id sid tid token lemma pos work_htfht4hrybdz3jty5t7367hreu 1 1 warwick.ac.uk/lib-publications warwick.ac.uk/lib-publications NNP work_htfht4hrybdz3jty5t7367hreu 1 2 Manuscript Manuscript NNP work_htfht4hrybdz3jty5t7367hreu 1 3 version version NN work_htfht4hrybdz3jty5t7367hreu 1 4 : : : work_htfht4hrybdz3jty5t7367hreu 1 5 Author author NN work_htfht4hrybdz3jty5t7367hreu 1 6 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 1 7 Accepted Accepted NNP work_htfht4hrybdz3jty5t7367hreu 1 8 Manuscript Manuscript NNP work_htfht4hrybdz3jty5t7367hreu 1 9 The the DT work_htfht4hrybdz3jty5t7367hreu 1 10 version version NN work_htfht4hrybdz3jty5t7367hreu 1 11 presented present VBD work_htfht4hrybdz3jty5t7367hreu 1 12 in in IN work_htfht4hrybdz3jty5t7367hreu 1 13 WRAP WRAP NNP work_htfht4hrybdz3jty5t7367hreu 1 14 is be VBZ work_htfht4hrybdz3jty5t7367hreu 1 15 the the DT work_htfht4hrybdz3jty5t7367hreu 1 16 author author NN work_htfht4hrybdz3jty5t7367hreu 1 17 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 1 18 accepted accept VBN work_htfht4hrybdz3jty5t7367hreu 1 19 manuscript manuscript NN work_htfht4hrybdz3jty5t7367hreu 1 20 and and CC work_htfht4hrybdz3jty5t7367hreu 1 21 may may MD work_htfht4hrybdz3jty5t7367hreu 1 22 differ differ VB work_htfht4hrybdz3jty5t7367hreu 1 23 from from IN work_htfht4hrybdz3jty5t7367hreu 1 24 the the DT work_htfht4hrybdz3jty5t7367hreu 1 25 published publish VBN work_htfht4hrybdz3jty5t7367hreu 1 26 version version NN work_htfht4hrybdz3jty5t7367hreu 1 27 or or CC work_htfht4hrybdz3jty5t7367hreu 1 28 Version Version NNP work_htfht4hrybdz3jty5t7367hreu 1 29 of of IN work_htfht4hrybdz3jty5t7367hreu 1 30 Record Record NNP work_htfht4hrybdz3jty5t7367hreu 1 31 . . . work_htfht4hrybdz3jty5t7367hreu 2 1 Persistent persistent JJ work_htfht4hrybdz3jty5t7367hreu 2 2 WRAP wrap NN work_htfht4hrybdz3jty5t7367hreu 2 3 URL url NN work_htfht4hrybdz3jty5t7367hreu 2 4 : : : work_htfht4hrybdz3jty5t7367hreu 2 5 http://wrap.warwick.ac.uk/109440 http://wrap.warwick.ac.uk/109440 NN work_htfht4hrybdz3jty5t7367hreu 2 6 How how WRB work_htfht4hrybdz3jty5t7367hreu 2 7 to to TO work_htfht4hrybdz3jty5t7367hreu 2 8 cite cite VB work_htfht4hrybdz3jty5t7367hreu 2 9 : : : work_htfht4hrybdz3jty5t7367hreu 2 10 Please please UH work_htfht4hrybdz3jty5t7367hreu 2 11 refer refer VB work_htfht4hrybdz3jty5t7367hreu 2 12 to to IN work_htfht4hrybdz3jty5t7367hreu 2 13 published publish VBN work_htfht4hrybdz3jty5t7367hreu 2 14 version version NN work_htfht4hrybdz3jty5t7367hreu 2 15 for for IN work_htfht4hrybdz3jty5t7367hreu 2 16 the the DT work_htfht4hrybdz3jty5t7367hreu 2 17 most most RBS work_htfht4hrybdz3jty5t7367hreu 2 18 recent recent JJ work_htfht4hrybdz3jty5t7367hreu 2 19 bibliographic bibliographic JJ work_htfht4hrybdz3jty5t7367hreu 2 20 citation citation NN work_htfht4hrybdz3jty5t7367hreu 2 21 information information NN work_htfht4hrybdz3jty5t7367hreu 2 22 . . . work_htfht4hrybdz3jty5t7367hreu 3 1 If if IN work_htfht4hrybdz3jty5t7367hreu 3 2 a a DT work_htfht4hrybdz3jty5t7367hreu 3 3 published publish VBN work_htfht4hrybdz3jty5t7367hreu 3 4 version version NN work_htfht4hrybdz3jty5t7367hreu 3 5 is be VBZ work_htfht4hrybdz3jty5t7367hreu 3 6 known know VBN work_htfht4hrybdz3jty5t7367hreu 3 7 of of IN work_htfht4hrybdz3jty5t7367hreu 3 8 , , , work_htfht4hrybdz3jty5t7367hreu 3 9 the the DT work_htfht4hrybdz3jty5t7367hreu 3 10 repository repository JJ work_htfht4hrybdz3jty5t7367hreu 3 11 item item NN work_htfht4hrybdz3jty5t7367hreu 3 12 page page NN work_htfht4hrybdz3jty5t7367hreu 3 13 linked link VBN work_htfht4hrybdz3jty5t7367hreu 3 14 to to IN work_htfht4hrybdz3jty5t7367hreu 3 15 above above RB work_htfht4hrybdz3jty5t7367hreu 3 16 , , , work_htfht4hrybdz3jty5t7367hreu 3 17 will will MD work_htfht4hrybdz3jty5t7367hreu 3 18 contain contain VB work_htfht4hrybdz3jty5t7367hreu 3 19 details detail NNS work_htfht4hrybdz3jty5t7367hreu 3 20 on on IN work_htfht4hrybdz3jty5t7367hreu 3 21 accessing access VBG work_htfht4hrybdz3jty5t7367hreu 3 22 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 3 23 . . . work_htfht4hrybdz3jty5t7367hreu 4 1 Copyright copyright NN work_htfht4hrybdz3jty5t7367hreu 4 2 and and CC work_htfht4hrybdz3jty5t7367hreu 4 3 reuse reuse NN work_htfht4hrybdz3jty5t7367hreu 4 4 : : : work_htfht4hrybdz3jty5t7367hreu 4 5 The the DT work_htfht4hrybdz3jty5t7367hreu 4 6 Warwick Warwick NNP work_htfht4hrybdz3jty5t7367hreu 4 7 Research Research NNP work_htfht4hrybdz3jty5t7367hreu 4 8 Archive Archive NNP work_htfht4hrybdz3jty5t7367hreu 4 9 Portal Portal NNP work_htfht4hrybdz3jty5t7367hreu 4 10 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 4 11 WRAP WRAP NNP work_htfht4hrybdz3jty5t7367hreu 4 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 4 13 makes make VBZ work_htfht4hrybdz3jty5t7367hreu 4 14 this this DT work_htfht4hrybdz3jty5t7367hreu 4 15 work work NN work_htfht4hrybdz3jty5t7367hreu 4 16 by by IN work_htfht4hrybdz3jty5t7367hreu 4 17 researchers researcher NNS work_htfht4hrybdz3jty5t7367hreu 4 18 of of IN work_htfht4hrybdz3jty5t7367hreu 4 19 the the DT work_htfht4hrybdz3jty5t7367hreu 4 20 University University NNP work_htfht4hrybdz3jty5t7367hreu 4 21 of of IN work_htfht4hrybdz3jty5t7367hreu 4 22 Warwick Warwick NNP work_htfht4hrybdz3jty5t7367hreu 4 23 available available JJ work_htfht4hrybdz3jty5t7367hreu 4 24 open open JJ work_htfht4hrybdz3jty5t7367hreu 4 25 access access NN work_htfht4hrybdz3jty5t7367hreu 4 26 under under IN work_htfht4hrybdz3jty5t7367hreu 4 27 the the DT work_htfht4hrybdz3jty5t7367hreu 4 28 following following JJ work_htfht4hrybdz3jty5t7367hreu 4 29 conditions condition NNS work_htfht4hrybdz3jty5t7367hreu 4 30 . . . work_htfht4hrybdz3jty5t7367hreu 5 1 © © NNP work_htfht4hrybdz3jty5t7367hreu 5 2 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 5 3 , , , work_htfht4hrybdz3jty5t7367hreu 5 4 Elsevier Elsevier NNP work_htfht4hrybdz3jty5t7367hreu 5 5 . . . work_htfht4hrybdz3jty5t7367hreu 6 1 Licensed license VBN work_htfht4hrybdz3jty5t7367hreu 6 2 under under IN work_htfht4hrybdz3jty5t7367hreu 6 3 the the DT work_htfht4hrybdz3jty5t7367hreu 6 4 Creative Creative NNP work_htfht4hrybdz3jty5t7367hreu 6 5 Commons Commons NNP work_htfht4hrybdz3jty5t7367hreu 6 6 Attribution Attribution NNP work_htfht4hrybdz3jty5t7367hreu 6 7 - - HYPH work_htfht4hrybdz3jty5t7367hreu 6 8 NonCommercial- NonCommercial- NNP work_htfht4hrybdz3jty5t7367hreu 6 9 NoDerivatives NoDerivatives NNP work_htfht4hrybdz3jty5t7367hreu 6 10 4.0 4.0 CD