNS cord-020909-n36p5n2k 156 19 more more JJR cord-020909-n36p5n2k 156 20 iterations iteration NNS cord-020909-n36p5n2k 156 21 . . . cord-020909-n36p5n2k 157 1 For for IN cord-020909-n36p5n2k 157 2 newly newly RB cord-020909-n36p5n2k 157 3 introduced introduce VBN cord-020909-n36p5n2k 157 4 ABs ab NNS cord-020909-n36p5n2k 157 5 though though RB cord-020909-n36p5n2k 157 6 , , , cord-020909-n36p5n2k 157 7 the the DT cord-020909-n36p5n2k 157 8 computation computation NN cord-020909-n36p5n2k 157 9 of of IN cord-020909-n36p5n2k 157 10 the the DT cord-020909-n36p5n2k 157 11 support support NN cord-020909-n36p5n2k 157 12 scores score NNS cord-020909-n36p5n2k 157 13 of of IN cord-020909-n36p5n2k 157 14 the the DT cord-020909-n36p5n2k 157 15 domains domain NNS cord-020909-n36p5n2k 157 16 can can MD cord-020909-n36p5n2k 157 17 be be VB cord-020909-n36p5n2k 157 18 considered consider VBN cord-020909-n36p5n2k 157 19 an an DT cord-020909-n36p5n2k 157 20 offline offline JJ cord-020909-n36p5n2k 157 21 process process NN cord-020909-n36p5n2k 157 22 . . . cord-020909-n36p5n2k 158 1 Users user NNS cord-020909-n36p5n2k 158 2 can can MD cord-020909-n36p5n2k 158 3 submit submit VB cord-020909-n36p5n2k 158 4 ABs ab NNS cord-020909-n36p5n2k 158 5 and and CC cord-020909-n36p5n2k 158 6 BCs BCs NNP cord-020909-n36p5n2k 158 7 into into IN cord-020909-n36p5n2k 158 8 the the DT cord-020909-n36p5n2k 158 9 bias bias NN cord-020909-n36p5n2k 158 10 goggles goggle NNS cord-020909-n36p5n2k 158 11 system system NN cord-020909-n36p5n2k 158 12 and and CC cord-020909-n36p5n2k 158 13 get get VB cord-020909-n36p5n2k 158 14 notified notify VBN cord-020909-n36p5n2k 158 15 when when WRB cord-020909-n36p5n2k 158 16 they -PRON- PRP cord-020909-n36p5n2k 158 17 are be VBP cord-020909-n36p5n2k 158 18 ready ready JJ cord-020909-n36p5n2k 158 19 for for IN cord-020909-n36p5n2k 158 20 use use NN cord-020909-n36p5n2k 158 21 . . . cord-020909-n36p5n2k 159 1 However however RB cord-020909-n36p5n2k 159 2 , , , cord-020909-n36p5n2k 159 3 what what WP cord-020909-n36p5n2k 159 4 is be VBZ cord-020909-n36p5n2k 159 5 important important JJ cord-020909-n36p5n2k 159 6 is be VBZ cord-020909-n36p5n2k 159 7 to to TO cord-020909-n36p5n2k 159 8 let let VB cord-020909-n36p5n2k 159 9 users user NNS cord-020909-n36p5n2k 159 10 explore explore VB cord-020909-n36p5n2k 159 11 in in IN cord-020909-n36p5n2k 159 12 real real JJ cord-020909-n36p5n2k 159 13 - - HYPH cord-020909-n36p5n2k 159 14 time time NN cord-020909-n36p5n2k 159 15 the the DT cord-020909-n36p5n2k 159 16 domains domain NNS cord-020909-n36p5n2k 159 17 space space NN cord-020909-n36p5n2k 159 18 for for IN cord-020909-n36p5n2k 159 19 any any DT cord-020909-n36p5n2k 159 20 precomputed precomputed JJ cord-020909-n36p5n2k 159 21 and and CC cord-020909-n36p5n2k 159 22 commonly commonly RB cord-020909-n36p5n2k 159 23 used use VBN cord-020909-n36p5n2k 159 24 BCs BCs NNP cord-020909-n36p5n2k 159 25 . . . cord-020909-n36p5n2k 160 1 This this DT cord-020909-n36p5n2k 160 2 can can MD cord-020909-n36p5n2k 160 3 be be VB cord-020909-n36p5n2k 160 4 easily easily RB cord-020909-n36p5n2k 160 5 supported support VBN cord-020909-n36p5n2k 160 6 by by IN cord-020909-n36p5n2k 160 7 providing provide VBG cord-020909-n36p5n2k 160 8 efficient efficient JJ cord-020909-n36p5n2k 160 9 ways way NNS cord-020909-n36p5n2k 160 10 to to TO cord-020909-n36p5n2k 160 11 store store VB cord-020909-n36p5n2k 160 12 and and CC cord-020909-n36p5n2k 160 13 retrieve retrieve VB cord-020909-n36p5n2k 160 14 the the DT cord-020909-n36p5n2k 160 15 signatures signature NNS cord-020909-n36p5n2k 160 16 of of IN cord-020909-n36p5n2k 160 17 already already RB cord-020909-n36p5n2k 160 18 known know VBN cord-020909-n36p5n2k 160 19 BCs BCs NNP cord-020909-n36p5n2k 160 20 , , , cord-020909-n36p5n2k 160 21 along along IN cord-020909-n36p5n2k 160 22 with with IN cord-020909-n36p5n2k 160 23 the the DT cord-020909-n36p5n2k 160 24 computed compute VBN cord-020909-n36p5n2k 160 25 support support NN cord-020909-n36p5n2k 160 26 scores score NNS cord-020909-n36p5n2k 160 27 of of IN cord-020909-n36p5n2k 160 28 domains domain NNS cord-020909-n36p5n2k 160 29 of of IN cord-020909-n36p5n2k 160 30 available available JJ cord-020909-n36p5n2k 160 31 ABs ab NNS cord-020909-n36p5n2k 160 32 . . . cord-020909-n36p5n2k 161 1 Inverted inverted JJ cord-020909-n36p5n2k 161 2 files file NNS cord-020909-n36p5n2k 161 3 and and CC cord-020909-n36p5n2k 161 4 trie trie NN cord-020909-n36p5n2k 161 5 - - HYPH cord-020909-n36p5n2k 161 6 based base VBN cord-020909-n36p5n2k 161 7 data datum NNS cord-020909-n36p5n2k 161 8 structures structure NNS cord-020909-n36p5n2k 161 9 ( ( -LRB- cord-020909-n36p5n2k 161 10 e.g. e.g. RB cord-020909-n36p5n2k 161 11 , , , cord-020909-n36p5n2k 161 12 the the DT cord-020909-n36p5n2k 161 13 space space NN cord-020909-n36p5n2k 161 14 efficient efficient JJ cord-020909-n36p5n2k 161 15 burst burst NN cord-020909-n36p5n2k 161 16 - - HYPH cord-020909-n36p5n2k 161 17 tries try NNS cord-020909-n36p5n2k 161 18 [ [ -LRB- cord-020909-n36p5n2k 161 19 15 15 CD cord-020909-n36p5n2k 161 20 ] ] -RRB- cord-020909-n36p5n2k 161 21 and and CC cord-020909-n36p5n2k 161 22 the the DT cord-020909-n36p5n2k 161 23 cache cache NN cord-020909-n36p5n2k 161 24 - - HYPH cord-020909-n36p5n2k 161 25 consious consious JJ cord-020909-n36p5n2k 161 26 hybrid hybrid NN cord-020909-n36p5n2k 161 27 or or CC cord-020909-n36p5n2k 161 28 pure pure JJ cord-020909-n36p5n2k 161 29 HAT hat NN cord-020909-n36p5n2k 161 30 - - HYPH cord-020909-n36p5n2k 161 31 tries try VBZ cord-020909-n36p5n2k 161 32 [ [ -LRB- cord-020909-n36p5n2k 161 33 2 2 CD cord-020909-n36p5n2k 161 34 ] ] -RRB- cord-020909-n36p5n2k 161 35 ) ) -RRB- cord-020909-n36p5n2k 161 36 over over IN cord-020909-n36p5n2k 161 37 the the DT cord-020909-n36p5n2k 161 38 SLDs sld NNS cord-020909-n36p5n2k 161 39 and and CC cord-020909-n36p5n2k 161 40 the the DT cord-020909-n36p5n2k 161 41 signatures signature NNS cord-020909-n36p5n2k 161 42 of of IN cord-020909-n36p5n2k 161 43 the the DT cord-020909-n36p5n2k 161 44 ABs ab NNS cord-020909-n36p5n2k 161 45 and and CC cord-020909-n36p5n2k 161 46 BCs BCs NNP cord-020909-n36p5n2k 161 47 , , , cord-020909-n36p5n2k 161 48 can can MD cord-020909-n36p5n2k 161 49 allow allow VB cord-020909-n36p5n2k 161 50 the the DT cord-020909-n36p5n2k 161 51 fast fast JJ cord-020909-n36p5n2k 161 52 retrieval retrieval NN cord-020909-n36p5n2k 161 53 of of IN cord-020909-n36p5n2k 161 54 offsets offset NNS cord-020909-n36p5n2k 161 55 in in IN cord-020909-n36p5n2k 161 56 files file NNS cord-020909-n36p5n2k 161 57 where where WRB cord-020909-n36p5n2k 161 58 the the DT cord-020909-n36p5n2k 161 59 support support NN cord-020909-n36p5n2k 161 60 scores score NNS cord-020909-n36p5n2k 161 61 and and CC cord-020909-n36p5n2k 161 62 the the DT cord-020909-n36p5n2k 161 63 related related JJ cord-020909-n36p5n2k 161 64 metadata metadata NN cord-020909-n36p5n2k 161 65 are be VBP cord-020909-n36p5n2k 161 66 stored store VBN cord-020909-n36p5n2k 161 67 . . . cord-020909-n36p5n2k 162 1 Given give VBN cord-020909-n36p5n2k 162 2 the the DT cord-020909-n36p5n2k 162 3 above above JJ cord-020909-n36p5n2k 162 4 , , , cord-020909-n36p5n2k 162 5 the the DT cord-020909-n36p5n2k 162 6 computation computation NN cord-020909-n36p5n2k 162 7 of of IN cord-020909-n36p5n2k 162 8 the the DT cord-020909-n36p5n2k 162 9 bias bias NN cord-020909-n36p5n2k 162 10 score score NN cord-020909-n36p5n2k 162 11 and and CC cord-020909-n36p5n2k 162 12 the the DT cord-020909-n36p5n2k 162 13 support support NN cord-020909-n36p5n2k 162 14 of of IN cord-020909-n36p5n2k 162 15 a a DT cord-020909-n36p5n2k 162 16 BC BC NNP cord-020909-n36p5n2k 162 17 for for IN cord-020909-n36p5n2k 162 18 a a DT cord-020909-n36p5n2k 162 19 domain domain NN cord-020909-n36p5n2k 162 20 is be VBZ cord-020909-n36p5n2k 162 21 lightning lightne VBG cord-020909-n36p5n2k 162 22 fast fast RB cord-020909-n36p5n2k 162 23 . . . cord-020909-n36p5n2k 163 1 We -PRON- PRP cord-020909-n36p5n2k 163 2 have have VBP cord-020909-n36p5n2k 163 3 implemented implement VBN cord-020909-n36p5n2k 163 4 a a DT cord-020909-n36p5n2k 163 5 prototype prototype NN cord-020909-n36p5n2k 163 6 7 7 CD cord-020909-n36p5n2k 163 7 that that WDT cord-020909-n36p5n2k 163 8 allows allow VBZ cord-020909-n36p5n2k 163 9 the the DT cord-020909-n36p5n2k 163 10 exploration exploration NN cord-020909-n36p5n2k 163 11 of of IN cord-020909-n36p5n2k 163 12 predefined predefined JJ cord-020909-n36p5n2k 163 13 BCs BCs NNP cord-020909-n36p5n2k 163 14 over over IN cord-020909-n36p5n2k 163 15 a a DT cord-020909-n36p5n2k 163 16 set set NN cord-020909-n36p5n2k 163 17 of of IN cord-020909-n36p5n2k 163 18 mainly mainly RB cord-020909-n36p5n2k 163 19 greek greek JJ cord-020909-n36p5n2k 163 20 domains domain NNS cord-020909-n36p5n2k 163 21 . . . cord-020909-n36p5n2k 164 1 The the DT cord-020909-n36p5n2k 164 2 prototype prototype NN cord-020909-n36p5n2k 164 3 offers offer VBZ cord-020909-n36p5n2k 164 4 a a DT cord-020909-n36p5n2k 164 5 REST rest NN cord-020909-n36p5n2k 164 6 API api NN cord-020909-n36p5n2k 164 7 for for IN cord-020909-n36p5n2k 164 8 retrieving retrieve VBG cord-020909-n36p5n2k 164 9 the the DT cord-020909-n36p5n2k 164 10 bias bias NN cord-020909-n36p5n2k 164 11 scores score NNS cord-020909-n36p5n2k 164 12 of of IN cord-020909-n36p5n2k 164 13 the the DT cord-020909-n36p5n2k 164 14 domains domain NNS cord-020909-n36p5n2k 164 15 , , , cord-020909-n36p5n2k 164 16 and and CC cord-020909-n36p5n2k 164 17 exploits exploit VBZ cord-020909-n36p5n2k 164 18 the the DT cord-020909-n36p5n2k 164 19 open open JJ cord-020909-n36p5n2k 164 20 - - HYPH cord-020909-n36p5n2k 164 21 source source NN cord-020909-n36p5n2k 164 22 project project NN cord-020909-n36p5n2k 164 23 crawler4j crawler4j NNP cord-020909-n36p5n2k 164 24 8 8 CD cord-020909-n36p5n2k 164 25 . . . cord-020909-n36p5n2k 165 1 We -PRON- PRP cord-020909-n36p5n2k 165 2 plan plan VBP cord-020909-n36p5n2k 165 3 to to TO cord-020909-n36p5n2k 165 4 improve improve VB cord-020909-n36p5n2k 165 5 the the DT cord-020909-n36p5n2k 165 6 prototype prototype NN cord-020909-n36p5n2k 165 7 , , , cord-020909-n36p5n2k 165 8 by by IN cord-020909-n36p5n2k 165 9 allowing allow VBG cord-020909-n36p5n2k 165 10 users user NNS cord-020909-n36p5n2k 165 11 to to TO cord-020909-n36p5n2k 165 12 search search VB cord-020909-n36p5n2k 165 13 and and CC cord-020909-n36p5n2k 165 14 ingest ingest VB cord-020909-n36p5n2k 165 15 BCs BCs NNP cord-020909-n36p5n2k 165 16 , , , cord-020909-n36p5n2k 165 17 ABs ab NNS cord-020909-n36p5n2k 165 18 and and CC cord-020909-n36p5n2k 165 19 domains domain NNS cord-020909-n36p5n2k 165 20 of of IN cord-020909-n36p5n2k 165 21 interest interest NN cord-020909-n36p5n2k 165 22 , , , cord-020909-n36p5n2k 165 23 and and CC cord-020909-n36p5n2k 165 24 develop develop VB cord-020909-n36p5n2k 165 25 a a DT cord-020909-n36p5n2k 165 26 user user NN cord-020909-n36p5n2k 165 27 - - HYPH cord-020909-n36p5n2k 165 28 friendly friendly JJ cord-020909-n36p5n2k 165 29 browser browser NN cord-020909-n36p5n2k 165 30 plugin plugin NN cord-020909-n36p5n2k 165 31 on on IN cord-020909-n36p5n2k 165 32 top top NN cord-020909-n36p5n2k 165 33 of of IN cord-020909-n36p5n2k 165 34 it -PRON- PRP cord-020909-n36p5n2k 165 35 . . . cord-020909-n36p5n2k 166 1 Evaluating evaluate VBG cord-020909-n36p5n2k 166 2 such such PDT cord-020909-n36p5n2k 166 3 a a DT cord-020909-n36p5n2k 166 4 system system NN cord-020909-n36p5n2k 166 5 is be VBZ cord-020909-n36p5n2k 166 6 a a DT cord-020909-n36p5n2k 166 7 rather rather RB cord-020909-n36p5n2k 166 8 difficult difficult JJ cord-020909-n36p5n2k 166 9 task task NN cord-020909-n36p5n2k 166 10 , , , cord-020909-n36p5n2k 166 11 since since IN cord-020909-n36p5n2k 166 12 there there EX cord-020909-n36p5n2k 166 13 are be VBP cord-020909-n36p5n2k 166 14 no no DT cord-020909-n36p5n2k 166 15 formal formal JJ cord-020909-n36p5n2k 166 16 definitions definition NNS cord-020909-n36p5n2k 166 17 of of IN cord-020909-n36p5n2k 166 18 what what WP cord-020909-n36p5n2k 166 19 bias bias NN cord-020909-n36p5n2k 166 20 in in IN cord-020909-n36p5n2k 166 21 the the DT cord-020909-n36p5n2k 166 22 web web NN cord-020909-n36p5n2k 166 23 is be VBZ cord-020909-n36p5n2k 166 24 , , , cord-020909-n36p5n2k 166 25 and and CC cord-020909-n36p5n2k 166 26 there there EX cord-020909-n36p5n2k 166 27 are be VBP cord-020909-n36p5n2k 166 28 no no DT cord-020909-n36p5n2k 166 29 available available JJ cord-020909-n36p5n2k 166 30 datasets dataset NNS cord-020909-n36p5n2k 166 31 for for IN cord-020909-n36p5n2k 166 32 evaluation evaluation NN cord-020909-n36p5n2k 166 33 . . . cord-020909-n36p5n2k 167 1 As as IN cord-020909-n36p5n2k 167 2 a a DT cord-020909-n36p5n2k 167 3 result result NN cord-020909-n36p5n2k 167 4 , , , cord-020909-n36p5n2k 167 5 we -PRON- PRP cord-020909-n36p5n2k 167 6 based base VBD cord-020909-n36p5n2k 167 7 our -PRON- PRP$ cord-020909-n36p5n2k 167 8 evaluation evaluation NN cord-020909-n36p5n2k 167 9 over over IN cord-020909-n36p5n2k 167 10 BCs BCs NNP cord-020909-n36p5n2k 167 11 for for IN cord-020909-n36p5n2k 167 12 which which WDT cord-020909-n36p5n2k 167 13 it -PRON- PRP cord-020909-n36p5n2k 167 14 is be VBZ cord-020909-n36p5n2k 167 15 easy easy JJ cord-020909-n36p5n2k 167 16 to to TO cord-020909-n36p5n2k 167 17 find find VB cord-020909-n36p5n2k 167 18 biased biased JJ cord-020909-n36p5n2k 167 19 sites site NNS cord-020909-n36p5n2k 167 20 . . . cord-020909-n36p5n2k 168 1 We -PRON- PRP cord-020909-n36p5n2k 168 2 used use VBD cord-020909-n36p5n2k 168 3 two two CD cord-020909-n36p5n2k 168 4 BCs bc NNS cord-020909-n36p5n2k 168 5 for for IN cord-020909-n36p5n2k 168 6 our -PRON- PRP$ cord-020909-n36p5n2k 168 7 experiments experiment NNS cord-020909-n36p5n2k 168 8 , , , cord-020909-n36p5n2k 168 9 the the DT cord-020909-n36p5n2k 168 10 greek greek JJ cord-020909-n36p5n2k 168 11 politics politic NNS cord-020909-n36p5n2k 168 12 ( ( -LRB- cord-020909-n36p5n2k 168 13 BC1 BC1 NNP cord-020909-n36p5n2k 168 14 ) ) -RRB- cord-020909-n36p5n2k 168 15 with with IN cord-020909-n36p5n2k 168 16 9 9 CD cord-020909-n36p5n2k 168 17 ABs ab NNS cord-020909-n36p5n2k 168 18 , , , cord-020909-n36p5n2k 168 19 and and CC cord-020909-n36p5n2k 168 20 the the DT cord-020909-n36p5n2k 168 21 greek greek JJ cord-020909-n36p5n2k 168 22 football football NN cord-020909-n36p5n2k 168 23 ( ( -LRB- cord-020909-n36p5n2k 168 24 BC2 BC2 NNP cord-020909-n36p5n2k 168 25 ) ) -RRB- cord-020909-n36p5n2k 168 26 with with IN cord-020909-n36p5n2k 168 27 6 6 CD cord-020909-n36p5n2k 168 28 ABs ab NNS cord-020909-n36p5n2k 168 29 . . . cord-020909-n36p5n2k 169 1 For for IN cord-020909-n36p5n2k 169 2 these these DT cord-020909-n36p5n2k 169 3 BCs bc NNS cord-020909-n36p5n2k 169 4 , , , cord-020909-n36p5n2k 169 5 we -PRON- PRP cord-020909-n36p5n2k 169 6 gathered gather VBD cord-020909-n36p5n2k 169 7 well well RB cord-020909-n36p5n2k 169 8 known know VBN cord-020909-n36p5n2k 169 9 domains domain NNS cord-020909-n36p5n2k 169 10 , , , cord-020909-n36p5n2k 169 11 generally generally RB cord-020909-n36p5n2k 169 12 considered consider VBN cord-020909-n36p5n2k 169 13 as as RB cord-020909-n36p5n2k 169 14 fully fully RB cord-020909-n36p5n2k 169 15 supportive supportive JJ cord-020909-n36p5n2k 169 16 of of IN cord-020909-n36p5n2k 169 17 only only RB cord-020909-n36p5n2k 169 18 one one CD cord-020909-n36p5n2k 169 19 of of IN cord-020909-n36p5n2k 169 20 the the DT cord-020909-n36p5n2k 169 21 ABs ab NNS cord-020909-n36p5n2k 169 22 , , , cord-020909-n36p5n2k 169 23 without without IN cord-020909-n36p5n2k 169 24 inspecting inspect VBG cord-020909-n36p5n2k 169 25 though though IN cord-020909-n36p5n2k 169 26 their -PRON- PRP$ cord-020909-n36p5n2k 169 27 link link NN cord-020909-n36p5n2k 169 28 coverage coverage NN cord-020909-n36p5n2k 169 29 to to IN cord-020909-n36p5n2k 169 30 the the DT cord-020909-n36p5n2k 169 31 respective respective JJ cord-020909-n36p5n2k 169 32 seeds seed NNS cord-020909-n36p5n2k 169 33 , , , cord-020909-n36p5n2k 169 34 to to TO cord-020909-n36p5n2k 169 35 avoid avoid VB cord-020909-n36p5n2k 169 36 any any DT cord-020909-n36p5n2k 169 37 bias bias NN cord-020909-n36p5n2k 169 38 towards towards IN cord-020909-n36p5n2k 169 39 our -PRON- PRP$ cord-020909-n36p5n2k 169 40 graph graph NN cord-020909-n36p5n2k 169 41 based base VBN cord-020909-n36p5n2k 169 42 approach approach NN cord-020909-n36p5n2k 169 43 . . . cord-020909-n36p5n2k 170 1 Furthermore furthermore RB cord-020909-n36p5n2k 170 2 , , , cord-020909-n36p5n2k 170 3 we -PRON- PRP cord-020909-n36p5n2k 170 4 did do VBD cord-020909-n36p5n2k 170 5 not not RB cord-020909-n36p5n2k 170 6 include include VB cord-020909-n36p5n2k 170 7 the the DT cord-020909-n36p5n2k 170 8 original original JJ cord-020909-n36p5n2k 170 9 seeds seed NNS cord-020909-n36p5n2k 170 10 to to IN cord-020909-n36p5n2k 170 11 this this DT cord-020909-n36p5n2k 170 12 collection collection NN cord-020909-n36p5n2k 170 13 . . . cord-020909-n36p5n2k 171 1 In in IN cord-020909-n36p5n2k 171 2 total total NN cord-020909-n36p5n2k 171 3 , , , cord-020909-n36p5n2k 171 4 we -PRON- PRP cord-020909-n36p5n2k 171 5 collected collect VBD cord-020909-n36p5n2k 171 6 50 50 CD cord-020909-n36p5n2k 171 7 domains domain NNS cord-020909-n36p5n2k 171 8 for for IN cord-020909-n36p5n2k 171 9 BC1 bc1 NN cord-020909-n36p5n2k 171 10 and and CC cord-020909-n36p5n2k 171 11 65 65 CD cord-020909-n36p5n2k 171 12 domains domain NNS cord-020909-n36p5n2k 171 13 for for IN cord-020909-n36p5n2k 171 14 BC2 BC2 NNP cord-020909-n36p5n2k 171 15 , , , cord-020909-n36p5n2k 171 16 including include VBG cord-020909-n36p5n2k 171 17 newspapers newspaper NNS cord-020909-n36p5n2k 171 18 , , , cord-020909-n36p5n2k 171 19 radio radio NN cord-020909-n36p5n2k 171 20 and and CC cord-020909-n36p5n2k 171 21 television television NN cord-020909-n36p5n2k 171 22 channels channel NNS cord-020909-n36p5n2k 171 23 , , , cord-020909-n36p5n2k 171 24 blogs blog NNS cord-020909-n36p5n2k 171 25 , , , cord-020909-n36p5n2k 171 26 pages page NNS cord-020909-n36p5n2k 171 27 of of IN cord-020909-n36p5n2k 171 28 politicians politician NNS cord-020909-n36p5n2k 171 29 , , , cord-020909-n36p5n2k 171 30 etc etc FW cord-020909-n36p5n2k 171 31 . . . cord-020909-n36p5n2k 172 1 This this DT cord-020909-n36p5n2k 172 2 collection collection NN cord-020909-n36p5n2k 172 3 of of IN cord-020909-n36p5n2k 172 4 domains domain NNS cord-020909-n36p5n2k 172 5 is be VBZ cord-020909-n36p5n2k 172 6 our -PRON- PRP$ cord-020909-n36p5n2k 172 7 gold gold NN cord-020909-n36p5n2k 172 8 standard standard NN cord-020909-n36p5n2k 172 9 . . . cord-020909-n36p5n2k 173 1 We -PRON- PRP cord-020909-n36p5n2k 173 2 crawled crawl VBD cord-020909-n36p5n2k 173 3 a a DT cord-020909-n36p5n2k 173 4 subset subset NN cord-020909-n36p5n2k 173 5 of of IN cord-020909-n36p5n2k 173 6 the the DT cord-020909-n36p5n2k 173 7 greek greek NNP cord-020909-n36p5n2k 173 8 web web NN cord-020909-n36p5n2k 173 9 by by IN cord-020909-n36p5n2k 173 10 running run VBG cord-020909-n36p5n2k 173 11 four four CD cord-020909-n36p5n2k 173 12 instances instance NNS cord-020909-n36p5n2k 173 13 of of IN cord-020909-n36p5n2k 173 14 the the DT cord-020909-n36p5n2k 173 15 crawler crawler NN cord-020909-n36p5n2k 173 16 : : : cord-020909-n36p5n2k 173 17 one one CD cord-020909-n36p5n2k 173 18 with with IN cord-020909-n36p5n2k 173 19 383 383 CD cord-020909-n36p5n2k 173 20 sites site NNS cord-020909-n36p5n2k 173 21 related relate VBN cord-020909-n36p5n2k 173 22 to to IN cord-020909-n36p5n2k 173 23 the the DT cord-020909-n36p5n2k 173 24 greek greek JJ cord-020909-n36p5n2k 173 25 political political JJ cord-020909-n36p5n2k 173 26 life life NN cord-020909-n36p5n2k 173 27 , , , cord-020909-n36p5n2k 173 28 one one CD cord-020909-n36p5n2k 173 29 with with IN cord-020909-n36p5n2k 173 30 89 89 CD cord-020909-n36p5n2k 173 31 sport sport NN cord-020909-n36p5n2k 173 32 related relate VBN cord-020909-n36p5n2k 173 33 greek greek JJ cord-020909-n36p5n2k 173 34 sites site NNS cord-020909-n36p5n2k 173 35 , , , cord-020909-n36p5n2k 173 36 one one CD cord-020909-n36p5n2k 173 37 with with IN cord-020909-n36p5n2k 173 38 the the DT cord-020909-n36p5n2k 173 39 top-300 top-300 NNP cord-020909-n36p5n2k 173 40 popular popular JJ cord-020909-n36p5n2k 173 41 greek greek JJ cord-020909-n36p5n2k 173 42 sites site NNS cord-020909-n36p5n2k 173 43 according accord VBG cord-020909-n36p5n2k 173 44 to to IN cord-020909-n36p5n2k 173 45 Alexa Alexa NNP cord-020909-n36p5n2k 173 46 , , , cord-020909-n36p5n2k 173 47 and and CC cord-020909-n36p5n2k 173 48 a a DT cord-020909-n36p5n2k 173 49 final final JJ cord-020909-n36p5n2k 173 50 one one NN cord-020909-n36p5n2k 173 51 containing contain VBG cord-020909-n36p5n2k 173 52 127 127 CD cord-020909-n36p5n2k 173 53 seeds seed NNS cord-020909-n36p5n2k 173 54 related relate