work_htfht4hrybdz3jty5t7367hreu 6 11 International International NNP work_htfht4hrybdz3jty5t7367hreu 6 12 http://creativecommons.org/licenses/by-nc-nd/4.0/. http://creativecommons.org/licenses/by-nc-nd/4.0/. NNP work_htfht4hrybdz3jty5t7367hreu 7 1 Publisher publisher NN work_htfht4hrybdz3jty5t7367hreu 7 2 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 7 3 statement statement NN work_htfht4hrybdz3jty5t7367hreu 7 4 : : : work_htfht4hrybdz3jty5t7367hreu 7 5 Please please UH work_htfht4hrybdz3jty5t7367hreu 7 6 refer refer VB work_htfht4hrybdz3jty5t7367hreu 7 7 to to IN work_htfht4hrybdz3jty5t7367hreu 7 8 the the DT work_htfht4hrybdz3jty5t7367hreu 7 9 repository repository JJ work_htfht4hrybdz3jty5t7367hreu 7 10 item item NN work_htfht4hrybdz3jty5t7367hreu 7 11 page page NN work_htfht4hrybdz3jty5t7367hreu 7 12 , , , work_htfht4hrybdz3jty5t7367hreu 7 13 publisher publisher NN work_htfht4hrybdz3jty5t7367hreu 7 14 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 7 15 statement statement NN work_htfht4hrybdz3jty5t7367hreu 7 16 section section NN work_htfht4hrybdz3jty5t7367hreu 7 17 , , , work_htfht4hrybdz3jty5t7367hreu 7 18 for for IN work_htfht4hrybdz3jty5t7367hreu 7 19 further further JJ work_htfht4hrybdz3jty5t7367hreu 7 20 information information NN work_htfht4hrybdz3jty5t7367hreu 7 21 . . . work_htfht4hrybdz3jty5t7367hreu 8 1 For for IN work_htfht4hrybdz3jty5t7367hreu 8 2 more more JJR work_htfht4hrybdz3jty5t7367hreu 8 3 information information NN work_htfht4hrybdz3jty5t7367hreu 8 4 , , , work_htfht4hrybdz3jty5t7367hreu 8 5 please please UH work_htfht4hrybdz3jty5t7367hreu 8 6 contact contact VB work_htfht4hrybdz3jty5t7367hreu 8 7 the the DT work_htfht4hrybdz3jty5t7367hreu 8 8 WRAP WRAP NNP work_htfht4hrybdz3jty5t7367hreu 8 9 Team Team NNP work_htfht4hrybdz3jty5t7367hreu 8 10 at at IN work_htfht4hrybdz3jty5t7367hreu 8 11 : : : work_htfht4hrybdz3jty5t7367hreu 8 12 wrap@warwick.ac.uk wrap@warwick.ac.uk CD work_htfht4hrybdz3jty5t7367hreu 8 13 . . . work_htfht4hrybdz3jty5t7367hreu 9 1 http://go.warwick.ac.uk/lib-publications http://go.warwick.ac.uk/lib-publications NNP work_htfht4hrybdz3jty5t7367hreu 9 2 http://go.warwick.ac.uk/lib-publications http://go.warwick.ac.uk/lib-publications NNP work_htfht4hrybdz3jty5t7367hreu 9 3 http://wrap.warwick.ac.uk/109440 http://wrap.warwick.ac.uk/109440 NNP work_htfht4hrybdz3jty5t7367hreu 9 4 http://creativecommons.org/licenses/by-nc-nd/4.0/ http://creativecommons.org/licenses/by-nc-nd/4.0/ NN work_htfht4hrybdz3jty5t7367hreu 9 5 mailto:wrap@warwick.ac.uk mailto:wrap@warwick.ac.uk NNP work_htfht4hrybdz3jty5t7367hreu 9 6 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 9 7 Viewpoint Viewpoint NNP work_htfht4hrybdz3jty5t7367hreu 9 8 Discovery Discovery NNP work_htfht4hrybdz3jty5t7367hreu 9 9 from from IN work_htfht4hrybdz3jty5t7367hreu 9 10 Tweets Tweets NNPS work_htfht4hrybdz3jty5t7367hreu 9 11 Using use VBG work_htfht4hrybdz3jty5t7367hreu 9 12 Bayesian Bayesian NNP work_htfht4hrybdz3jty5t7367hreu 9 13 Modelling modelling NN work_htfht4hrybdz3jty5t7367hreu 9 14 Lixing lixe VBG work_htfht4hrybdz3jty5t7367hreu 9 15 Zhua Zhua NNP work_htfht4hrybdz3jty5t7367hreu 9 16 , , , work_htfht4hrybdz3jty5t7367hreu 9 17 Yulan Yulan NNP work_htfht4hrybdz3jty5t7367hreu 9 18 Heb Heb NNP work_htfht4hrybdz3jty5t7367hreu 9 19 , , , work_htfht4hrybdz3jty5t7367hreu 9 20 Deyu Deyu NNP work_htfht4hrybdz3jty5t7367hreu 9 21 Zhoua,∗ Zhoua,∗ NNP work_htfht4hrybdz3jty5t7367hreu 9 22 aSchool aschool NN work_htfht4hrybdz3jty5t7367hreu 9 23 of of IN work_htfht4hrybdz3jty5t7367hreu 9 24 Computer Computer NNP work_htfht4hrybdz3jty5t7367hreu 9 25 Science Science NNP work_htfht4hrybdz3jty5t7367hreu 9 26 and and CC work_htfht4hrybdz3jty5t7367hreu 9 27 Engineering Engineering NNP work_htfht4hrybdz3jty5t7367hreu 9 28 , , , work_htfht4hrybdz3jty5t7367hreu 9 29 Southeast Southeast NNP work_htfht4hrybdz3jty5t7367hreu 9 30 University University NNP work_htfht4hrybdz3jty5t7367hreu 9 31 , , , work_htfht4hrybdz3jty5t7367hreu 9 32 China China NNP work_htfht4hrybdz3jty5t7367hreu 9 33 bDepartment bDepartment NNP work_htfht4hrybdz3jty5t7367hreu 9 34 of of IN work_htfht4hrybdz3jty5t7367hreu 9 35 Computer Computer NNP work_htfht4hrybdz3jty5t7367hreu 9 36 Science Science NNP work_htfht4hrybdz3jty5t7367hreu 9 37 , , , work_htfht4hrybdz3jty5t7367hreu 9 38 University University NNP work_htfht4hrybdz3jty5t7367hreu 9 39 of of IN work_htfht4hrybdz3jty5t7367hreu 9 40 Warwick Warwick NNP work_htfht4hrybdz3jty5t7367hreu 9 41 , , , work_htfht4hrybdz3jty5t7367hreu 9 42 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 9 43 Abstract Abstract NNP work_htfht4hrybdz3jty5t7367hreu 9 44 When when WRB work_htfht4hrybdz3jty5t7367hreu 9 45 users user NNS work_htfht4hrybdz3jty5t7367hreu 9 46 express express VBP work_htfht4hrybdz3jty5t7367hreu 9 47 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 9 48 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 9 49 towards towards IN work_htfht4hrybdz3jty5t7367hreu 9 50 a a DT work_htfht4hrybdz3jty5t7367hreu 9 51 topic topic NN work_htfht4hrybdz3jty5t7367hreu 9 52 in in IN work_htfht4hrybdz3jty5t7367hreu 9 53 social social JJ work_htfht4hrybdz3jty5t7367hreu 9 54 media medium NNS work_htfht4hrybdz3jty5t7367hreu 9 55 , , , work_htfht4hrybdz3jty5t7367hreu 9 56 they -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 9 57 might may MD work_htfht4hrybdz3jty5t7367hreu 9 58 elaborate elaborate VB work_htfht4hrybdz3jty5t7367hreu 9 59 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 9 60 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 9 61 or or CC work_htfht4hrybdz3jty5t7367hreu 9 62 reasoning reasoning NN work_htfht4hrybdz3jty5t7367hreu 9 63 . . . work_htfht4hrybdz3jty5t7367hreu 10 1 Oftentimes oftentimes RB work_htfht4hrybdz3jty5t7367hreu 10 2 , , , work_htfht4hrybdz3jty5t7367hreu 10 3 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 10 4 expressed express VBN work_htfht4hrybdz3jty5t7367hreu 10 5 by by IN work_htfht4hrybdz3jty5t7367hreu 10 6 different different JJ work_htfht4hrybdz3jty5t7367hreu 10 7 users user NNS work_htfht4hrybdz3jty5t7367hreu 10 8 exhibit exhibit VBP work_htfht4hrybdz3jty5t7367hreu 10 9 a a DT work_htfht4hrybdz3jty5t7367hreu 10 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 10 11 structure structure NN work_htfht4hrybdz3jty5t7367hreu 10 12 . . . work_htfht4hrybdz3jty5t7367hreu 11 1 Therefore therefore RB work_htfht4hrybdz3jty5t7367hreu 11 2 , , , work_htfht4hrybdz3jty5t7367hreu 11 3 detecting