VBN cord-020909-n36p5n2k 173 55 to to IN cord-020909-n36p5n2k 173 56 big big JJ cord-020909-n36p5n2k 173 57 greek greek JJ cord-020909-n36p5n2k 173 58 industries industry NNS cord-020909-n36p5n2k 173 59 . . . cord-020909-n36p5n2k 174 1 We -PRON- PRP cord-020909-n36p5n2k 175 1 black black NN cord-020909-n36p5n2k 175 2 - - HYPH cord-020909-n36p5n2k 175 3 listed list VBN cord-020909-n36p5n2k 175 4 Below below IN cord-020909-n36p5n2k 175 5 we -PRON- PRP cord-020909-n36p5n2k 175 6 report report VBP cord-020909-n36p5n2k 175 7 the the DT cord-020909-n36p5n2k 175 8 results result NNS cord-020909-n36p5n2k 175 9 of of IN cord-020909-n36p5n2k 175 10 our -PRON- PRP$ cord-020909-n36p5n2k 175 11 experiments experiment NNS cord-020909-n36p5n2k 175 12 over over IN cord-020909-n36p5n2k 175 13 an an DT cord-020909-n36p5n2k 175 14 i7 i7 NNP cord-020909-n36p5n2k 175 15 - - HYPH cord-020909-n36p5n2k 175 16 5820 5820 CD cord-020909-n36p5n2k 175 17 K k NN cord-020909-n36p5n2k 175 18 3.3GHz 3.3ghz CD cord-020909-n36p5n2k 175 19 system system NN cord-020909-n36p5n2k 175 20 , , , cord-020909-n36p5n2k 175 21 with with IN cord-020909-n36p5n2k 175 22 6 6 CD cord-020909-n36p5n2k 175 23 cores core NNS cord-020909-n36p5n2k 175 24 , , , cord-020909-n36p5n2k 175 25 15 15 CD cord-020909-n36p5n2k 175 26 MB mb NN cord-020909-n36p5n2k 175 27 cache cache NN cord-020909-n36p5n2k 175 28 and and CC cord-020909-n36p5n2k 175 29 16 16 CD cord-020909-n36p5n2k 175 30 GB gb NN cord-020909-n36p5n2k 175 31 RAM ram NN cord-020909-n36p5n2k 175 32 memory memory NN cord-020909-n36p5n2k 175 33 , , , cord-020909-n36p5n2k 175 34 and and CC cord-020909-n36p5n2k 175 35 a a DT cord-020909-n36p5n2k 175 36 6 6 CD cord-020909-n36p5n2k 175 37 TB TB NNP cord-020909-n36p5n2k 175 38 disk disk NN cord-020909-n36p5n2k 175 39 . . . cord-020909-n36p5n2k 176 1 For for IN cord-020909-n36p5n2k 176 2 each each DT cord-020909-n36p5n2k 176 3 of of IN cord-020909-n36p5n2k 176 4 the the DT cord-020909-n36p5n2k 176 5 two two CD cord-020909-n36p5n2k 176 6 BCs BCs NNPS cord-020909-n36p5n2k 176 7 and and CC cord-020909-n36p5n2k 176 8 for for IN cord-020909-n36p5n2k 176 9 each each DT cord-020909-n36p5n2k 176 10 algorithm algorithm NN cord-020909-n36p5n2k 176 11 , , , cord-020909-n36p5n2k 176 12 we -PRON- PRP cord-020909-n36p5n2k 176 13 run run VBP cord-020909-n36p5n2k 176 14 experiments experiment NNS cord-020909-n36p5n2k 176 15 for for IN cord-020909-n36p5n2k 176 16 various various JJ cord-020909-n36p5n2k 176 17 iterations iteration NNS cord-020909-n36p5n2k 176 18 n n NN cord-020909-n36p5n2k 176 19 and and CC cord-020909-n36p5n2k 176 20 Biased biased JJ cord-020909-n36p5n2k 176 21 - - HYPH cord-020909-n36p5n2k 176 22 PR pr JJ cord-020909-n36p5n2k 176 23 variations variation NNS cord-020909-n36p5n2k 176 24 , , , cord-020909-n36p5n2k 176 25 for for IN cord-020909-n36p5n2k 176 26 the the DT cord-020909-n36p5n2k 176 27 singleton singleton JJ cord-020909-n36p5n2k 176 28 ABs ab NNS cord-020909-n36p5n2k 176 29 of of IN cord-020909-n36p5n2k 176 30 the the DT cord-020909-n36p5n2k 176 31 9 9 CD cord-020909-n36p5n2k 176 32 political political JJ cord-020909-n36p5n2k 176 33 parties party NNS cord-020909-n36p5n2k 176 34 and and CC cord-020909-n36p5n2k 176 35 6 6 CD cord-020909-n36p5n2k 176 36 sports sport NNS cord-020909-n36p5n2k 176 37 teams team NNS cord-020909-n36p5n2k 176 38 . . . cord-020909-n36p5n2k 177 1 For for IN cord-020909-n36p5n2k 177 2 Biased biased JJ cord-020909-n36p5n2k 177 3 - - HYPH cord-020909-n36p5n2k 177 4 PR pr NN cord-020909-n36p5n2k 177 5 we -PRON- PRP cord-020909-n36p5n2k 177 6 evaluate evaluate VBP cord-020909-n36p5n2k 177 7 all all DT cord-020909-n36p5n2k 177 8 possible possible JJ cord-020909-n36p5n2k 177 9 behaviours behaviour NNS cord-020909-n36p5n2k 177 10 of of IN cord-020909-n36p5n2k 177 11 the the DT cord-020909-n36p5n2k 177 12 surfer surfer NN cord-020909-n36p5n2k 177 13 using use VBG cord-020909-n36p5n2k 177 14 the the DT cord-020909-n36p5n2k 177 15 parameters parameter NNS cord-020909-n36p5n2k 177 16 θ θ NN cord-020909-n36p5n2k 177 17 conv conv NN cord-020909-n36p5n2k 177 18 = = SYM cord-020909-n36p5n2k 177 19 0.001 0.001 CD cord-020909-n36p5n2k 177 20 and and CC cord-020909-n36p5n2k 177 21 d d NN cord-020909-n36p5n2k 177 22 = = SYM cord-020909-n36p5n2k 177 23 0.85 0.85 CD cord-020909-n36p5n2k 177 24 . . . cord-020909-n36p5n2k 178 1 We -PRON- PRP cord-020909-n36p5n2k 178 2 also also RB cord-020909-n36p5n2k 178 3 provide provide VBP cord-020909-n36p5n2k 178 4 the the DT cord-020909-n36p5n2k 178 5 average average JJ cord-020909-n36p5n2k 178 6 number number NN cord-020909-n36p5n2k 178 7 of of IN cord-020909-n36p5n2k 178 8 iterations iteration NNS cord-020909-n36p5n2k 178 9 for for IN cord-020909-n36p5n2k 178 10 convergence convergence NN cord-020909-n36p5n2k 178 11 over over IN cord-020909-n36p5n2k 178 12 all all DT cord-020909-n36p5n2k 178 13 ABs ab NNS cord-020909-n36p5n2k 178 14 for for IN cord-020909-n36p5n2k 178 15 Biased biased JJ cord-020909-n36p5n2k 178 16 - - HYPH cord-020909-n36p5n2k 178 17 PR pr NN cord-020909-n36p5n2k 178 18 . . . cord-020909-n36p5n2k 179 1 We -PRON- PRP cord-020909-n36p5n2k 179 2 report report VBP cord-020909-n36p5n2k 179 3 the the DT cord-020909-n36p5n2k 179 4 run run NN cord-020909-n36p5n2k 179 5 times time NNS cord-020909-n36p5n2k 179 6 in in IN cord-020909-n36p5n2k 179 7 seconds second NNS cord-020909-n36p5n2k 179 8 , , , cord-020909-n36p5n2k 179 9 along along IN cord-020909-n36p5n2k 179 10 with with IN cord-020909-n36p5n2k 179 11 the the DT cord-020909-n36p5n2k 179 12 metrics metric NNS cord-020909-n36p5n2k 179 13 Average Average NNP cord-020909-n36p5n2k 179 14 Golden Golden NNP cord-020909-n36p5n2k 179 15 Bias Bias NNP cord-020909-n36p5n2k 179 16 Ratio ratio NN cord-020909-n36p5n2k 179 17 ( ( -LRB- cord-020909-n36p5n2k 179 18 AGBR AGBR NNP cord-020909-n36p5n2k 179 19 ) ) -RRB- cord-020909-n36p5n2k 179 20 and and CC cord-020909-n36p5n2k 179 21 Average average JJ cord-020909-n36p5n2k 179 22 Golden golden JJ cord-020909-n36p5n2k 179 23 Similarity similarity NN cord-020909-n36p5n2k 179 24 ( ( -LRB- cord-020909-n36p5n2k 179 25 AGS AGS NNP cord-020909-n36p5n2k 179 26 ) ) -RRB- cord-020909-n36p5n2k 179 27 , , , cord-020909-n36p5n2k 179 28 that that IN cord-020909-n36p5n2k 179 29 we -PRON- PRP cord-020909-n36p5n2k 179 30 introduce introduce VBP cord-020909-n36p5n2k 179 31 in in IN cord-020909-n36p5n2k 179 32 this this DT cord-020909-n36p5n2k 179 33 work work NN cord-020909-n36p5n2k 179 34 . . . cord-020909-n36p5n2k 180 1 The the DT cord-020909-n36p5n2k 180 2 AGBR AGBR NNP cord-020909-n36p5n2k 180 3 is be VBZ cord-020909-n36p5n2k 180 4 the the DT cord-020909-n36p5n2k 180 5 ratio ratio NN cord-020909-n36p5n2k 180 6 of of IN cord-020909-n36p5n2k 180 7 the the DT cord-020909-n36p5n2k 180 8 average average JJ cord-020909-n36p5n2k 180 9 bias bias NN cord-020909-n36p5n2k 180 10 score score NN cord-020909-n36p5n2k 180 11 of of IN cord-020909-n36p5n2k 180 12 the the DT cord-020909-n36p5n2k 180 13 golden golden JJ cord-020909-n36p5n2k 180 14 domains domain NNS cord-020909-n36p5n2k 180 15 , , , cord-020909-n36p5n2k 180 16 as as IN cord-020909-n36p5n2k 180 17 computed compute VBN cord-020909-n36p5n2k 180 18 by by IN cord-020909-n36p5n2k 180 19 the the DT cord-020909-n36p5n2k 180 20 algorithms algorithm NNS cord-020909-n36p5n2k 180 21 for for IN cord-020909-n36p5n2k 180 22 a a DT cord-020909-n36p5n2k 180 23 specific specific JJ cord-020909-n36p5n2k 180 24 BC BC NNP cord-020909-n36p5n2k 180 25 , , , cord-020909-n36p5n2k 180 26 divided divide VBN cord-020909-n36p5n2k 180 27 by by IN cord-020909-n36p5n2k 180 28 the the DT cord-020909-n36p5n2k 180 29 average average JJ cord-020909-n36p5n2k 180 30 bias bias NN cord-020909-n36p5n2k 180 31 score score NN cord-020909-n36p5n2k 180 32 of of IN cord-020909-n36p5n2k 180 33 all all DT cord-020909-n36p5n2k 180 34 domains domain NNS cord-020909-n36p5n2k 180 35 for for IN cord-020909-n36p5n2k 180 36 this this DT cord-020909-n36p5n2k 180 37 BC BC NNP cord-020909-n36p5n2k 180 38 . . . cord-020909-n36p5n2k 181 1 The the DT cord-020909-n36p5n2k 181 2 higher high JJR cord-020909-n36p5n2k 181 3 the the DT cord-020909-n36p5n2k 181 4 value value NN cord-020909-n36p5n2k 181 5 , , , cord-020909-n36p5n2k 181 6 the the DT cord-020909-n36p5n2k 181 7 more more RBR cord-020909-n36p5n2k 181 8 easily easily RB cord-020909-n36p5n2k 181 9 we -PRON- PRP cord-020909-n36p5n2k 181 10 can can MD cord-020909-n36p5n2k 181 11 discriminate discriminate VB cord-020909-n36p5n2k 181 12 the the DT cord-020909-n36p5n2k 181 13 golden golden JJ cord-020909-n36p5n2k 181 14 domains domain NNS cord-020909-n36p5n2k 181 15 from from IN cord-020909-n36p5n2k 181 16 the the DT cord-020909-n36p5n2k 181 17 rest rest NN cord-020909-n36p5n2k 181 18 . . . cord-020909-n36p5n2k 182 1 On on IN cord-020909-n36p5n2k 182 2 the the DT cord-020909-n36p5n2k 182 3 other other JJ cord-020909-n36p5n2k 182 4 hand hand NN cord-020909-n36p5n2k 182 5 , , , cord-020909-n36p5n2k 182 6 the the DT cord-020909-n36p5n2k 182 7 AGS AGS NNP cord-020909-n36p5n2k 182 8 is be VBZ cord-020909-n36p5n2k 182 9 the the DT cord-020909-n36p5n2k 182 10 average average JJ cord-020909-n36p5n2k 182 11 similarity similarity NN cord-020909-n36p5n2k 182 12 of of IN cord-020909-n36p5n2k 182 13 the the DT cord-020909-n36p5n2k 182 14 golden golden JJ cord-020909-n36p5n2k 182 15 domains domain NNS cord-020909-n36p5n2k 182 16 to to IN cord-020909-n36p5n2k 182 17 their -PRON- PRP$ cord-020909-n36p5n2k 182 18 corresponding corresponding JJ cord-020909-n36p5n2k 182 19 ABs ab NNS cord-020909-n36p5n2k 182 20 . . . cord-020909-n36p5n2k 183 1 The the DT cord-020909-n36p5n2k 183 2 higher high JJR cord-020909-n36p5n2k 183 3 the the DT cord-020909-n36p5n2k 183 4 similarity similarity NN cord-020909-n36p5n2k 183 5 value value NN cord-020909-n36p5n2k 183 6 , , , cord-020909-n36p5n2k 183 7 the the DT cord-020909-n36p5n2k 183 8 more more RBR cord-020909-n36p5n2k 183 9 biased biased JJ cord-020909-n36p5n2k 183 10 the the DT cord-020909-n36p5n2k 183 11 golden golden JJ cord-020909-n36p5n2k 183 12 domains domain NNS cord-020909-n36p5n2k 183 13 are be VBP cord-020909-n36p5n2k 183 14 found find VBN cord-020909-n36p5n2k 183 15 to to TO cord-020909-n36p5n2k 183 16 be be VB cord-020909-n36p5n2k 183 17 by by IN cord-020909-n36p5n2k 183 18 our -PRON- PRP$ cord-020909-n36p5n2k 183 19 algorithms algorithm NNS cord-020909-n36p5n2k 183 20 towards towards IN cord-020909-n36p5n2k 183 21 their -PRON- PRP$ cord-020909-n36p5n2k 183 22 aspects aspect NNS cord-020909-n36p5n2k 183 23 . . . cord-020909-n36p5n2k 184 1 A a DT cord-020909-n36p5n2k 184 2 high high JJ cord-020909-n36p5n2k 184 3 similarity similarity NN cord-020909-n36p5n2k 184 4 score score NN cord-020909-n36p5n2k 184 5 though though RB cord-020909-n36p5n2k 184 6 , , , cord-020909-n36p5n2k 184 7 does do VBZ cord-020909-n36p5n2k 184 8 not not RB cord-020909-n36p5n2k 184 9 imply imply VB cord-020909-n36p5n2k 184 10 high high JJ cord-020909-n36p5n2k 184 11 support support NN cord-020909-n36p5n2k 184 12 for for IN cord-020909-n36p5n2k 184 13 the the DT cord-020909-n36p5n2k 184 14 golden golden JJ cord-020909-n36p5n2k 184 15 domains domain NNS cord-020909-n36p5n2k 184 16 or or CC cord-020909-n36p5n2k 184 17 high high JJ cord-020909-n36p5n2k 184 18 disimilarity disimilarity NN cord-020909-n36p5n2k 184 19 for for IN cord-020909-n36p5n2k 184 20 the the DT cord-020909-n36p5n2k 184 21 rest rest NN cord-020909-n36p5n2k 184 22 . . . cord-020909-n36p5n2k 185 1 The the DT cord-020909-n36p5n2k 185 2 perfect perfect JJ cord-020909-n36p5n2k 185 3 algorithm algorithm NN cord-020909-n36p5n2k 185 4 will will MD cord-020909-n36p5n2k 185 5 have have VB cord-020909-n36p5n2k 185 6 high high JJ cord-020909-n36p5n2k 185 7 values value NNS cord-020909-n36p5n2k 185 8 for for IN cord-020909-n36p5n2k 185 9 all all DT cord-020909-n36p5n2k 185 10 metrics metric NNS cord-020909-n36p5n2k 185 11 . . . cord-020909-n36p5n2k 186 1 The the DT cord-020909-n36p5n2k 186 2 results result NNS cord-020909-n36p5n2k 186 3 are be VBP cord-020909-n36p5n2k 186 4 shown show VBN cord-020909-n36p5n2k 186 5 in in IN cord-020909-n36p5n2k 186 6 Table Table NNP cord-020909-n36p5n2k 186 7 2 2 CD cord-020909-n36p5n2k 186 8 . . . cord-020909-n36p5n2k 187 1 The the DT cord-020909-n36p5n2k 187 2 difference difference NN cord-020909-n36p5n2k 187 3 in in IN cord-020909-n36p5n2k 187 4 BC1 BC1 NNP cord-020909-n36p5n2k 187 5 and and CC cord-020909-n36p5n2k 187 6 BC2 BC2 NNP cord-020909-n36p5n2k 187 7 results result VBZ cord-020909-n36p5n2k 187 8 implies imply VBZ cord-020909-n36p5n2k 187 9 a a DT cord-020909-n36p5n2k 187 10 less less RBR cord-020909-n36p5n2k 187 11 connected connected JJ cord-020909-n36p5n2k 187 12 graph graph NN cord-020909-n36p5n2k 187 13 for for IN cord-020909-n36p5n2k 187 14 BC2 BC2 NNP cord-020909-n36p5n2k 187 15 ( ( -LRB- cord-020909-n36p5n2k 187 16 higher high JJR cord-020909-n36p5n2k 187 17 AGBR AGBR NNP cord-020909-n36p5n2k 187 18 values value NNS cord-020909-n36p5n2k 187 19 for for IN cord-020909-n36p5n2k 187 20 BC2 BC2 NNP cord-020909-n36p5n2k 187 21 ) ) -RRB- cord-020909-n36p5n2k 187 22 , , , cord-020909-n36p5n2k 187 23 where where WRB cord-020909-n36p5n2k 187 24 the the DT cord-020909-n36p5n2k 187 25 support support NN cord-020909-n36p5n2k 187 26 flows flow VBZ cord-020909-n36p5n2k 187 27 to to IN cord-020909-n36p5n2k 187 28 less less JJR cord-020909-n36p5n2k 187 29 domains domain NNS cord-020909-n36p5n2k 187 30 , , , cord-020909-n36p5n2k 187 31 but but CC cord-020909-n36p5n2k 187 32 with with IN cord-020909-n36p5n2k 187 33 a a DT cord-020909-n36p5n2k 187 34 greater great JJR cord-020909-n36p5n2k 187 35 interaction interaction NN cord-020909-n36p5n2k 187 36 between between IN cord-020909-n36p5n2k 187 37 domains domain NNS cord-020909-n36p5n2k 187 38 supporting support VBG cord-020909-n36p5n2k 187 39 different different JJ cord-020909-n36p5n2k 187 40 aspects aspect NNS cord-020909-n36p5n2k 187 41 ( ( -LRB- cord-020909-n36p5n2k 187 42 smaller small JJR cord-020909-n36p5n2k 187 43 AGS AGS NNP cord-020909-n36p5n2k 187 44 values value NNS cord-020909-n36p5n2k 187 45 ) ) -RRB- cord-020909-n36p5n2k 187 46 . . . cord-020909-n36p5n2k 188 1 What what WP cord-020909-n36p5n2k 188 2 is be VBZ cord-020909-n36p5n2k 188 3 remarkable remarkable JJ cord-020909-n36p5n2k 188 4 is be VBZ cord-020909-n36p5n2k 188 5 the the DT cord-020909-n36p5n2k 188 6 striking striking JJ cord-020909-n36p5n2k 188 7 time time NN cord-020909-n36p5n2k 188 8 performance performance NN cord-020909-n36p5n2k 188 9 of of IN cord-020909-n36p5n2k 188 10 IC IC NNP cord-020909-n36p5n2k 188 11 , , , cord-020909-n36p5n2k 188 12 suggesting suggest VBG cord-020909-n36p5n2k 188 13 that that IN cord-020909-n36p5n2k 188 14 it -PRON- PRP cord-020909-n36p5n2k 188 15 can can MD cord-020909-n36p5n2k 188 16 be be VB cord-020909-n36p5n2k 188 17 used use VBN cord-020909-n36p5n2k 188 18 in in IN cord-020909-n36p5n2k 188 19 real real JJ cord-020909-n36p5n2k 188 20 - - HYPH cord-020909-n36p5n2k 188 21 time time NN cord-020909-n36p5n2k 188 22 and and CC cord-020909-n36p5n2k 188 23 with with IN cord-020909-n36p5n2k 188 24 excellent excellent JJ cord-020909-n36p5n2k 188 25 results result NNS cord-020909-n36p5n2k 188 26 ( ( -LRB- cord-020909-n36p5n2k 188 27 at at IN cord-020909-n36p5n2k 188 28 least least JJS cord-020909-n36p5n2k 188 29 for for IN cord-020909-n36p5n2k 188 30 AGBR AGBR NNP cord-020909-n36p5n2k 188 31 ) ) -RRB- cord-020909-n36p5n2k 188 32 . . . cord-020909-n36p5n2k 189 1 On on IN cord-020909-n36p5n2k 189 2 the the DT cord-020909-n36p5n2k 189 3 other other JJ cord-020909-n36p5n2k 189 4 hand hand NN cord-020909-n36p5n2k 189 5 , , , cord-020909-n36p5n2k 189 6 the the DT cord-020909-n36p5n2k 189 7 LT LT NNP cord-020909-n36p5n2k 189 8 is be VBZ cord-020909-n36p5n2k 189 9 a a DT cord-020909-n36p5n2k 189 10 poor poor JJ cord-020909-n36p5n2k 189 11 choice choice NN cord-020909-n36p5n2k 189 12 , , , cord-020909-n36p5n2k 189 13 being be VBG cord-020909-n36p5n2k 189 14 the the DT cord-020909-n36p5n2k 189 15 slowest slow JJS cord-020909-n36p5n2k 189 16 of of IN cord-020909-n36p5n2k 189 17 all all DT cord-020909-n36p5n2k 189 18 and and CC cord-020909-n36p5n2k 189 19 dominated dominate VBN cord-020909-n36p5n2k 189 20 in in IN cord-020909-n36p5n2k 189 21 any any DT cord-020909-n36p5n2k 189 22 aspect aspect NN cord-020909-n36p5n2k 189 23 by by IN cord-020909-n36p5n2k 189 24 IC IC NNP cord-020909-n36p5n2k 189 25 . . . cord-020909-n36p5n2k 190 1 Regarding regard VBG cord-020909-n36p5n2k 190 2 the the DT cord-020909-n36p5n2k 190 3 Biased biased JJ cord-020909-n36p5n2k 190 4 - - HYPH cord-020909-n36p5n2k 190 5 PR pr NN cord-020909-n36p5n2k 190 6 only only RB cord-020909-n36p5n2k 190 7 the the DT cord-020909-n36p5n2k 190 8 SS SS NNP cord-020909-n36p5n2k 190 9 variation variation NN cord-020909-n36p5n2k 190 10 offers offer VBZ cord-020909-n36p5n2k 190 11 exceptional exceptional JJ cord-020909-n36p5n2k 190 12 performance performance NN cord-020909-n36p5n2k 190 13 , , , cord-020909-n36p5n2k 190 14 especially especially RB cord-020909-n36p5n2k 190 15 for for IN cord-020909-n36p5n2k 190 16 AGS AGS NNP cord-020909-n36p5n2k 190 17 . . . cord-020909-n36p5n2k 191 1 The the DT cord-020909-n36p5n2k 191 2 DS DS NNP cord-020909-n36p5n2k 191 3 and and CC cord-020909-n36p5n2k 191 4 NS NS NNP cord-020909-n36p5n2k 191 5 variations variation NNS cord-020909-n36p5n2k 191 6 are be VBP cord-020909-n36p5n2k 191 7 more more RBR cord-020909-n36p5n2k 191 8 expensive expensive JJ cord-020909-n36p5n2k 191 9 and and CC cord-020909-n36p5n2k 191 10 have have VBP cord-020909-n36p5n2k 191 11 the the DT cord-020909-n36p5n2k 191 12 worst bad JJS cord-020909-n36p5n2k 191 13 results result NNS cord-020909-n36p5n2k 191 14 regarding regard VBG cord-020909-n36p5n2k 191 15 AGBR AGBR NNP cord-020909-n36p5n2k 191 16 , , , cord-020909-n36p5n2k 191 17 especially especially RB cord-020909-n36p5n2k 191 18 the the DT cord-020909-n36p5n2k 191 19 NSS NSS NNP cord-020909-n36p5n2k 191 20 that that WDT cord-020909-n36p5n2k 191 21 avoids avoid VBZ cord-020909-n36p5n2k 191 22 bias bias NN cord-020909-n36p5n2k 191 23 . . . cord-020909-n36p5n2k 192 1 In in IN cord-020909-n36p5n2k 192 2 most most JJS cord-020909-n36p5n2k 192 3 cases case NNS cord-020909-n36p5n2k 192 4 , , , cord-020909-n36p5n2k 192 5 algorithms algorithm NNS cord-020909-n36p5n2k 192 6 benefit benefit VBP cord-020909-n36p5n2k 192 7 from from IN cord-020909-n36p5n2k 192 8 more more JJR cord-020909-n36p5n2k 192 9 iterations iteration NNS cord-020909-n36p5n2k 192 10 . . . cord-020909-n36p5n2k 193 1 The the DT cord-020909-n36p5n2k 193 2 SS SS NNP cord-020909-n36p5n2k 193 3 variation variation NN cord-020909-n36p5n2k 193 4 of of IN cord-020909-n36p5n2k 193 5 Biased biased JJ cord-020909-n36p5n2k 193 6 - - HYPH cord-020909-n36p5n2k 193 7 PR PR NNP cord-020909-n36p5n2k 193 8 needs need VBZ cord-020909-n36p5n2k 193 9 only only RB cord-020909-n36p5n2k 193 10 40 40 CD cord-020909-n36p5n2k 193 11 iterations iteration NNS cord-020909-n36p5n2k 193 12 for for IN cord-020909-n36p5n2k 193 13 BC1 BC1 NNP cord-020909-n36p5n2k 193 14 and and CC cord-020909-n36p5n2k 193 15 31 31 CD cord-020909-n36p5n2k 193 16 for for IN cord-020909-n36p5n2k 193 17 BC2 BC2 NNP cord-020909-n36p5n2k 193 18 to to TO cord-020909-n36p5n2k 193 19 converge converge VB cord-020909-n36p5n2k 193 20 , , , cord-020909-n36p5n2k 193 21 proving prove VBG cord-020909-n36p5n2k 193 22 that that IN cord-020909-n36p5n2k 193 23 less less JJR cord-020909-n36p5n2k 193 24 nodes node NNS cord-020909-n36p5n2k 193 25 are be VBP cord-020909-n36p5n2k 193 26 affected affect VBN cord-020909-n36p5n2k 193 27 by by IN cord-020909-n36p5n2k 193 28 the the DT cord-020909-n36p5n2k 193 29 seeds seed NNS cord-020909-n36p5n2k 193 30 in in IN cord-020909-n36p5n2k 193 31 BC2 BC2 NNP cord-020909-n36p5n2k 193 32 . . . cord-020909-n36p5n2k 194 1 Generally generally RB cord-020909-n36p5n2k 194 2 , , , cord-020909-n36p5n2k 194 3 the the DT cord-020909-n36p5n2k 194 4 IC IC NNP cord-020909-n36p5n2k 194 5 and and CC cord-020909-n36p5n2k 194 6 the the DT cord-020909-n36p5n2k 194 7 SS SS NNP cord-020909-n36p5n2k 194 8 variation variation NN cord-020909-n36p5n2k 194 9 of of IN cord-020909-n36p5n2k 194 10 Biased biased JJ cord-020909-n36p5n2k 194 11 - - HYPH cord-020909-n36p5n2k 194 12 PR PR NNP cord-020909-n36p5n2k 194 13 are be VBP cord-020909-n36p5n2k 194 14 the the DT cord-020909-n36p5n2k 194 15 best good JJS cord-020909-n36p5n2k 194 16 options option NNS cord-020909-n36p5n2k 194 17 , , , cord-020909-n36p5n2k 194 18 with with IN cord-020909-n36p5n2k 194 19 the the DT cord-020909-n36p5n2k 194 20 IC IC NNP cord-020909-n36p5n2k 194 21 allowing allow VBG cord-020909-n36p5n2k 194 22 the the DT cord-020909-n36p5n2k 194 23 real real JJ cord-020909-n36p5n2k 194 24 - - HYPH cord-020909-n36p5n2k 194 25 time