detect VBG work_htfht4hrybdz3jty5t7367hreu 11 4 this this DT work_htfht4hrybdz3jty5t7367hreu 11 5 kind kind NN work_htfht4hrybdz3jty5t7367hreu 11 6 of of IN work_htfht4hrybdz3jty5t7367hreu 11 7 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 11 8 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 11 9 offers offer VBZ work_htfht4hrybdz3jty5t7367hreu 11 10 a a DT work_htfht4hrybdz3jty5t7367hreu 11 11 better well JJR work_htfht4hrybdz3jty5t7367hreu 11 12 insight insight NN work_htfht4hrybdz3jty5t7367hreu 11 13 to to TO work_htfht4hrybdz3jty5t7367hreu 11 14 understand understand VB work_htfht4hrybdz3jty5t7367hreu 11 15 the the DT work_htfht4hrybdz3jty5t7367hreu 11 16 public public JJ work_htfht4hrybdz3jty5t7367hreu 11 17 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 11 18 . . . work_htfht4hrybdz3jty5t7367hreu 12 1 In in IN work_htfht4hrybdz3jty5t7367hreu 12 2 this this DT work_htfht4hrybdz3jty5t7367hreu 12 3 paper paper NN work_htfht4hrybdz3jty5t7367hreu 12 4 , , , work_htfht4hrybdz3jty5t7367hreu 12 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 12 6 propose propose VBP work_htfht4hrybdz3jty5t7367hreu 12 7 a a DT work_htfht4hrybdz3jty5t7367hreu 12 8 novel novel JJ work_htfht4hrybdz3jty5t7367hreu 12 9 Bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 12 10 model model NN work_htfht4hrybdz3jty5t7367hreu 12 11 for for IN work_htfht4hrybdz3jty5t7367hreu 12 12 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 12 13 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 12 14 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 12 15 from from IN work_htfht4hrybdz3jty5t7367hreu 12 16 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 12 17 . . . work_htfht4hrybdz3jty5t7367hreu 13 1 Driven drive VBN work_htfht4hrybdz3jty5t7367hreu 13 2 by by IN work_htfht4hrybdz3jty5t7367hreu 13 3 the the DT work_htfht4hrybdz3jty5t7367hreu 13 4 motivation motivation NN work_htfht4hrybdz3jty5t7367hreu 13 5 that that WDT work_htfht4hrybdz3jty5t7367hreu 13 6 a a DT work_htfht4hrybdz3jty5t7367hreu 13 7 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 13 8 expressed express VBN work_htfht4hrybdz3jty5t7367hreu 13 9 in in IN work_htfht4hrybdz3jty5t7367hreu 13 10 a a DT work_htfht4hrybdz3jty5t7367hreu 13 11 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 13 12 can can MD work_htfht4hrybdz3jty5t7367hreu 13 13 be be VB work_htfht4hrybdz3jty5t7367hreu 13 14 regarded regard VBN work_htfht4hrybdz3jty5t7367hreu 13 15 as as IN work_htfht4hrybdz3jty5t7367hreu 13 16 a a DT work_htfht4hrybdz3jty5t7367hreu 13 17 path path NN work_htfht4hrybdz3jty5t7367hreu 13 18 from from IN work_htfht4hrybdz3jty5t7367hreu 13 19 the the DT work_htfht4hrybdz3jty5t7367hreu 13 20 root root NN work_htfht4hrybdz3jty5t7367hreu 13 21 to to IN work_htfht4hrybdz3jty5t7367hreu 13 22 a a DT work_htfht4hrybdz3jty5t7367hreu 13 23 leaf leaf NN work_htfht4hrybdz3jty5t7367hreu 13 24 of of IN work_htfht4hrybdz3jty5t7367hreu 13 25 a a DT work_htfht4hrybdz3jty5t7367hreu 13 26 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 13 27 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 13 28 tree tree NN work_htfht4hrybdz3jty5t7367hreu 13 29 , , , work_htfht4hrybdz3jty5t7367hreu 13 30 the the DT work_htfht4hrybdz3jty5t7367hreu 13 31 assignment assignment NN work_htfht4hrybdz3jty5t7367hreu 13 32 of of IN work_htfht4hrybdz3jty5t7367hreu 13 33 the the DT work_htfht4hrybdz3jty5t7367hreu 13 34 relevant relevant JJ work_htfht4hrybdz3jty5t7367hreu 13 35 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 13 36 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 13 37 is be VBZ work_htfht4hrybdz3jty5t7367hreu 13 38 assumed assume VBN work_htfht4hrybdz3jty5t7367hreu 13 39 to to TO work_htfht4hrybdz3jty5t7367hreu 13 40 follow follow VB work_htfht4hrybdz3jty5t7367hreu 13 41 two two CD work_htfht4hrybdz3jty5t7367hreu 13 42 nested nest VBN work_htfht4hrybdz3jty5t7367hreu 13 43 Chinese chinese JJ work_htfht4hrybdz3jty5t7367hreu 13 44 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 13 45 processes process NNS work_htfht4hrybdz3jty5t7367hreu 13 46 . . . work_htfht4hrybdz3jty5t7367hreu 14 1 Moreover moreover RB work_htfht4hrybdz3jty5t7367hreu 14 2 , , , work_htfht4hrybdz3jty5t7367hreu 14 3 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 14 4 in in IN work_htfht4hrybdz3jty5t7367hreu 14 5 text text NN work_htfht4hrybdz3jty5t7367hreu 14 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 14 7 often often RB work_htfht4hrybdz3jty5t7367hreu 14 8 expressed express VBN work_htfht4hrybdz3jty5t7367hreu 14 9 in in IN work_htfht4hrybdz3jty5t7367hreu 14 10 un un NNP work_htfht4hrybdz3jty5t7367hreu 14 11 - - HYPH work_htfht4hrybdz3jty5t7367hreu 14 12 semantically semantically RB work_htfht4hrybdz3jty5t7367hreu 14 13 decomposable decomposable JJ work_htfht4hrybdz3jty5t7367hreu 14 14 multi multi NNS work_htfht4hrybdz3jty5t7367hreu 14 15 - - NNS work_htfht4hrybdz3jty5t7367hreu 14 16 terms term NNS work_htfht4hrybdz3jty5t7367hreu 14 17 or or CC work_htfht4hrybdz3jty5t7367hreu 14 18 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 14 19 , , , work_htfht4hrybdz3jty5t7367hreu 14 20 such such JJ work_htfht4hrybdz3jty5t7367hreu 14 21 as as IN work_htfht4hrybdz3jty5t7367hreu 14 22 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 14 23 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 14 24 recession recession NN work_htfht4hrybdz3jty5t7367hreu 14 25 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 14 26 . . . work_htfht4hrybdz3jty5t7367hreu 15 1 Hence hence RB work_htfht4hrybdz3jty5t7367hreu 15 2 , , , work_htfht4hrybdz3jty5t7367hreu 15 3 a a DT work_htfht4hrybdz3jty5t7367hreu 15 4 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 15 5 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 15 6 - - HYPH work_htfht4hrybdz3jty5t7367hreu 15 7 Yor Yor NNP work_htfht4hrybdz3jty5t7367hreu 15 8 process process NN work_htfht4hrybdz3jty5t7367hreu 15 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 15 10 employed employ VBN work_htfht4hrybdz3jty5t7367hreu 15 11 as as IN work_htfht4hrybdz3jty5t7367hreu 15 12 a a DT work_htfht4hrybdz3jty5t7367hreu 15 13 prior prior NN work_htfht4hrybdz3jty5t7367hreu 15 14 for for IN work_htfht4hrybdz3jty5t7367hreu 15 15 modelling model VBG work_htfht4hrybdz3jty5t7367hreu 15 16 the the DT work_htfht4hrybdz3jty5t7367hreu 15 17 generation generation NN work_htfht4hrybdz3jty5t7367hreu 15 18 of of IN work_htfht4hrybdz3jty5t7367hreu 15 19 