time NN cord-020909-n36p5n2k 194 26 ingestion ingestion NN cord-020909-n36p5n2k 194 27 of of IN cord-020909-n36p5n2k 194 28 ABs ab NNS cord-020909-n36p5n2k 194 29 . . . cord-020909-n36p5n2k 195 1 But but CC cord-020909-n36p5n2k 195 2 , , , cord-020909-n36p5n2k 195 3 we -PRON- PRP cord-020909-n36p5n2k 195 4 need need VBP cord-020909-n36p5n2k 195 5 to to TO cord-020909-n36p5n2k 195 6 evaluate evaluate VB cord-020909-n36p5n2k 195 7 the the DT cord-020909-n36p5n2k 195 8 algorithms algorithm NNS cord-020909-n36p5n2k 195 9 in in IN cord-020909-n36p5n2k 195 10 larger large JJR cord-020909-n36p5n2k 195 11 graphs graph NNS cord-020909-n36p5n2k 195 12 and and CC cord-020909-n36p5n2k 195 13 for for IN cord-020909-n36p5n2k 195 14 more more JJR cord-020909-n36p5n2k 195 15 BCs bc NNS cord-020909-n36p5n2k 195 16 . . . cord-020909-n36p5n2k 196 1 We -PRON- PRP cord-020909-n36p5n2k 196 2 also also RB cord-020909-n36p5n2k 196 3 manually manually RB cord-020909-n36p5n2k 196 4 inspected inspect VBD cord-020909-n36p5n2k 196 5 the the DT cord-020909-n36p5n2k 196 6 top top JJ cord-020909-n36p5n2k 196 7 domains domain NNS cord-020909-n36p5n2k 196 8 according accord VBG cord-020909-n36p5n2k 196 9 to to IN cord-020909-n36p5n2k 196 10 the the DT cord-020909-n36p5n2k 196 11 bias bias NN cord-020909-n36p5n2k 196 12 and and CC cord-020909-n36p5n2k 196 13 support support NN cord-020909-n36p5n2k 196 14 scores score NNS cord-020909-n36p5n2k 196 15 for for IN cord-020909-n36p5n2k 196 16 each each DT cord-020909-n36p5n2k 196 17 algorithm algorithm NN cord-020909-n36p5n2k 196 18 and and CC cord-020909-n36p5n2k 196 19 each each DT cord-020909-n36p5n2k 196 20 BC BC NNP cord-020909-n36p5n2k 196 21 . . . cord-020909-n36p5n2k 197 1 Generally generally RB cord-020909-n36p5n2k 197 2 the the DT cord-020909-n36p5n2k 197 3 support support NN cord-020909-n36p5n2k 197 4 scores score NNS cord-020909-n36p5n2k 197 5 of of IN cord-020909-n36p5n2k 197 6 the the DT cord-020909-n36p5n2k 197 7 domains domain NNS cord-020909-n36p5n2k 197 8 were be VBD cord-020909-n36p5n2k 197 9 rather rather RB cord-020909-n36p5n2k 197 10 low low JJ cord-020909-n36p5n2k 197 11 , , , cord-020909-n36p5n2k 197 12 showcasing showcase VBG cord-020909-n36p5n2k 197 13 the the DT cord-020909-n36p5n2k 197 14 value value NN cord-020909-n36p5n2k 197 15 of of IN cord-020909-n36p5n2k 197 16 other other JJ cord-020909-n36p5n2k 197 17 support support NN cord-020909-n36p5n2k 197 18 cues cue NNS cord-020909-n36p5n2k 197 19 , , , cord-020909-n36p5n2k 197 20 like like IN cord-020909-n36p5n2k 197 21 the the DT cord-020909-n36p5n2k 197 22 content content NN cord-020909-n36p5n2k 197 23 and and CC cord-020909-n36p5n2k 197 24 the the DT cord-020909-n36p5n2k 197 25 importance importance NN cord-020909-n36p5n2k 197 26 of of IN cord-020909-n36p5n2k 197 27 pages page NNS cord-020909-n36p5n2k 197 28 that that WDT cord-020909-n36p5n2k 197 29 links link NNS cord-020909-n36p5n2k 197 30 appear appear VBP cord-020909-n36p5n2k 197 31 in in IN cord-020909-n36p5n2k 197 32 . . . cord-020909-n36p5n2k 198 1 In in IN cord-020909-n36p5n2k 198 2 the the DT cord-020909-n36p5n2k 198 3 case case NN cord-020909-n36p5n2k 198 4 of of IN cord-020909-n36p5n2k 198 5 BC1 BC1 NNP cord-020909-n36p5n2k 198 6 , , , cord-020909-n36p5n2k 198 7 except except IN cord-020909-n36p5n2k 198 8 from from IN cord-020909-n36p5n2k 198 9 the the DT cord-020909-n36p5n2k 198 10 political political JJ cord-020909-n36p5n2k 198 11 parties party NNS cord-020909-n36p5n2k 198 12 , , , cord-020909-n36p5n2k 198 13 we -PRON- PRP cord-020909-n36p5n2k 198 14 found find VBD cord-020909-n36p5n2k 198 15 various various JJ cord-020909-n36p5n2k 198 16 blogs blog NNS cord-020909-n36p5n2k 198 17 , , , cord-020909-n36p5n2k 198 18 politicians politician NNS cord-020909-n36p5n2k 198 19 homepages homepage NNS cord-020909-n36p5n2k 198 20 , , , cord-020909-n36p5n2k 198 21 news news NN cord-020909-n36p5n2k 198 22 sites site NNS cord-020909-n36p5n2k 198 23 , , , cord-020909-n36p5n2k 198 24 and and CC cord-020909-n36p5n2k 198 25 also also RB cord-020909-n36p5n2k 198 26 the the DT cord-020909-n36p5n2k 198 27 national national JJ cord-020909-n36p5n2k 198 28 greek greek NNP cord-020909-n36p5n2k 198 29 tv tv NN cord-020909-n36p5n2k 198 30 channel channel NNP cord-020909-n36p5n2k 198 31 , , , cord-020909-n36p5n2k 198 32 being be VBG cord-020909-n36p5n2k 198 33 biased bias VBN cord-020909-n36p5n2k 198 34 to to IN cord-020909-n36p5n2k 198 35 a a DT cord-020909-n36p5n2k 198 36 specific specific JJ cord-020909-n36p5n2k 198 37 political political JJ cord-020909-n36p5n2k 198 38 party party NN cord-020909-n36p5n2k 198 39 . . . cord-020909-n36p5n2k 199 1 In in IN cord-020909-n36p5n2k 199 2 the the DT cord-020909-n36p5n2k 199 3 case case NN cord-020909-n36p5n2k 199 4 of of IN cord-020909-n36p5n2k 199 5 BC2 BC2 NNP cord-020909-n36p5n2k 199 6 we -PRON- PRP cord-020909-n36p5n2k 199 7 found find VBD cord-020909-n36p5n2k 199 8 the the DT cord-020909-n36p5n2k 199 9 sport sport NN cord-020909-n36p5n2k 199 10 teams team NNS cord-020909-n36p5n2k 199 11 , , , cord-020909-n36p5n2k 199 12 sport sport NN cord-020909-n36p5n2k 199 13 related relate VBN cord-020909-n36p5n2k 199 14 blogs blog NNS cord-020909-n36p5n2k 199 15 , , , cord-020909-n36p5n2k 199 16 news news NN cord-020909-n36p5n2k 199 17 sites site NNS cord-020909-n36p5n2k 199 18 , , , cord-020909-n36p5n2k 199 19 and and CC cord-020909-n36p5n2k 199 20 a a DT cord-020909-n36p5n2k 199 21 political political JJ cord-020909-n36p5n2k 199 22 party party NN cord-020909-n36p5n2k 199 23 being be VBG cord-020909-n36p5n2k 199 24 highly highly RB cord-020909-n36p5n2k 199 25 biased biased JJ cord-020909-n36p5n2k 199 26 towards towards IN cord-020909-n36p5n2k 199 27 a a DT cord-020909-n36p5n2k 199 28 specific specific JJ cord-020909-n36p5n2k 199 29 team team NN cord-020909-n36p5n2k 199 30 , , , cord-020909-n36p5n2k 199 31 which which WDT cord-020909-n36p5n2k 199 32 is be VBZ cord-020909-n36p5n2k 199 33 an an DT cord-020909-n36p5n2k 199 34 interesting interesting JJ cord-020909-n36p5n2k 199 35 observation observation NN cord-020909-n36p5n2k 199 36 . . . cord-020909-n36p5n2k 200 1 In in IN cord-020909-n36p5n2k 200 2 both both DT cord-020909-n36p5n2k 200 3 cases case NNS cord-020909-n36p5n2k 200 4 we -PRON- PRP cord-020909-n36p5n2k 200 5 also also RB cord-020909-n36p5n2k 200 6 found find VBD cord-020909-n36p5n2k 200 7 various various JJ cord-020909-n36p5n2k 200 8 domains domain NNS cord-020909-n36p5n2k 200 9 with with IN cord-020909-n36p5n2k 200 10 high high JJ cord-020909-n36p5n2k 200 11 support support NN cord-020909-n36p5n2k 200 12 to to IN cord-020909-n36p5n2k 200 13 all all DT cord-020909-n36p5n2k 200 14 ABs ab NNS cord-020909-n36p5n2k 200 15 , , , cord-020909-n36p5n2k 200 16 suggesting suggest VBG cord-020909-n36p5n2k 200 17 that that IN cord-020909-n36p5n2k 200 18 these these DT cord-020909-n36p5n2k 200 19 domains domain NNS cord-020909-n36p5n2k 200 20 are be VBP cord-020909-n36p5n2k 200 21 good good JJ cord-020909-n36p5n2k 200 22 unbiased unbiased JJ cord-020909-n36p5n2k 200 23 candidates candidate NNS cord-020909-n36p5n2k 200 24 . . . cord-020909-n36p5n2k 201 1 Currently currently RB cord-020909-n36p5n2k 201 2 , , , cord-020909-n36p5n2k 201 3 the the DT cord-020909-n36p5n2k 201 4 bias bias NN cord-020909-n36p5n2k 201 5 goggles goggle NNS cord-020909-n36p5n2k 201 6 system system NN cord-020909-n36p5n2k 201 7 is be VBZ cord-020909-n36p5n2k 201 8 not not RB cord-020909-n36p5n2k 201 9 able able JJ cord-020909-n36p5n2k 201 10 to to TO cord-020909-n36p5n2k 201 11 pinpoint pinpoint VB cord-020909-n36p5n2k 201 12 false false JJ cord-020909-n36p5n2k 201 13 positives positive NNS cord-020909-n36p5n2k 201 14 ( ( -LRB- cord-020909-n36p5n2k 201 15 i.e i.e FW cord-020909-n36p5n2k 201 16 pages page NNS cord-020909-n36p5n2k 201 17 with with IN cord-020909-n36p5n2k 201 18 non non JJ cord-020909-n36p5n2k 201 19 supportive supportive JJ cord-020909-n36p5n2k 201 20 links link NNS cord-020909-n36p5n2k 201 21 ) ) -RRB- cord-020909-n36p5n2k 201 22 and and CC cord-020909-n36p5n2k 201 23 false false JJ cord-020909-n36p5n2k 201 24 negatives negative NNS cord-020909-n36p5n2k 201 25 ( ( -LRB- cord-020909-n36p5n2k 201 26 i.e. i.e. FW cord-020909-n36p5n2k 201 27 , , , cord-020909-n36p5n2k 201 28 pages page NNS cord-020909-n36p5n2k 201 29 with with IN cord-020909-n36p5n2k 201 30 content content NN cord-020909-n36p5n2k 201 31 that that WDT cord-020909-n36p5n2k 201 32 supports support VBZ cord-020909-n36p5n2k 201 33 a a DT cord-020909-n36p5n2k 201 34 seed seed NN cord-020909-n36p5n2k 201 35 without without IN cord-020909-n36p5n2k 201 36 linking link VBG cord-020909-n36p5n2k 201 37 to to IN cord-020909-n36p5n2k 201 38 it -PRON- PRP cord-020909-n36p5n2k 201 39 ) ) -RRB- cord-020909-n36p5n2k 201 40 , , , cord-020909-n36p5n2k 201 41 since since IN cord-020909-n36p5n2k 201 42 there there EX cord-020909-n36p5n2k 201 43 is be VBZ cord-020909-n36p5n2k 201 44 no no DT cord-020909-n36p5n2k 201 45 content content NN cord-020909-n36p5n2k 201 46 analysis analysis NN cord-020909-n36p5n2k 201 47 . . . cord-020909-n36p5n2k 202 1 We -PRON- PRP cord-020909-n36p5n2k 202 2 are be VBP cord-020909-n36p5n2k 202 3 certain certain JJ cord-020909-n36p5n2k 202 4 that that IN cord-020909-n36p5n2k 202 5 such such JJ cord-020909-n36p5n2k 202 6 results result NNS cord-020909-n36p5n2k 202 7 can can MD cord-020909-n36p5n2k 202 8 exist exist VB cord-020909-n36p5n2k 202 9 , , , cord-020909-n36p5n2k 202 10 although although IN cord-020909-n36p5n2k 202 11 we -PRON- PRP cord-020909-n36p5n2k 202 12 were be VBD cord-020909-n36p5n2k 202 13 not not RB cord-020909-n36p5n2k 202 14 able able JJ cord-020909-n36p5n2k 202 15 to to TO cord-020909-n36p5n2k 202 16 find find VB cord-020909-n36p5n2k 202 17 such such PDT cord-020909-n36p5n2k 202 18 an an DT cord-020909-n36p5n2k 202 19 example example NN cord-020909-n36p5n2k 202 20 in in IN cord-020909-n36p5n2k 202 21 the the DT cord-020909-n36p5n2k 202 22 top top JJ cord-020909-n36p5n2k 202 23 results result NNS cord-020909-n36p5n2k 202 24 of of IN cord-020909-n36p5n2k 202 25 our -PRON- PRP$ cord-020909-n36p5n2k 202 26 study study NN cord-020909-n36p5n2k 202 27 . . . cord-020909-n36p5n2k 203 1 Furthermore furthermore RB cord-020909-n36p5n2k 203 2 , , , cord-020909-n36p5n2k 203 3 we -PRON- PRP cord-020909-n36p5n2k 203 4 are be VBP cord-020909-n36p5n2k 203 5 not not RB cord-020909-n36p5n2k 203 6 able able JJ cord-020909-n36p5n2k 203 7 to to TO cord-020909-n36p5n2k 203 8 distinguish distinguish VB cord-020909-n36p5n2k 203 9 links link NNS cord-020909-n36p5n2k 203 10 that that WDT cord-020909-n36p5n2k 203 11 can can MD cord-020909-n36p5n2k 203 12 frequently frequently RB cord-020909-n36p5n2k 203 13 appear appear VB cord-020909-n36p5n2k 203 14 in in IN cord-020909-n36p5n2k 203 15 users user NNS cord-020909-n36p5n2k 203 16 ' ' POS cord-020909-n36p5n2k 203 17 content content NN cord-020909-n36p5n2k 203 18 , , , cord-020909-n36p5n2k 203 19 like like IN cord-020909-n36p5n2k 203 20 in in IN cord-020909-n36p5n2k 203 21 the the DT cord-020909-n36p5n2k 203 22 signatures signature NNS cord-020909-n36p5n2k 203 23 of of IN cord-020909-n36p5n2k 203 24 forum forum NN cord-020909-n36p5n2k 203 25 members member NNS cord-020909-n36p5n2k 203 26 . . . cord-020909-n36p5n2k 204 1 In in IN cord-020909-n36p5n2k 204 2 this this DT cord-020909-n36p5n2k 204 3 work work NN cord-020909-n36p5n2k 204 4 , , , cord-020909-n36p5n2k 204 5 we -PRON- PRP cord-020909-n36p5n2k 204 6 introduce introduce VBP cord-020909-n36p5n2k 204 7 the the DT cord-020909-n36p5n2k 204 8 bias bias NN cord-020909-n36p5n2k 204 9 goggles goggle NNS cord-020909-n36p5n2k 204 10 model model NN cord-020909-n36p5n2k 204 11 that that WDT cord-020909-n36p5n2k 204 12 facilitates facilitate VBZ cord-020909-n36p5n2k 204 13 the the DT cord-020909-n36p5n2k 204 14 important important JJ cord-020909-n36p5n2k 204 15 task task NN cord-020909-n36p5n2k 204 16 of of IN cord-020909-n36p5n2k 204 17 exploring explore VBG cord-020909-n36p5n2k 204 18 the the DT cord-020909-n36p5n2k 204 19 bias bias NN cord-020909-n36p5n2k 204 20 characteristics characteristic NNS cord-020909-n36p5n2k 204 21 of of IN cord-020909-n36p5n2k 204 22 web web NN cord-020909-n36p5n2k 204 23 domains domain NNS cord-020909-n36p5n2k 204 24 to to IN cord-020909-n36p5n2k 204 25 user user NN cord-020909-n36p5n2k 204 26 - - HYPH cord-020909-n36p5n2k 204 27 defined define VBN cord-020909-n36p5n2k 204 28 biased bias VBN cord-020909-n36p5n2k 204 29 concepts concept NNS cord-020909-n36p5n2k 204 30 . . . cord-020909-n36p5n2k 205 1 We -PRON- PRP cord-020909-n36p5n2k 205 2 focus focus VBP cord-020909-n36p5n2k 205 3 only only RB cord-020909-n36p5n2k 205 4 on on IN cord-020909-n36p5n2k 205 5 graph graph NN cord-020909-n36p5n2k 205 6 - - HYPH cord-020909-n36p5n2k 205 7 based base VBN cord-020909-n36p5n2k 205 8 approaches approach NNS cord-020909-n36p5n2k 205 9 , , , cord-020909-n36p5n2k 205 10 using use VBG cord-020909-n36p5n2k 205 11 popular popular JJ cord-020909-n36p5n2k 205 12 propagation propagation NN cord-020909-n36p5n2k 205 13 models model NNS cord-020909-n36p5n2k 205 14 and and CC cord-020909-n36p5n2k 205 15 the the DT cord-020909-n36p5n2k 205 16 new new JJ cord-020909-n36p5n2k 205 17 Biased biased JJ cord-020909-n36p5n2k 205 18 - - HYPH cord-020909-n36p5n2k 205 19 PR pr JJ cord-020909-n36p5n2k 205 20 PageRank PageRank NNP cord-020909-n36p5n2k 205 21 variation variation NN cord-020909-n36p5n2k 205 22 that that IN cord-020909-n36p5n2k 205 23 models model NNS cord-020909-n36p5n2k 205 24 biased bias VBD cord-020909-n36p5n2k 205 25 surfers surfer NNS cord-020909-n36p5n2k 205 26 behaviours behaviour NNS cord-020909-n36p5n2k 205 27 . . . cord-020909-n36p5n2k 206 1 We -PRON- PRP cord-020909-n36p5n2k 206 2 propose propose VBP cord-020909-n36p5n2k 206 3 ways way NNS cord-020909-n36p5n2k 206 4 for for IN cord-020909-n36p5n2k 206 5 the the DT cord-020909-n36p5n2k 206 6 fast fast JJ cord-020909-n36p5n2k 206 7 retrieval retrieval NN cord-020909-n36p5n2k 206 8 and and CC cord-020909-n36p5n2k 206 9 ingestion ingestion NN cord-020909-n36p5n2k 206 10 of of IN cord-020909-n36p5n2k 206 11 aspects aspect NNS cord-020909-n36p5n2k 206 12 of of IN cord-020909-n36p5n2k 206 13 bias bias NN cord-020909-n36p5n2k 206 14 , , , cord-020909-n36p5n2k 206 15 and and CC cord-020909-n36p5n2k 206 16 offer offer VB cord-020909-n36p5n2k 206 17 access access NN cord-020909-n36p5n2k 206 18 to to IN cord-020909-n36p5n2k 206 19 a a DT cord-020909-n36p5n2k 206 20 developed develop VBN cord-020909-n36p5n2k 206 21 prototype prototype NN cord-020909-n36p5n2k 206 22 . . . cord-020909-n36p5n2k 207 1 The the DT cord-020909-n36p5n2k 207 2 results result NNS cord-020909-n36p5n2k 207 3 show show VBP cord-020909-n36p5n2k 207 4 the the DT cord-020909-n36p5n2k 207 5 efficiency efficiency NN cord-020909-n36p5n2k 207 6 of of IN cord-020909-n36p5n2k 207 7 the the DT cord-020909-n36p5n2k 207 8 approach approach NN cord-020909-n36p5n2k 207 9 , , , cord-020909-n36p5n2k 207 10 even even RB cord-020909-n36p5n2k 207 11 in in IN cord-020909-n36p5n2k 207 12 real real JJ cord-020909-n36p5n2k 207 13 - - HYPH cord-020909-n36p5n2k 207 14 time time NN cord-020909-n36p5n2k 207 15 . . . cord-020909-n36p5n2k 208 1 A a DT cord-020909-n36p5n2k 208 2 preliminary preliminary JJ cord-020909-n36p5n2k 208 3 evaluation evaluation NN cord-020909-n36p5n2k 208 4 over over IN cord-020909-n36p5n2k 208 5 a a DT cord-020909-n36p5n2k 208 6 subset subset NN cord-020909-n36p5n2k 208 7 of of IN cord-020909-n36p5n2k 208 8 the the DT cord-020909-n36p5n2k 208 9 greek greek NNP cord-020909-n36p5n2k 208 10 web web NN cord-020909-n36p5n2k 208 11 and and CC cord-020909-n36p5n2k 208 12 a a DT cord-020909-n36p5n2k 208 13 manually manually RB cord-020909-n36p5n2k 208 14 constructed construct VBN cord-020909-n36p5n2k 208 15 gold gold NN cord-020909-n36p5n2k 208 16 standard standard NN cord-020909-n36p5n2k 208 17 of of IN cord-020909-n36p5n2k 208 18 biased biased JJ cord-020909-n36p5n2k 208 19 concepts concept NNS cord-020909-n36p5n2k 208 20 and and CC cord-020909-n36p5n2k 208 21 domains domain NNS cord-020909-n36p5n2k 208 22 , , , cord-020909-n36p5n2k 208 23 shows show VBZ cord-020909-n36p5n2k 208 24 promising promising JJ cord-020909-n36p5n2k 208 25 results result NNS cord-020909-n36p5n2k 208 26 and and CC cord-020909-n36p5n2k 208 27 interesting interesting JJ cord-020909-n36p5n2k 208 28 insights insight NNS cord-020909-n36p5n2k 208 29 that that WDT cord-020909-n36p5n2k 208 30 need need VBP cord-020909-n36p5n2k 208 31 futher futher VB cord-020909-n36p5n2k 208 32 research research NN cord-020909-n36p5n2k 208 33 . . . cord-020909-n36p5n2k 209 1 In in IN cord-020909-n36p5n2k 209 2 the the DT cord-020909-n36p5n2k 209 3 future future NN cord-020909-n36p5n2k 209 4 , , , cord-020909-n36p5n2k 209 5 we -PRON- PRP cord-020909-n36p5n2k 209 6 plan plan VBP cord-020909-n36p5n2k 209 7 to to TO cord-020909-n36p5n2k 209 8 explore explore VB cord-020909-n36p5n2k 209 9 variations variation NNS cord-020909-n36p5n2k 209 10 of of IN cord-020909-n36p5n2k 209 11 the the DT cord-020909-n36p5n2k 209 12 proposed propose VBN cord-020909-n36p5n2k 209 13 approach approach NN cord-020909-n36p5n2k 209 14 where where WRB cord-020909-n36p5n2k 209 15 our -PRON- PRP$ cord-020909-n36p5n2k 209 16 assumptions assumption NNS cord-020909-n36p5n2k 209 17 do do VBP cord-020909-n36p5n2k 209 18 not not RB cord-020909-n36p5n2k 209 19 hold hold VB cord-020909-n36p5n2k 209 20 . . . cord-020909-n36p5n2k 210 1 For for IN cord-020909-n36p5n2k 210 2 example example NN cord-020909-n36p5n2k 210 3 , , , cord-020909-n36p5n2k 210 4 we -PRON- PRP cord-020909-n36p5n2k 210 5 plan plan VBP cord-020909-n36p5n2k 210 6 to to TO cord-020909-n36p5n2k 210 7 exploit exploit VB cord-020909-n36p5n2k 210 8 the the DT cord-020909-n36p5n2k 210 9 supportive supportive JJ cord-020909-n36p5n2k 210 10 , , , cord-020909-n36p5n2k 210 11 neutral neutral JJ cord-020909-n36p5n2k 210 12 or or CC cord-020909-n36p5n2k 210 13 oppositive oppositive JJ cord-020909-n36p5n2k 210 14 nature nature NN cord-020909-n36p5n2k 210 15 of of IN cord-020909-n36p5n2k 210 16 the the DT cord-020909-n36p5n2k 210 17 available available JJ cord-020909-n36p5n2k 210 18 links link NNS cord-020909-n36p5n2k 210 19 , , , cord-020909-n36p5n2k 210 20 as as IN cord-020909-n36p5n2k 210 21 identified identify VBN cord-020909-n36p5n2k 210 22 by by IN cord-020909-n36p5n2k 210 23 sentiment sentiment NN cord-020909-n36p5n2k 210 24 analysis analysis NN cord-020909-n36p5n2k 210 25 methods method NNS cord-020909-n36p5n2k 210 26 , , , cord-020909-n36p5n2k 210 27 along along IN cord-020909-n36p5n2k 210 28 with with IN cord-020909-n36p5n2k 210 29 the the DT cord-020909-n36p5n2k 210 30 importance importance NN cord-020909-n36p5n2k 210 31 of of IN cord-020909-n36p5n2k 210 32 the the DT cord-020909-n36p5n2k 210 33 web web NN cord-020909-n36p5n2k 210 34 pages page NNS cord-020909-n36p5n2k 210 35 they -PRON- PRP cord-020909-n36p5n2k 210 36 appear appear VBP cord-020909-n36p5n2k 210 37 in in IN cord-020909-n36p5n2k 210 38 . . . cord-020909-n36p5n2k 211 1 Contentbased contentbased JJ cord-020909-n36p5n2k 211 2 and and CC cord-020909-n36p5n2k 211 3 hybrid hybrid JJ cord-020909-n36p5n2k 211 4 approaches approach NNS cord-020909-n36p5n2k 211 5 for for IN cord-020909-n36p5n2k 211 6 computing compute VBG cord-020909-n36p5n2k 211 7 the the DT cord-020909-n36p5n2k 211 8 support support NN cord-020909-n36p5n2k 211 9 scores score NNS cord-020909-n36p5n2k 211 10 of of IN cord-020909-n36p5n2k 211 11 domains domain NNS cord-020909-n36p5n2k 211 12 are be VBP cord-020909-n36p5n2k 211 13 also also RB cord-020909-n36p5n2k 211 14 in in IN cord-020909-n36p5n2k 211 15 our -PRON- PRP$ cord-020909-n36p5n2k 211 16 focus focus NN cord-020909-n36p5n2k 211 17 , , , cord-020909-n36p5n2k 211 18 as as RB cord-020909-n36p5n2k 211 19 well well RB cord-020909-n36p5n2k 211 20 as as IN cord-020909-n36p5n2k 211 21 the the DT cord-020909-n36p5n2k 211 22 exploitation exploitation NN cord-020909-n36p5n2k 211 23 of of IN cord-020909-n36p5n2k 211 24 other other JJ cord-020909-n36p5n2k 211 25 available available JJ cord-020909-n36p5n2k 211 26 graphs graph NNS cord-020909-n36p5n2k 211 27 , , , cord-020909-n36p5n2k 211 28 like like IN cord-020909-n36p5n2k 211 29 the the DT cord-020909-n36p5n2k 211 30 graph graph NN cord-020909-n36p5n2k 211 31 of of IN cord-020909-n36p5n2k 211 32 friends friend NNS cord-020909-n36p5n2k 211 33 , , , cord-020909-n36p5n2k 211 34 retweets retweet NNS cord-020909-n36p5n2k 211 35 , , , cord-020909-n36p5n2k 211 36 etc etc FW cord-020909-n36p5n2k 211 37 . . . cord-020909-n36p5n2k 212 1 In in IN cord-020909-n36p5n2k 212 2 addition addition NN cord-020909-n36p5n2k 212 3 interesting interesting JJ cord-020909-n36p5n2k 212 4 aspects aspect NNS cord-020909-n36p5n2k 212 5 include include