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 15 20 with with IN work_htfht4hrybdz3jty5t7367hreu 15 21 arbitrary arbitrary JJ work_htfht4hrybdz3jty5t7367hreu 15 22 length length NN work_htfht4hrybdz3jty5t7367hreu 15 23 . . . work_htfht4hrybdz3jty5t7367hreu 16 1 Experimental experimental JJ work_htfht4hrybdz3jty5t7367hreu 16 2 results result NNS work_htfht4hrybdz3jty5t7367hreu 16 3 on on IN work_htfht4hrybdz3jty5t7367hreu 16 4 two two CD work_htfht4hrybdz3jty5t7367hreu 16 5 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 16 6 corpora corpora NN work_htfht4hrybdz3jty5t7367hreu 16 7 demonstrate demonstrate VBP work_htfht4hrybdz3jty5t7367hreu 16 8 the the DT work_htfht4hrybdz3jty5t7367hreu 16 9 effectiveness effectiveness NN work_htfht4hrybdz3jty5t7367hreu 16 10 of of IN work_htfht4hrybdz3jty5t7367hreu 16 11 the the DT work_htfht4hrybdz3jty5t7367hreu 16 12 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 16 13 Bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 16 14 model model NN work_htfht4hrybdz3jty5t7367hreu 16 15 for for IN work_htfht4hrybdz3jty5t7367hreu 16 16 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 16 17 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 16 18 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 16 19 . . . work_htfht4hrybdz3jty5t7367hreu 17 1 Keywords keyword NNS work_htfht4hrybdz3jty5t7367hreu 17 2 : : : work_htfht4hrybdz3jty5t7367hreu 17 3 Natural natural JJ work_htfht4hrybdz3jty5t7367hreu 17 4 language language NN work_htfht4hrybdz3jty5t7367hreu 17 5 processing processing NN work_htfht4hrybdz3jty5t7367hreu 17 6 , , , work_htfht4hrybdz3jty5t7367hreu 17 7 Opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 17 8 mining mining NN work_htfht4hrybdz3jty5t7367hreu 17 9 , , , work_htfht4hrybdz3jty5t7367hreu 17 10 Bayesian Bayesian NNP work_htfht4hrybdz3jty5t7367hreu 17 11 modelling modelling NN work_htfht4hrybdz3jty5t7367hreu 17 12 1 1 CD work_htfht4hrybdz3jty5t7367hreu 17 13 . . . work_htfht4hrybdz3jty5t7367hreu 18 1 Introduction introduction NN work_htfht4hrybdz3jty5t7367hreu 18 2 Stance Stance NNP work_htfht4hrybdz3jty5t7367hreu 18 3 classification classification NN work_htfht4hrybdz3jty5t7367hreu 18 4 aims aim VBZ work_htfht4hrybdz3jty5t7367hreu 18 5 to to TO work_htfht4hrybdz3jty5t7367hreu 18 6 predict predict VB work_htfht4hrybdz3jty5t7367hreu 18 7 one one NN work_htfht4hrybdz3jty5t7367hreu 18 8 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 18 9 stance stance NN work_htfht4hrybdz3jty5t7367hreu 18 10 in in IN work_htfht4hrybdz3jty5t7367hreu 18 11 a a DT work_htfht4hrybdz3jty5t7367hreu 18 12 two- two- RB work_htfht4hrybdz3jty5t7367hreu 18 13 sided sided JJ work_htfht4hrybdz3jty5t7367hreu 18 14 debate debate NN work_htfht4hrybdz3jty5t7367hreu 18 15 or or CC work_htfht4hrybdz3jty5t7367hreu 18 16 a a DT work_htfht4hrybdz3jty5t7367hreu 18 17 controversial controversial JJ work_htfht4hrybdz3jty5t7367hreu 18 18 hot hot JJ work_htfht4hrybdz3jty5t7367hreu 18 19 topic topic NN work_htfht4hrybdz3jty5t7367hreu 18 20 and and CC work_htfht4hrybdz3jty5t7367hreu 18 21 has have VBZ work_htfht4hrybdz3jty5t7367hreu 18 22 been be VBN work_htfht4hrybdz3jty5t7367hreu 18 23 inten- inten- XX work_htfht4hrybdz3jty5t7367hreu 18 24 sively sively RB work_htfht4hrybdz3jty5t7367hreu 18 25 studied studied JJ work_htfht4hrybdz3jty5t7367hreu 18 26 in in IN work_htfht4hrybdz3jty5t7367hreu 18 27 recent recent JJ work_htfht4hrybdz3jty5t7367hreu 18 28 years year NNS work_htfht4hrybdz3jty5t7367hreu 18 29 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 18 30 Hasan Hasan NNP work_htfht4hrybdz3jty5t7367hreu 18 31 and and CC work_htfht4hrybdz3jty5t7367hreu 18 32 Ng Ng NNP work_htfht4hrybdz3jty5t7367hreu 18 33 , , , work_htfht4hrybdz3jty5t7367hreu 18 34 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 18 35 ; ; : work_htfht4hrybdz3jty5t7367hreu 18 36 Elfardy Elfardy NNP work_htfht4hrybdz3jty5t7367hreu 18 37 et et NNP work_htfht4hrybdz3jty5t7367hreu 18 38 al al NNP work_htfht4hrybdz3jty5t7367hreu 18 39 . . NNP work_htfht4hrybdz3jty5t7367hreu 18 40 , , , work_htfht4hrybdz3jty5t7367hreu 18 41 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 18 42 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 18 43 . . . work_htfht4hrybdz3jty5t7367hreu 19 1 However however RB work_htfht4hrybdz3jty5t7367hreu 19 2 , , , work_htfht4hrybdz3jty5t7367hreu 19 3 apart apart RB work_htfht4hrybdz3jty5t7367hreu 19 4 from from IN work_htfht4hrybdz3jty5t7367hreu 19 5 detecting detect VBG work_htfht4hrybdz3jty5t7367hreu 19 6 one one CD work_htfht4hrybdz3jty5t7367hreu 19 7 ’s ’s NN work_htfht4hrybdz3jty5t7367hreu 19 8 stance stance NN work_htfht4hrybdz3jty5t7367hreu 19 9 , , , work_htfht4hrybdz3jty5t7367hreu 19 10 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 19 11 are be VBP work_htfht4hrybdz3jty5t7367hreu 19 12 more more RBR work_htfht4hrybdz3jty5t7367hreu 19 13 interested interested JJ work_htfht4hrybdz3jty5t7367hreu 19 14 in in IN work_htfht4hrybdz3jty5t7367hreu 19 15 figuring figure VBG work_htfht4hrybdz3jty5t7367hreu 19 16 out out RP work_htfht4hrybdz3jty5t7367hreu 19 17 the the DT work_htfht4hrybdz3jty5t7367hreu 19 18 reasons reason NNS work_htfht4hrybdz3jty5t7367hreu 19 19 or or CC work_htfht4hrybdz3jty5t7367hreu 19 20 key key JJ work_htfht4hrybdz3jty5t7367hreu 19 21 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 19 22 why why WRB work_htfht4hrybdz3jty5t7367hreu 19 23 the the DT work_htfht4hrybdz3jty5t7367hreu 19 24 person person NN work_htfht4hrybdz3jty5t7367hreu 19 25 supports support VBZ work_htfht4hrybdz3jty5t7367hreu 19 26 or or CC work_htfht4hrybdz3jty5t7367hreu 19 27 opposes oppose VBZ work_htfht4hrybdz3jty5t7367hreu 19 28 an an DT work_htfht4hrybdz3jty5t7367hreu 19 29 issue issue NN work_htfht4hrybdz3jty5t7367hreu 19 30 of of IN work_htfht4hrybdz3jty5t7367hreu 19 31 interest interest NN work_htfht4hrybdz3jty5t7367hreu 19 32 . . . work_htfht4hrybdz3jty5t7367hreu 20 1 More- more- RB work_htfht4hrybdz3jty5t7367hreu 20 2 over over RB work_htfht4hrybdz3jty5t7367hreu 20 3 , , , work_htfht4hrybdz3jty5t7367hreu 20 4 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 20 5 expressed express VBN work_htfht4hrybdz3jty5t7367hreu 20 6 by by IN work_htfht4hrybdz3jty5t7367hreu 20 7 different different JJ work_htfht4hrybdz3jty5t7367hreu 20 8 users user NNS work_htfht4hrybdz3jty5t7367hreu 20 9 could could MD work_htfht4hrybdz3jty5t7367hreu 20 10 be be VB work_htfht4hrybdz3jty5t7367hreu 20 11 related relate VBN