VBP cord-020909-n36p5n2k 212 6 how how WRB cord-020909-n36p5n2k 212 7 the the DT cord-020909-n36p5n2k 212 8 support support NN cord-020909-n36p5n2k 212 9 and and CC cord-020909-n36p5n2k 212 10 bias bias NN cord-020909-n36p5n2k 212 11 scores score NNS cord-020909-n36p5n2k 212 12 of of IN cord-020909-n36p5n2k 212 13 multiple multiple JJ cord-020909-n36p5n2k 212 14 BCs bc NNS cord-020909-n36p5n2k 212 15 can can MD cord-020909-n36p5n2k 212 16 be be VB cord-020909-n36p5n2k 212 17 composed compose VBN cord-020909-n36p5n2k 212 18 , , , cord-020909-n36p5n2k 212 19 providing provide VBG cord-020909-n36p5n2k 212 20 interesting interesting JJ cord-020909-n36p5n2k 212 21 insights insight NNS cord-020909-n36p5n2k 212 22 about about IN cord-020909-n36p5n2k 212 23 possible possible JJ cord-020909-n36p5n2k 212 24 correlations correlation NNS cord-020909-n36p5n2k 212 25 of of IN cord-020909-n36p5n2k 212 26 different different JJ cord-020909-n36p5n2k 212 27 BCs bc NNS cord-020909-n36p5n2k 212 28 , , , cord-020909-n36p5n2k 212 29 as as RB cord-020909-n36p5n2k 212 30 well well RB cord-020909-n36p5n2k 212 31 as as IN cord-020909-n36p5n2k 212 32 how how WRB cord-020909-n36p5n2k 212 33 the the DT cord-020909-n36p5n2k 212 34 bias bias NN cord-020909-n36p5n2k 212 35 scores score NNS cord-020909-n36p5n2k 212 36 of of IN cord-020909-n36p5n2k 212 37 domains domain NNS cord-020909-n36p5n2k 212 38 change change VBP cord-020909-n36p5n2k 212 39 over over IN cord-020909-n36p5n2k 212 40 time time NN cord-020909-n36p5n2k 212 41 . . . cord-020909-n36p5n2k 213 1 Finally finally RB cord-020909-n36p5n2k 213 2 , , , cord-020909-n36p5n2k 213 3 our -PRON- PRP$ cord-020909-n36p5n2k 213 4 vision vision NN cord-020909-n36p5n2k 213 5 is be VBZ cord-020909-n36p5n2k 213 6 to to TO cord-020909-n36p5n2k 213 7 integrate integrate VB cord-020909-n36p5n2k 213 8 the the DT cord-020909-n36p5n2k 213 9 approach approach NN cord-020909-n36p5n2k 213 10 in in IN cord-020909-n36p5n2k 213 11 a a DT cord-020909-n36p5n2k 213 12 large large JJ cord-020909-n36p5n2k 213 13 scale scale NN cord-020909-n36p5n2k 213 14 WSE WSE NNP cord-020909-n36p5n2k 213 15 / / SYM cord-020909-n36p5n2k 213 16 social social JJ cord-020909-n36p5n2k 213 17 platform platform NN cord-020909-n36p5n2k 213 18 / / SYM cord-020909-n36p5n2k 213 19 browser browser NN cord-020909-n36p5n2k 213 20 , , , cord-020909-n36p5n2k 213 21 in in IN cord-020909-n36p5n2k 213 22 order order NN cord-020909-n36p5n2k 213 23 to to TO cord-020909-n36p5n2k 213 24 study study VB cord-020909-n36p5n2k 213 25 how how WRB cord-020909-n36p5n2k 213 26 users user NNS cord-020909-n36p5n2k 213 27 define define VBP cord-020909-n36p5n2k 213 28 bias bias NN cord-020909-n36p5n2k 213 29 , , , cord-020909-n36p5n2k 213 30 create create VB cord-020909-n36p5n2k 213 31 a a DT cord-020909-n36p5n2k 213 32 globally globally RB cord-020909-n36p5n2k 213 33 accepted accept VBN cord-020909-n36p5n2k 213 34 gold gold NN cord-020909-n36p5n2k 213 35 standard standard NN cord-020909-n36p5n2k 213 36 of of IN cord-020909-n36p5n2k 213 37 BCs BCs NNP cord-020909-n36p5n2k 213 38 , , , cord-020909-n36p5n2k 213 39 and and CC cord-020909-n36p5n2k 213 40 explore explore VB cord-020909-n36p5n2k 213 41 how how WRB cord-020909-n36p5n2k 213 42 such such JJ cord-020909-n36p5n2k 213 43 tools tool NNS cord-020909-n36p5n2k 213 44 can can MD cord-020909-n36p5n2k 213 45 affect affect VB cord-020909-n36p5n2k 213 46 the the DT cord-020909-n36p5n2k 213 47 consumption consumption NN cord-020909-n36p5n2k 213 48 of of IN cord-020909-n36p5n2k 213 49 biased biased JJ cord-020909-n36p5n2k 213 50 information information NN cord-020909-n36p5n2k 213 51 . . . cord-020909-n36p5n2k 214 1 In in IN cord-020909-n36p5n2k 214 2 this this DT cord-020909-n36p5n2k 214 3 way way NN cord-020909-n36p5n2k 214 4 , , , cord-020909-n36p5n2k 214 5 we -PRON- PRP cord-020909-n36p5n2k 214 6 will will MD cord-020909-n36p5n2k 214 7 be be VB cord-020909-n36p5n2k 214 8 able able JJ cord-020909-n36p5n2k 214 9 to to TO cord-020909-n36p5n2k 214 10 evaluate evaluate VB cord-020909-n36p5n2k 214 11 and and CC cord-020909-n36p5n2k 214 12 tune tune VB cord-020909-n36p5n2k 214 13 our -PRON- PRP$ cord-020909-n36p5n2k 214 14 approach approach NN cord-020909-n36p5n2k 214 15 in in IN cord-020909-n36p5n2k 214 16 real real JJ cord-020909-n36p5n2k 214 17 - - HYPH cord-020909-n36p5n2k 214 18 life life NN cord-020909-n36p5n2k 214 19 scenarios scenario NNS cord-020909-n36p5n2k 214 20 , , , cord-020909-n36p5n2k 214 21 and and CC cord-020909-n36p5n2k 214 22 mitigate mitigate VB cord-020909-n36p5n2k 214 23 any any DT cord-020909-n36p5n2k 214 24 performance performance NN cord-020909-n36p5n2k 214 25 issues issue NNS cord-020909-n36p5n2k 214 26 . . . cord-020909-n36p5n2k 215 1 De De NNP cord-020909-n36p5n2k 215 2 - - JJ cord-020909-n36p5n2k 215 3 biasing bias VBG cord-020909-n36p5n2k 215 4 user user NN cord-020909-n36p5n2k 215 5 preference preference NN cord-020909-n36p5n2k 215 6 ratings rating NNS cord-020909-n36p5n2k 215 7 in in IN cord-020909-n36p5n2k 215 8 recommender recommender NN cord-020909-n36p5n2k 215 9 systems system NNS cord-020909-n36p5n2k 215 10 Hat Hat NNP cord-020909-n36p5n2k 215 11 - - HYPH cord-020909-n36p5n2k 215 12 trie trie NN cord-020909-n36p5n2k 215 13 : : : cord-020909-n36p5n2k 215 14 a a DT cord-020909-n36p5n2k 215 15 cache cache NN cord-020909-n36p5n2k 215 16 - - HYPH cord-020909-n36p5n2k 215 17 conscious conscious JJ cord-020909-n36p5n2k 215 18 trie trie NN cord-020909-n36p5n2k 215 19 - - HYPH cord-020909-n36p5n2k 215 20 based base VBN cord-020909-n36p5n2k 215 21 data data NN cord-020909-n36p5n2k 215 22 structure structure NN cord-020909-n36p5n2k 215 23 for for IN cord-020909-n36p5n2k 215 24 strings string NNS cord-020909-n36p5n2k 215 25 Man Man NNP cord-020909-n36p5n2k 215 26 is be VBZ cord-020909-n36p5n2k 215 27 to to IN cord-020909-n36p5n2k 215 28 computer computer NN cord-020909-n36p5n2k 215 29 programmer programmer NN cord-020909-n36p5n2k 215 30 as as IN cord-020909-n36p5n2k 215 31 woman woman NN cord-020909-n36p5n2k 215 32 is be VBZ cord-020909-n36p5n2k 215 33 to to IN cord-020909-n36p5n2k 215 34 homemaker homemaker NN cord-020909-n36p5n2k 215 35 ? ? . cord-020909-n36p5n2k 216 1 debiasing debiase VBG cord-020909-n36p5n2k 216 2 word word NN cord-020909-n36p5n2k 216 3 embeddings embedding NNS cord-020909-n36p5n2k 216 4 Bias Bias NNP cord-020909-n36p5n2k 216 5 in in IN cord-020909-n36p5n2k 216 6 algorithmic algorithmic JJ cord-020909-n36p5n2k 216 7 filtering filtering NN cord-020909-n36p5n2k 216 8 and and CC cord-020909-n36p5n2k 216 9 personalization personalization NN cord-020909-n36p5n2k 216 10 Fair Fair NNP cord-020909-n36p5n2k 216 11 and and CC cord-020909-n36p5n2k 216 12 balanced balanced JJ cord-020909-n36p5n2k 216 13 ? ? . cord-020909-n36p5n2k 217 1 quantifying quantify VBG cord-020909-n36p5n2k 217 2 media medium NNS cord-020909-n36p5n2k 217 3 bias bias NN cord-020909-n36p5n2k 217 4 through through IN cord-020909-n36p5n2k 217 5 crowdsourced crowdsource VBN cord-020909-n36p5n2k 217 6 content content NN cord-020909-n36p5n2k 217 7 analysis analysis NN cord-020909-n36p5n2k 217 8 Algorithmic Algorithmic NNP cord-020909-n36p5n2k 217 9 decision decision NN cord-020909-n36p5n2k 217 10 making making NN cord-020909-n36p5n2k 217 11 and and CC cord-020909-n36p5n2k 217 12 the the DT cord-020909-n36p5n2k 217 13 cost cost NN cord-020909-n36p5n2k 217 14 of of IN cord-020909-n36p5n2k 217 15 fairness fairness NN cord-020909-n36p5n2k 217 16 Fairness fairness NN cord-020909-n36p5n2k 217 17 through through IN cord-020909-n36p5n2k 217 18 awareness awareness NN cord-020909-n36p5n2k 218 1 The the DT cord-020909-n36p5n2k 218 2 search search NN cord-020909-n36p5n2k 218 3 engine engine NN cord-020909-n36p5n2k 218 4 manipulation manipulation NN cord-020909-n36p5n2k 218 5 effect effect NN cord-020909-n36p5n2k 218 6 ( ( -LRB- cord-020909-n36p5n2k 218 7 seme seme NNP cord-020909-n36p5n2k 218 8 ) ) -RRB- cord-020909-n36p5n2k 218 9 and and CC cord-020909-n36p5n2k 218 10 its -PRON- PRP$ cord-020909-n36p5n2k 218 11 possible possible JJ cord-020909-n36p5n2k 218 12 impact impact NN cord-020909-n36p5n2k 218 13 on on IN cord-020909-n36p5n2k 218 14 the the DT cord-020909-n36p5n2k 218 15 outcomes outcome NNS cord-020909-n36p5n2k 218 16 of of IN cord-020909-n36p5n2k 218 17 elections election NNS cord-020909-n36p5n2k 219 1 Pagerank Pagerank NNP cord-020909-n36p5n2k 219 2 beyond beyond IN cord-020909-n36p5n2k 219 3 the the DT cord-020909-n36p5n2k 219 4 web web NN cord-020909-n36p5n2k 219 5 Learning learn VBG cord-020909-n36p5n2k 219 6 influence influence NN cord-020909-n36p5n2k 219 7 probabilities probability NNS cord-020909-n36p5n2k 219 8 in in IN cord-020909-n36p5n2k 219 9 social social JJ cord-020909-n36p5n2k 219 10 networks network NNS cord-020909-n36p5n2k 219 11 Algorithmic Algorithmic NNP cord-020909-n36p5n2k 219 12 bias bias NN cord-020909-n36p5n2k 219 13 : : : cord-020909-n36p5n2k 219 14 from from IN cord-020909-n36p5n2k 219 15 discrimination discrimination NN cord-020909-n36p5n2k 219 16 discovery discovery NN cord-020909-n36p5n2k 219 17 to to IN cord-020909-n36p5n2k 219 18 fairness fairness NN cord-020909-n36p5n2k 219 19 - - HYPH cord-020909-n36p5n2k 219 20 aware aware JJ cord-020909-n36p5n2k 219 21 data datum NNS cord-020909-n36p5n2k 219 22 mining mining NN cord-020909-n36p5n2k 219 23 Measuring measure VBG cord-020909-n36p5n2k 219 24 personalization personalization NN cord-020909-n36p5n2k 219 25 of of IN cord-020909-n36p5n2k 219 26 web web NN cord-020909-n36p5n2k 219 27 search search NN cord-020909-n36p5n2k 219 28 Measuring measure VBG cord-020909-n36p5n2k 219 29 price price NN cord-020909-n36p5n2k 219 30 discrimination discrimination NN cord-020909-n36p5n2k 219 31 and and CC cord-020909-n36p5n2k 219 32 steering steering NN cord-020909-n36p5n2k 219 33 on on IN cord-020909-n36p5n2k 219 34 e e NN cord-020909-n36p5n2k 219 35 - - NN cord-020909-n36p5n2k 219 36 commerce commerce NN cord-020909-n36p5n2k 219 37 web web NN cord-020909-n36p5n2k 219 38 sites site NNS cord-020909-n36p5n2k 219 39 Equality Equality NNP cord-020909-n36p5n2k 219 40 of of IN cord-020909-n36p5n2k 219 41 opportunity opportunity NN cord-020909-n36p5n2k 219 42 in in IN cord-020909-n36p5n2k 219 43 supervised supervise VBN cord-020909-n36p5n2k 219 44 learning learning NN cord-020909-n36p5n2k 220 1 Burst Burst NNP cord-020909-n36p5n2k 220 2 tries try VBZ cord-020909-n36p5n2k 220 