work_htfht4hrybdz3jty5t7367hreu 20 12 and and CC work_htfht4hrybdz3jty5t7367hreu 20 13 exhibit exhibit VB work_htfht4hrybdz3jty5t7367hreu 20 14 a a DT work_htfht4hrybdz3jty5t7367hreu 20 15 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 20 16 structure structure NN work_htfht4hrybdz3jty5t7367hreu 20 17 . . . work_htfht4hrybdz3jty5t7367hreu 21 1 Figure figure NN work_htfht4hrybdz3jty5t7367hreu 21 2 1 1 CD work_htfht4hrybdz3jty5t7367hreu 21 3 illustrates illustrate VBZ work_htfht4hrybdz3jty5t7367hreu 21 4 an an DT work_htfht4hrybdz3jty5t7367hreu 21 5 ex- ex- JJ work_htfht4hrybdz3jty5t7367hreu 21 6 ample ample JJ work_htfht4hrybdz3jty5t7367hreu 21 7 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 21 8 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 21 9 tree tree NN work_htfht4hrybdz3jty5t7367hreu 21 10 , , , work_htfht4hrybdz3jty5t7367hreu 21 11 in in IN work_htfht4hrybdz3jty5t7367hreu 21 12 which which WDT work_htfht4hrybdz3jty5t7367hreu 21 13 both both DT work_htfht4hrybdz3jty5t7367hreu 21 14 User User NNP work_htfht4hrybdz3jty5t7367hreu 21 15 A A NNP work_htfht4hrybdz3jty5t7367hreu 21 16 and and CC work_htfht4hrybdz3jty5t7367hreu 21 17 User User NNP work_htfht4hrybdz3jty5t7367hreu 21 18 B B NNP work_htfht4hrybdz3jty5t7367hreu 21 19 are be VBP work_htfht4hrybdz3jty5t7367hreu 21 20 supporters supporter NNS work_htfht4hrybdz3jty5t7367hreu 21 21 of of IN work_htfht4hrybdz3jty5t7367hreu 21 22 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 21 23 . . . work_htfht4hrybdz3jty5t7367hreu 22 1 However however RB work_htfht4hrybdz3jty5t7367hreu 22 2 , , , work_htfht4hrybdz3jty5t7367hreu 22 3 the the DT work_htfht4hrybdz3jty5t7367hreu 22 4 former former JJ work_htfht4hrybdz3jty5t7367hreu 22 5 just just RB work_htfht4hrybdz3jty5t7367hreu 22 6 ex- ex- RB work_htfht4hrybdz3jty5t7367hreu 22 7 pressed press VBD work_htfht4hrybdz3jty5t7367hreu 22 8 his -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 22 9 support support NN work_htfht4hrybdz3jty5t7367hreu 22 10 for for IN work_htfht4hrybdz3jty5t7367hreu 22 11 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 22 12 without without IN work_htfht4hrybdz3jty5t7367hreu 22 13 mentioning mention VBG work_htfht4hrybdz3jty5t7367hreu 22 14 any any DT work_htfht4hrybdz3jty5t7367hreu 22 15 reasons reason NNS work_htfht4hrybdz3jty5t7367hreu 22 16 behind behind RB work_htfht4hrybdz3jty5t7367hreu 22 17 , , , work_htfht4hrybdz3jty5t7367hreu 22 18 while while IN work_htfht4hrybdz3jty5t7367hreu 22 19 the the DT work_htfht4hrybdz3jty5t7367hreu 22 20 latter latter JJ work_htfht4hrybdz3jty5t7367hreu 22 21 stated state VBD work_htfht4hrybdz3jty5t7367hreu 22 22 the the DT work_htfht4hrybdz3jty5t7367hreu 22 23 reason reason NN work_htfht4hrybdz3jty5t7367hreu 22 24 that that IN work_htfht4hrybdz3jty5t7367hreu 22 25 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 22 26 is be VBZ work_htfht4hrybdz3jty5t7367hreu 22 27 a a DT work_htfht4hrybdz3jty5t7367hreu 22 28 charis- charis- JJ work_htfht4hrybdz3jty5t7367hreu 22 29 matic matic JJ work_htfht4hrybdz3jty5t7367hreu 22 30 leader leader NN work_htfht4hrybdz3jty5t7367hreu 22 31 . . . work_htfht4hrybdz3jty5t7367hreu 23 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 23 2 can can MD work_htfht4hrybdz3jty5t7367hreu 23 3 also also RB work_htfht4hrybdz3jty5t7367hreu 23 4 see see VB work_htfht4hrybdz3jty5t7367hreu 23 5 that that IN work_htfht4hrybdz3jty5t7367hreu 23 6 both both CC work_htfht4hrybdz3jty5t7367hreu 23 7 User User NNP work_htfht4hrybdz3jty5t7367hreu 23 8 C C NNP work_htfht4hrybdz3jty5t7367hreu 23 9 and and CC work_htfht4hrybdz3jty5t7367hreu 23 10 User User NNP work_htfht4hrybdz3jty5t7367hreu 23 11 D D NNP work_htfht4hrybdz3jty5t7367hreu 23 12 support support NN work_htfht4hrybdz3jty5t7367hreu 23 13 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 23 14 due due IN work_htfht4hrybdz3jty5t7367hreu 23 15 to to IN work_htfht4hrybdz3jty5t7367hreu 23 16 his -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 23 17 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 23 18 policy policy NN work_htfht4hrybdz3jty5t7367hreu 23 19 , , , work_htfht4hrybdz3jty5t7367hreu 23 20 however however RB work_htfht4hrybdz3jty5t7367hreu 23 21 with with IN work_htfht4hrybdz3jty5t7367hreu 23 22 differ- differ- JJ work_htfht4hrybdz3jty5t7367hreu 23 23 ent ent NN work_htfht4hrybdz3jty5t7367hreu 23 24 reasons reason NNS work_htfht4hrybdz3jty5t7367hreu 23 25 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 23 26 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 23 27 higher high JJR work_htfht4hrybdz3jty5t7367hreu 23 28 employment employment NN work_htfht4hrybdz3jty5t7367hreu 23 29 rate rate NN work_htfht4hrybdz3jty5t7367hreu 23 30 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 23 31 vs. vs. IN work_htfht4hrybdz3jty5t7367hreu 23 32 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 23 33 trade trade NN work_htfht4hrybdz3jty5t7367hreu 23 34 protection protection NN work_htfht4hrybdz3jty5t7367hreu 23 35 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 23 36 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 23 37 . . . work_htfht4hrybdz3jty5t7367hreu 24 1 Such such PDT work_htfht4hrybdz3jty5t7367hreu 24 2 a a DT work_htfht4hrybdz3jty5t7367hreu 24 3 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 24 4 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 24 5 tree tree NN work_htfht4hrybdz3jty5t7367hreu 24 6 enables enable VBZ work_htfht4hrybdz3jty5t7367hreu 24 7 a a DT work_htfht4hrybdz3jty5t7367hreu 24 8 better well JJR work_htfht4hrybdz3jty5t7367hreu 24 9 understand- understand- JJ work_htfht4hrybdz3jty5t7367hreu 24 10 ing ing NN work_htfht4hrybdz3jty5t7367hreu 24 11 of of IN work_htfht4hrybdz3jty5t7367hreu 24 12 user user NN work_htfht4hrybdz3jty5t7367hreu 24 13 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 24 14 and and CC work_htfht4hrybdz3jty5t7367hreu 24 15 allows allow VBZ work_htfht4hrybdz3jty5t7367hreu 24 16 a a DT work_htfht4hrybdz3jty5t7367hreu 24 17 quick quick JJ work_htfht4hrybdz3jty5t7367hreu 24 18 glimpse glimpse NN work_htfht4hrybdz3jty5t7367hreu 24 19 of of IN work_htfht4hrybdz3jty5t7367hreu 24 20 reasons reason NNS work_htfht4hrybdz3jty5t7367hreu 24 21 be- be- RB work_htfht4hrybdz3jty5t7367hreu 24 22 hind hind NN work_htfht4hrybdz3jty5t7367hreu 24 23 users user NNS work_htfht4hrybdz3jty5t7367hreu 24 24 ’ ’ POS work_htfht4hrybdz3jty5t7367hreu 24 25 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 24 26 . . . work_htfht4hrybdz3jty5t7367hreu 25 1 Mining mine VBG work_htfht4hrybdz3jty5t7367hreu 25 2 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 25 3 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 25 4 from from IN work_htfht4hrybdz3jty5t7367hreu 25 5 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 25 6 is be VBZ work_htfht4hrybdz3jty5t7367hreu 25 7 challenging challenge VBG work_htfht4hrybdz3jty5t7367hreu 25 8 for for IN work_htfht4hrybdz3jty5t7367hreu 25 9 the the DT work_htfht4hrybdz3jty5t7367hreu 25 10 reasons reason NNS work_htfht4hrybdz3jty5t7367hreu 25 11 below below RB work_htfht4hrybdz3jty5t7367hreu 25 12 : : : work_htfht4hrybdz3jty5t7367hreu 25 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 25 14 1 1 LS work_htfht4hrybdz3jty5t7367hreu 25 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 25 16 In in IN work_htfht4hrybdz3jty5t7367hreu 25 17 comparison comparison NN work_htfht4hrybdz3jty5t7367hreu 25 18 with with IN work_htfht4hrybdz3jty5t7367hreu 25 19 that that DT work_htfht4hrybdz3jty5t7367hreu 25 20 the the DT work_htfht4hrybdz3jty5t7367hreu 25 21 stance stance NN work_htfht4hrybdz3jty5t7367hreu 25 22 is be VBZ work_htfht4hrybdz3jty5t7367hreu 25 23 either either CC work_htfht4hrybdz3jty5t7367hreu 25 24 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 25 25 Support support NN work_htfht4hrybdz3jty5t7367hreu 25 26 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 25 27 or or CC work_htfht4hrybdz3jty5t7367hreu 25 28 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 25 29 Oppose Oppose NNP work_htfht4hrybdz3jty5t7367hreu 25 30 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 25 31 , , , work_htfht4hrybdz3jty5t7367hreu 25 32 the the DT work_htfht4hrybdz3jty5t7367hreu 25 33 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 25 34 structure structure NN work_htfht4hrybdz3jty5t7367hreu 25 35 of of IN work_htfht4hrybdz3jty5t7367hreu 25 36 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 25 37 is be VBZ work_htfht4hrybdz3jty5t7367hreu 25 38 unknown unknown JJ work_htfht4hrybdz3jty5t7367hreu 25 39 a a DT work_htfht4hrybdz3jty5t7367hreu 25 40 priori priori FW work_htfht4hrybdz3jty5t7367hreu 25 41 ; ; : work_htfht4hrybdz3jty5t7367hreu 25 42 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 25 43 2 2 LS work_htfht4hrybdz3jty5t7367hreu 25 44 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 25 45 People People NNS work_htfht4hrybdz3jty5t7367hreu 25 46 tend tend VBP work_htfht4hrybdz3jty5t7367hreu 25 47 to to TO work_htfht4hrybdz3jty5t7367hreu 25 48 express express VB work_htfht4hrybdz3jty5t7367hreu 25 49 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 25 50 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 25 51 in in IN work_htfht4hrybdz3jty5t7367hreu 25 52 many many JJ work_htfht4hrybdz3jty5t7367hreu 25 53 different different JJ work_htfht4hrybdz3jty5t7367hreu 25 54 ways way NNS work_htfht4hrybdz3jty5t7367hreu 25 55 and and CC work_htfht4hrybdz3jty5t7367hreu 25 56 even even RB work_htfht4hrybdz3jty5t7367hreu 25 57 with with IN work_htfht4hrybdz3jty5t7367hreu 25 58 infor- infor- XX work_htfht4hrybdz3jty5t7367hreu 25 59 mal mal JJ work_htfht4hrybdz3jty5t7367hreu 25 60 or or CC work_htfht4hrybdz3jty5t7367hreu 25 61 ungrammatical ungrammatical JJ work_htfht4hrybdz3jty5t7367hreu 25 62 language language NN work_htfht4hrybdz3jty5t7367hreu 25 63 ; ; : work_htfht4hrybdz3jty5t7367hreu 25 64 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 25 65 3 3 LS work_htfht4hrybdz3jty5t7367hreu 25 66 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 25 67 Opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 25 68 expressions expression NNS work_htfht4hrybdz3jty5t7367hreu 25 69 often often RB work_htfht4hrybdz3jty5t7367hreu 25 70 contain contain VBP work_htfht4hrybdz3jty5t7367hreu 25 71 multi multi JJ work_htfht4hrybdz3jty5t7367hreu 25 72 - - JJ work_htfht4hrybdz3jty5t7367hreu 25 73 word word JJ work_htfht4hrybdz3jty5t7367hreu 25 74 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 25 75 , , , work_htfht4hrybdz3jty5t7367hreu 25 76 for for IN work_htfht4hrybdz3jty5t7367hreu 25 77 example example NN work_htfht4hrybdz3jty5t7367hreu 25 78 , , , work_htfht4hrybdz3jty5t7367hreu 25 79 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 25 80 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 25 81 recession recession NN work_htfht4hrybdz3jty5t7367hreu 25 82 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 25 83 and and CC work_htfht4hrybdz3jty5t7367hreu 25 84 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 25 85 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 25 86 growth growth NN work_htfht4hrybdz3jty5t7367hreu 25 87 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 25 88 . . . work_htfht4hrybdz3jty5t7367hreu 26 1 Simply simply RB work_htfht4hrybdz3jty5t7367hreu 26 2 decomposing decompose VBG work_htfht4hrybdz3jty5t7367hreu 26 3 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 26 4 into into IN work_htfht4hrybdz3jty5t7367hreu 26 5 uni- uni- JJ work_htfht4hrybdz3jty5t7367hreu 26 6 grams gram NNS work_htfht4hrybdz3jty5t7367hreu 26 7 may may MD work_htfht4hrybdz3jty5t7367hreu 26 8 lose lose VB work_htfht4hrybdz3jty5t7367hreu 26 9 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 26 10 original original JJ work_htfht4hrybdz3jty5t7367hreu 26 11 semantic semantic JJ work_htfht4hrybdz3jty5t7367hreu 26 12 meaning meaning NN work_htfht4hrybdz3jty5t7367hreu 26 13 . . . work_htfht4hrybdz3jty5t7367hreu 27 1 As as IN work_htfht4hrybdz3jty5t7367hreu 27 2 such such JJ work_htfht4hrybdz3jty5t7367hreu 27 3 , , , work_htfht4hrybdz3jty5t7367hreu 27 4 sim- sim- NN work_htfht4hrybdz3jty5t7367hreu 27 5 ∗Corresponding ∗corresponding NN work_htfht4hrybdz3jty5t7367hreu 27 6 author author NN work_htfht4hrybdz3jty5t7367hreu 27 7 . . . work_htfht4hrybdz3jty5t7367hreu 28 1 Fax fax UH work_htfht4hrybdz3jty5t7367hreu 28 2 . . . work_htfht4hrybdz3jty5t7367hreu 29 1 : : : work_htfht4hrybdz3jty5t7367hreu 29 2 8602552090861 8602552090861 CD work_htfht4hrybdz3jty5t7367hreu 29 3 . . . work_htfht4hrybdz3jty5t7367hreu 30 1 Email email NN work_htfht4hrybdz3jty5t7367hreu 30 2 addresses address NNS work_htfht4hrybdz3jty5t7367hreu 30 3 : : : work_htfht4hrybdz3jty5t7367hreu 30 4 zhulixing@seu.edu.cn zhulixing@seu.edu.cn LS work_htfht4hrybdz3jty5t7367hreu 30 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 30 6 Lixing Lixing NNP work_htfht4hrybdz3jty5t7367hreu 30 7 Zhu Zhu NNP work_htfht4hrybdz3jty5t7367hreu 30 8 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 30 9 , , , work_htfht4hrybdz3jty5t7367hreu 30 10 y.he@cantab.net y.he@cantab.net NNP work_htfht4hrybdz3jty5t7367hreu 30 11 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 30 12 Yulan Yulan NNP work_htfht4hrybdz3jty5t7367hreu 30 13 He He NNP work_htfht4hrybdz3jty5t7367hreu 30 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 30 15 , , , work_htfht4hrybdz3jty5t7367hreu 30 16 d.zhou@seu.edu.cn d.zhou@seu.edu.cn FW work_htfht4hrybdz3jty5t7367hreu 30 17 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 30 18 Deyu Deyu NNP work_htfht4hrybdz3jty5t7367hreu 30 19 Zhou Zhou NNP work_htfht4hrybdz3jty5t7367hreu 30 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 30 21 Trump trump VB work_htfht4hrybdz3jty5t7367hreu 30 22 running run VBG work_htfht4hrybdz3jty5t7367hreu 30 23 for for IN work_htfht4hrybdz3jty5t7367hreu 30 24 president president NN work_htfht4hrybdz3jty5t7367hreu 30 25 of of IN work_htfht4hrybdz3jty5t7367hreu 30 26 the the DT work_htfht4hrybdz3jty5t7367hreu 30 27 United United NNP work_htfht4hrybdz3jty5t7367hreu 30 28 States States NNP work_htfht4hrybdz3jty5t7367hreu 30 29 Support Support NNP work_htfht4hrybdz3jty5t7367hreu 30 30 Oppose Oppose NNP work_htfht4hrybdz3jty5t7367hreu 30 31 RacismPersonal RacismPersonal NNP work_htfht4hrybdz3jty5t7367hreu 30 32 charisma charisma NN work_htfht4hrybdz3jty5t7367hreu 30 33 Vote vote NN work_htfht4hrybdz3jty5t7367hreu 30 34 for for IN work_htfht4hrybdz3jty5t7367hreu 30 35 # # NNP work_htfht4hrybdz3jty5t7367hreu 30 36 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 30 37 . . . work_htfht4hrybdz3jty5t7367hreu 31 1 User User NNP work_htfht4hrybdz3jty5t7367hreu 31 2 A a DT work_htfht4hrybdz3jty5t7367hreu 31 3 Economic economic JJ work_htfht4hrybdz3jty5t7367hreu 31 4 policy policy NN work_htfht4hrybdz3jty5t7367hreu 31 5 ... ... NFP work_htfht4hrybdz3jty5t7367hreu 31 6 ... ... NFP work_htfht4hrybdz3jty5t7367hreu 31 7 # # $ work_htfht4hrybdz3jty5t7367hreu 31 8 DonaldTrump DonaldTrump NNP work_htfht4hrybdz3jty5t7367hreu 31 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 31 10 completely completely RB work_htfht4hrybdz3jty5t7367hreu 31 11 disgusting disgusting JJ work_htfht4hrybdz3jty5t7367hreu 31 12 for for IN work_htfht4hrybdz3jty5t7367hreu 31 13 his -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 31 14 racist racist NN work_htfht4hrybdz3jty5t7367hreu 31 15 . . . work_htfht4hrybdz3jty5t7367hreu 32 1 I -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 32 2 am be VBP work_htfht4hrybdz3jty5t7367hreu 32 3 impressed impressed JJ work_htfht4hrybdz3jty5t7367hreu 32 4 with with IN work_htfht4hrybdz3jty5t7367hreu 32 5 your -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 32 6 patriotism patriotism NN work_htfht4hrybdz3jty5t7367hreu 32 7 and and CC work_htfht4hrybdz3jty5t7367hreu 32 8 honesty honesty NN work_htfht4hrybdz3jty5t7367hreu 32 9 , , , work_htfht4hrybdz3jty5t7367hreu 32 10 there there EX work_htfht4hrybdz3jty5t7367hreu 32 11 needs need VBZ work_htfht4hrybdz3jty5t7367hreu 32 12 to to TO work_htfht4hrybdz3jty5t7367hreu 32 13 be be VB work_htfht4hrybdz3jty5t7367hreu 32 14 more more JJR work_htfht4hrybdz3jty5t7367hreu 32 15 like like IN work_htfht4hrybdz3jty5t7367hreu 32 16 you -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 32 17 on on IN work_htfht4hrybdz3jty5t7367hreu 32 18 capitol capitol NNP work_htfht4hrybdz3jty5t7367hreu 32 19 hill hill NNP work_htfht4hrybdz3jty5t7367hreu 32 20 . . . work_htfht4hrybdz3jty5t7367hreu 33 1 User User NNP work_htfht4hrybdz3jty5t7367hreu 33 2 B B NNP work_htfht4hrybdz3jty5t7367hreu 33 3 Higher Higher NNP work_htfht4hrybdz3jty5t7367hreu 33 4 employ- employ- VBD work_htfht4hrybdz3jty5t7367hreu 33 5 ment ment JJ work_htfht4hrybdz3jty5t7367hreu 33 6 rate rate NN work_htfht4hrybdz3jty5t7367hreu 33 7 User User NNP work_htfht4hrybdz3jty5t7367hreu 33 8 C C NNP work_htfht4hrybdz3jty5t7367hreu 33 9 User User NNP work_htfht4hrybdz3jty5t7367hreu 33 10 D D NNP work_htfht4hrybdz3jty5t7367hreu 33 11 Trade Trade NNP work_htfht4hrybdz3jty5t7367hreu 33 12 protec- protec- NN work_htfht4hrybdz3jty5t7367hreu 33 13 tion tion NN work_htfht4hrybdz3jty5t7367hreu 33 14 Figure figure NN work_htfht4hrybdz3jty5t7367hreu 33 15 1 1 CD work_htfht4hrybdz3jty5t7367hreu 33 16 : : : work_htfht4hrybdz3jty5t7367hreu 33 17 An an DT work_htfht4hrybdz3jty5t7367hreu 33 18 example example NN work_htfht4hrybdz3jty5t7367hreu 33 19 of of IN work_htfht4hrybdz3jty5t7367hreu 33 20 a a DT work_htfht4hrybdz3jty5t7367hreu 33 21 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 33 22 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 33 23 tree tree NN work_htfht4hrybdz3jty5t7367hreu 33 24 on on IN work_htfht4hrybdz3jty5t7367hreu 33 25 the the DT work_htfht4hrybdz3jty5t7367hreu 33 26 topic topic NN work_htfht4hrybdz3jty5t7367hreu 33 27 “ " `` work_htfht4hrybdz3jty5t7367hreu 33 28 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 33 29 run run NN work_htfht4hrybdz3jty5t7367hreu 33 30 for for IN work_htfht4hrybdz3jty5t7367hreu 33 31 election election NN work_htfht4hrybdz3jty5t7367hreu 33 32 ” " '' work_htfht4hrybdz3jty5t7367hreu 33 33 from from IN work_htfht4hrybdz3jty5t7367hreu 33 34 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 33 35 . . . work_htfht4hrybdz3jty5t7367hreu 34 1 ply ply RB work_htfht4hrybdz3jty5t7367hreu 34 2 applying apply VBG work_htfht4hrybdz3jty5t7367hreu 34 3 a a DT work_htfht4hrybdz3jty5t7367hreu 34 4 bag bag NN work_htfht4hrybdz3jty5t7367hreu 34 5 - - HYPH work_htfht4hrybdz3jty5t7367hreu 34 6 of of IN work_htfht4hrybdz3jty5t7367hreu 34 7 - - HYPH work_htfht4hrybdz3jty5t7367hreu 34 8 words word NNS work_htfht4hrybdz3jty5t7367hreu 34 9 topic topic NN work_htfht4hrybdz3jty5t7367hreu 34 10 model model NN work_htfht4hrybdz3jty5t7367hreu 34 11 might may MD work_htfht4hrybdz3jty5t7367hreu 34 12 wrongly wrongly RB work_htfht4hrybdz3jty5t7367hreu 34 13 group group VB work_htfht4hrybdz3jty5t7367hreu 34 14 them -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 34 15 under under IN work_htfht4hrybdz3jty5t7367hreu 34 16 the the DT work_htfht4hrybdz3jty5t7367hreu 34 17 same same JJ work_htfht4hrybdz3jty5t7367hreu 34 18 topic topic NN work_htfht4hrybdz3jty5t7367hreu 34 19 due due IN work_htfht4hrybdz3jty5t7367hreu 34 20 to to IN work_htfht4hrybdz3jty5t7367hreu 34 21 the the DT work_htfht4hrybdz3jty5t7367hreu 34 22 shared shared JJ work_htfht4hrybdz3jty5t7367hreu 34 23 word word