3 : : : cord-020909-n36p5n2k 220 4 a a DT cord-020909-n36p5n2k 220 5 fast fast JJ cord-020909-n36p5n2k 220 6 , , , cord-020909-n36p5n2k 220 7 efficient efficient JJ cord-020909-n36p5n2k 220 8 data data NN cord-020909-n36p5n2k 220 9 structure structure NN cord-020909-n36p5n2k 220 10 for for IN cord-020909-n36p5n2k 220 11 string string NN cord-020909-n36p5n2k 220 12 keys key NNS cord-020909-n36p5n2k 220 13 Big big JJ cord-020909-n36p5n2k 220 14 data datum NNS cord-020909-n36p5n2k 220 15 : : : cord-020909-n36p5n2k 220 16 A a DT cord-020909-n36p5n2k 220 17 report report NN cord-020909-n36p5n2k 220 18 on on IN cord-020909-n36p5n2k 220 19 algorithmic algorithmic JJ cord-020909-n36p5n2k 220 20 systems system NNS cord-020909-n36p5n2k 220 21 , , , cord-020909-n36p5n2k 220 22 opportunity opportunity NN cord-020909-n36p5n2k 220 23 , , , cord-020909-n36p5n2k 220 24 and and CC cord-020909-n36p5n2k 220 25 civil civil JJ cord-020909-n36p5n2k 220 26 rights right NNS cord-020909-n36p5n2k 220 27 . . . cord-020909-n36p5n2k 221 1 Executive Executive NNP cord-020909-n36p5n2k 221 2 Office Office NNP cord-020909-n36p5n2k 221 3 of of IN cord-020909-n36p5n2k 221 4 the the DT cord-020909-n36p5n2k 221 5 President President NNP cord-020909-n36p5n2k 221 6 Maximizing maximize VBG cord-020909-n36p5n2k 221 7 the the DT cord-020909-n36p5n2k 221 8 spread spread NN cord-020909-n36p5n2k 221 9 of of IN cord-020909-n36p5n2k 221 10 influence influence NN cord-020909-n36p5n2k 221 11 through through IN cord-020909-n36p5n2k 221 12 a a DT cord-020909-n36p5n2k 221 13 social social JJ cord-020909-n36p5n2k 221 14 network network NN cord-020909-n36p5n2k 221 15 Events event NNS cord-020909-n36p5n2k 221 16 and and CC cord-020909-n36p5n2k 221 17 controversies controversy NNS cord-020909-n36p5n2k 221 18 : : : cord-020909-n36p5n2k 221 19 influences influence NNS cord-020909-n36p5n2k 221 20 of of IN cord-020909-n36p5n2k 221 21 a a DT cord-020909-n36p5n2k 221 22 shocking shocking JJ cord-020909-n36p5n2k 221 23 news news NN cord-020909-n36p5n2k 221 24 event event NN cord-020909-n36p5n2k 221 25 on on IN cord-020909-n36p5n2k 221 26 information information NN cord-020909-n36p5n2k 221 27 seeking seek VBG cord-020909-n36p5n2k 221 28 Quantifying quantify VBG cord-020909-n36p5n2k 221 29 search search NN cord-020909-n36p5n2k 221 30 bias bias NN cord-020909-n36p5n2k 221 31 : : : cord-020909-n36p5n2k 222 1 investigating investigate VBG cord-020909-n36p5n2k 222 2 sources source NNS cord-020909-n36p5n2k 222 3 of of IN cord-020909-n36p5n2k 222 4 bias bias NN cord-020909-n36p5n2k 222 5 for for IN cord-020909-n36p5n2k 222 6 political political JJ cord-020909-n36p5n2k 222 7 searches search NNS cord-020909-n36p5n2k 222 8 in in IN cord-020909-n36p5n2k 222 9 social social JJ cord-020909-n36p5n2k 222 10 media medium NNS cord-020909-n36p5n2k 223 1 The the DT cord-020909-n36p5n2k 223 2 Tyranny tyranny NN cord-020909-n36p5n2k 223 3 of of IN cord-020909-n36p5n2k 223 4 data datum NNS cord-020909-n36p5n2k 223 5 ? ? . cord-020909-n36p5n2k 224 1 the the DT cord-020909-n36p5n2k 224 2 bright bright JJ cord-020909-n36p5n2k 224 3 and and CC cord-020909-n36p5n2k 224 4 dark dark JJ cord-020909-n36p5n2k 224 5 sides side NNS cord-020909-n36p5n2k 224 6 of of IN cord-020909-n36p5n2k 224 7 data data NN cord-020909-n36p5n2k 224 8 - - HYPH cord-020909-n36p5n2k 224 9 driven drive VBN cord-020909-n36p5n2k 224 10 decision decision NN cord-020909-n36p5n2k 224 11 - - HYPH cord-020909-n36p5n2k 224 12 making making NN cord-020909-n36p5n2k 224 13 for for IN cord-020909-n36p5n2k 224 14 social social JJ cord-020909-n36p5n2k 224 15 good good NN cord-020909-n36p5n2k 224 16 Is be VBZ cord-020909-n36p5n2k 224 17 twitter twitter NNP cord-020909-n36p5n2k 224 18 a a DT cord-020909-n36p5n2k 224 19 public public JJ cord-020909-n36p5n2k 224 20 sphere sphere NN cord-020909-n36p5n2k 224 21 for for IN cord-020909-n36p5n2k 224 22 online online JJ cord-020909-n36p5n2k 224 23 conflicts conflict NNS cord-020909-n36p5n2k 224 24 ? ? . cord-020909-n36p5n2k 225 1 a a DT cord-020909-n36p5n2k 225 2 cross cross JJ cord-020909-n36p5n2k 225 3 - - JJ cord-020909-n36p5n2k 225 4 ideological ideological JJ cord-020909-n36p5n2k 225 5 and and CC cord-020909-n36p5n2k 225 6 cross cross JJ cord-020909-n36p5n2k 225 7 - - JJ cord-020909-n36p5n2k 225 8 hierarchical hierarchical JJ cord-020909-n36p5n2k 225 9 look look NN cord-020909-n36p5n2k 225 10 Biaswatch Biaswatch NNP cord-020909-n36p5n2k 225 11 : : : cord-020909-n36p5n2k 225 12 a a DT cord-020909-n36p5n2k 225 13 lightweight lightweight JJ cord-020909-n36p5n2k 225 14 system system NN cord-020909-n36p5n2k 225 15 for for IN cord-020909-n36p5n2k 225 16 discovering discover VBG cord-020909-n36p5n2k 225 17 and and CC cord-020909-n36p5n2k 225 18 tracking track VBG cord-020909-n36p5n2k 225 19 topic topic NN cord-020909-n36p5n2k 225 20 - - HYPH cord-020909-n36p5n2k 225 21 sensitive sensitive JJ cord-020909-n36p5n2k 225 22 opinion opinion NN cord-020909-n36p5n2k 225 23 bias bias NN cord-020909-n36p5n2k 225 24 in in IN cord-020909-n36p5n2k 225 25 social social JJ cord-020909-n36p5n2k 225 26 media medium NNS cord-020909-n36p5n2k 225 27 Measuring measure VBG cord-020909-n36p5n2k 225 28 search search NN cord-020909-n36p5n2k 225 29 engine engine NN cord-020909-n36p5n2k 225 30 bias bias NN cord-020909-n36p5n2k 225 31 Social social JJ cord-020909-n36p5n2k 225 32 influence influence NN cord-020909-n36p5n2k 225 33 bias bias NN cord-020909-n36p5n2k 225 34 : : : cord-020909-n36p5n2k 225 35 a a DT cord-020909-n36p5n2k 225 36 randomized randomized JJ cord-020909-n36p5n2k 225 37 experiment experiment NN cord-020909-n36p5n2k 226 1 In in IN cord-020909-n36p5n2k 226 2 google google NNP cord-020909-n36p5n2k 226 3 we -PRON- PRP cord-020909-n36p5n2k 226 4 trust trust VBP cord-020909-n36p5n2k 226 5 : : : cord-020909-n36p5n2k 226 6 users user NNS cord-020909-n36p5n2k 226 7 ' ' POS cord-020909-n36p5n2k 226 8 decisions decision NNS cord-020909-n36p5n2k 226 9 on on IN cord-020909-n36p5n2k 226 10 rank rank NN cord-020909-n36p5n2k 226 11 , , , cord-020909-n36p5n2k 226 12 position position NN cord-020909-n36p5n2k 226 13 , , , cord-020909-n36p5n2k 226 14 and and CC cord-020909-n36p5n2k 226 15 relevance relevance VB cord-020909-n36p5n2k 226 16 The the DT cord-020909-n36p5n2k 226 17 filter filter NN cord-020909-n36p5n2k 226 18 bubble bubble NN cord-020909-n36p5n2k 226 19 : : : cord-020909-n36p5n2k 226 20 what what WP cord-020909-n36p5n2k 226 21 the the DT cord-020909-n36p5n2k 226 22 Internet internet NN cord-020909-n36p5n2k 226 23 is be VBZ cord-020909-n36p5n2k 226 24 hiding hide VBG cord-020909-n36p5n2k 226 25 from from IN cord-020909-n36p5n2k 226 26 you -PRON- PRP cord-020909-n36p5n2k 226 27 On on IN cord-020909-n36p5n2k 226 28 measuring measure VBG cord-020909-n36p5n2k 226 29 bias bias NN cord-020909-n36p5n2k 226 30 in in IN cord-020909-n36p5n2k 226 31 online online JJ cord-020909-n36p5n2k 226 32 information information NN cord-020909-n36p5n2k 227 1 Auditing auditing NN cord-020909-n36p5n2k 227 2 algorithms algorithm NNS cord-020909-n36p5n2k 227 3 : : : cord-020909-n36p5n2k 228 1 research research NN cord-020909-n36p5n2k 228 2 methods method NNS cord-020909-n36p5n2k 228 3 for for IN cord-020909-n36p5n2k 228 4 detecting detect VBG cord-020909-n36p5n2k 228 5 discrimination discrimination NN cord-020909-n36p5n2k 228 6 on on IN cord-020909-n36p5n2k 228 7 internet internet NN cord-020909-n36p5n2k 228 8 platforms platform NNS cord-020909-n36p5n2k 228 9 . . . cord-020909-n36p5n2k 229 1 Data datum NNS cord-020909-n36p5n2k 229 2 and and CC cord-020909-n36p5n2k 229 3 discrimination discrimination NN cord-020909-n36p5n2k 229 4 : : : cord-020909-n36p5n2k 229 5 converting convert VBG cord-020909-n36p5n2k 229 6 critical critical JJ cord-020909-n36p5n2k 229 7 concerns concern NNS cord-020909-n36p5n2k 229 8 into into IN cord-020909-n36p5n2k 229 9 productive productive JJ cord-020909-n36p5n2k 229 10 inquiry inquiry NN cord-020909-n36p5n2k 229 11 Risk risk NN cord-020909-n36p5n2k 229 12 , , , cord-020909-n36p5n2k 229 13 race race NN cord-020909-n36p5n2k 229 14 , , , cord-020909-n36p5n2k 229 15 and and CC cord-020909-n36p5n2k 229 16 recidivism recidivism NN cord-020909-n36p5n2k 229 17 : : : cord-020909-n36p5n2k 229 18 predictive predictive JJ cord-020909-n36p5n2k 229 19 bias bias NN cord-020909-n36p5n2k 229 20 and and CC cord-020909-n36p5n2k 229 21 disparate disparate JJ cord-020909-n36p5n2k 229 22 impact impact NN cord-020909-n36p5n2k 229 23 Search search NN cord-020909-n36p5n2k 229 24 engine engine NN cord-020909-n36p5n2k 229 25 coverage coverage NN cord-020909-n36p5n2k 229 26 bias bias NN cord-020909-n36p5n2k 229 27 : : : cord-020909-n36p5n2k 229 28 evidence evidence NN cord-020909-n36p5n2k 229 29 and and CC cord-020909-n36p5n2k 229 30 possible possible JJ cord-020909-n36p5n2k 229 31 causes cause VBZ cord-020909-n36p5n2k 229 32 Secular secular JJ cord-020909-n36p5n2k 229 33 vs. vs. FW cord-020909-n36p5n2k 229 34 islamist islamist JJ cord-020909-n36p5n2k 229 35 polarization polarization NN cord-020909-n36p5n2k 229 36 in in IN cord-020909-n36p5n2k 229 37 Egypt Egypt NNP cord-020909-n36p5n2k 229 38 on on IN cord-020909-n36p5n2k 229 39 twitter twitter NN cord-020909-n36p5n2k 229 40 Quantifying quantify VBG cord-020909-n36p5n2k 229 41 political political JJ cord-020909-n36p5n2k 229 42 leaning leaning NN cord-020909-n36p5n2k 229 43 from from IN cord-020909-n36p5n2k 229 44 tweets tweet NNS cord-020909-n36p5n2k 229 45 and and CC cord-020909-n36p5n2k 229 46 retweets retweet VBZ cord-020909-n36p5n2k 229 47 Message message NN cord-020909-n36p5n2k 229 48 impartiality impartiality NN cord-020909-n36p5n2k 229 49 in in IN cord-020909-n36p5n2k 229 50 social social JJ cord-020909-n36p5n2k 229 51 media medium NNS cord-020909-n36p5n2k 229 52 discussions discussion NNS cord-020909-n36p5n2k 229 53 Fairness Fairness NNP cord-020909-n36p5n2k 229 54 beyond beyond IN cord-020909-n36p5n2k 229 55 disparate disparate JJ cord-020909-n36p5n2k 229 56 treatment treatment NN cord-020909-n36p5n2k 229 57 & & CC cord-020909-n36p5n2k 229 58 disparate disparate JJ cord-020909-n36p5n2k 229 59 impact impact NN cord-020909-n36p5n2k 229 60 : : : cord-020909-n36p5n2k 230 1 learning learn VBG cord-020909-n36p5n2k 230 2 classification classification NN cord-020909-n36p5n2k 230 3 without without IN cord-020909-n36p5n2k 230 4 disparate disparate JJ cord-020909-n36p5n2k 230 5 mistreatment mistreatment NN