NN work_htfht4hrybdz3jty5t7367hreu 34 24 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 34 25 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 34 26 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 34 27 . . . work_htfht4hrybdz3jty5t7367hreu 35 1 To to TO work_htfht4hrybdz3jty5t7367hreu 35 2 tackle tackle VB work_htfht4hrybdz3jty5t7367hreu 35 3 these these DT work_htfht4hrybdz3jty5t7367hreu 35 4 challenges challenge NNS work_htfht4hrybdz3jty5t7367hreu 35 5 , , , work_htfht4hrybdz3jty5t7367hreu 35 6 in in IN work_htfht4hrybdz3jty5t7367hreu 35 7 this this DT work_htfht4hrybdz3jty5t7367hreu 35 8 paper paper NN work_htfht4hrybdz3jty5t7367hreu 35 9 , , , work_htfht4hrybdz3jty5t7367hreu 35 10 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 35 11 propose propose VBP work_htfht4hrybdz3jty5t7367hreu 35 12 a a DT work_htfht4hrybdz3jty5t7367hreu 35 13 Bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 35 14 model model NN work_htfht4hrybdz3jty5t7367hreu 35 15 , , , work_htfht4hrybdz3jty5t7367hreu 35 16 called call VBD work_htfht4hrybdz3jty5t7367hreu 35 17 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 35 18 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 35 19 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 35 20 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 35 21 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 35 22 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 35 23 model model NN work_htfht4hrybdz3jty5t7367hreu 35 24 , , , work_htfht4hrybdz3jty5t7367hreu 35 25 for for IN work_htfht4hrybdz3jty5t7367hreu 35 26 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 35 27 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 35 28 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 35 29 from from IN work_htfht4hrybdz3jty5t7367hreu 35 30 text text NN work_htfht4hrybdz3jty5t7367hreu 35 31 . . . work_htfht4hrybdz3jty5t7367hreu 36 1 In in IN work_htfht4hrybdz3jty5t7367hreu 36 2 such such PDT work_htfht4hrybdz3jty5t7367hreu 36 3 a a DT work_htfht4hrybdz3jty5t7367hreu 36 4 model model NN work_htfht4hrybdz3jty5t7367hreu 36 5 , , , work_htfht4hrybdz3jty5t7367hreu 36 6 the the DT work_htfht4hrybdz3jty5t7367hreu 36 7 root root NN work_htfht4hrybdz3jty5t7367hreu 36 8 node node NN work_htfht4hrybdz3jty5t7367hreu 36 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 36 10 level-1 level-1 NNP work_htfht4hrybdz3jty5t7367hreu 36 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 36 12 contains contain VBZ work_htfht4hrybdz3jty5t7367hreu 36 13 the the DT work_htfht4hrybdz3jty5t7367hreu 36 14 topic topic NN work_htfht4hrybdz3jty5t7367hreu 36 15 of of IN work_htfht4hrybdz3jty5t7367hreu 36 16 inter- inter- NNP work_htfht4hrybdz3jty5t7367hreu 36 17 est est NNP work_htfht4hrybdz3jty5t7367hreu 36 18 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 36 19 e.g. e.g. RB work_htfht4hrybdz3jty5t7367hreu 36 20 , , , work_htfht4hrybdz3jty5t7367hreu 36 21 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 36 22 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 36 23 run run NN work_htfht4hrybdz3jty5t7367hreu 36 24 for for IN work_htfht4hrybdz3jty5t7367hreu 36 25 president president NN work_htfht4hrybdz3jty5t7367hreu 36 26 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 36 27 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 36 28 and and CC work_htfht4hrybdz3jty5t7367hreu 36 29 the the DT work_htfht4hrybdz3jty5t7367hreu 36 30 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 36 31 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 36 32 in- in- JJ work_htfht4hrybdz3jty5t7367hreu 36 33 dicate dicate VBP work_htfht4hrybdz3jty5t7367hreu 36 34 stance stance NN work_htfht4hrybdz3jty5t7367hreu 36 35 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 36 36 e.g. e.g. RB work_htfht4hrybdz3jty5t7367hreu 36 37 , , , work_htfht4hrybdz3jty5t7367hreu 36 38 either either CC work_htfht4hrybdz3jty5t7367hreu 36 39 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 36 40 Support support NN work_htfht4hrybdz3jty5t7367hreu 36 41 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 36 42 or or CC work_htfht4hrybdz3jty5t7367hreu 36 43 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 36 44 Oppose oppose NN work_htfht4hrybdz3jty5t7367hreu 36 45 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 36 46 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 36 47 , , , work_htfht4hrybdz3jty5t7367hreu 36 48 while while IN work_htfht4hrybdz3jty5t7367hreu 36 49 top- top- DT work_htfht4hrybdz3jty5t7367hreu 36 50 ics ics NN work_htfht4hrybdz3jty5t7367hreu 36 51 in in IN work_htfht4hrybdz3jty5t7367hreu 36 52 the the DT work_htfht4hrybdz3jty5t7367hreu 36 53 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 36 54 and and CC work_htfht4hrybdz3jty5t7367hreu 36 55 below below IN work_htfht4hrybdz3jty5t7367hreu 36 56 contain contain VBP work_htfht4hrybdz3jty5t7367hreu 36 57 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 36 58 under under IN work_htfht4hrybdz3jty5t7367hreu 36 59 differ- differ- JJ work_htfht4hrybdz3jty5t7367hreu 36 60 ent ent NN work_htfht4hrybdz3jty5t7367hreu 36 61 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 36 62 . . . work_htfht4hrybdz3jty5t7367hreu 37 1 Assuming assume VBG work_htfht4hrybdz3jty5t7367hreu 37 2 that that IN work_htfht4hrybdz3jty5t7367hreu 37 3 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 37 4 in in IN work_htfht4hrybdz3jty5t7367hreu 37 5 each each DT work_htfht4hrybdz3jty5t7367hreu 37 6 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 37 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 37 8 gen- gen- RB work_htfht4hrybdz3jty5t7367hreu 37 9 erated erate VBN work_htfht4hrybdz3jty5t7367hreu 37 10 from from IN work_htfht4hrybdz3jty5t7367hreu 37 11 a a DT work_htfht4hrybdz3jty5t7367hreu 37 12 path path NN work_htfht4hrybdz3jty5t7367hreu 37 13 from from IN work_htfht4hrybdz3jty5t7367hreu 37 14 the the DT work_htfht4hrybdz3jty5t7367hreu 37 15 root root NN work_htfht4hrybdz3jty5t7367hreu 37 16 to to IN work_htfht4hrybdz3jty5t7367hreu 37 17 a a DT work_htfht4hrybdz3jty5t7367hreu 37 18 leaf leaf NN work_htfht4hrybdz3jty5t7367hreu 37 19 of of IN work_htfht4hrybdz3jty5t7367hreu 37 20 a a DT work_htfht4hrybdz3jty5t7367hreu 37 21 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 37 22 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 37 23 tree tree NN work_htfht4hrybdz3jty5t7367hreu 37 24 , , , work_htfht4hrybdz3jty5t7367hreu 37 25 the the DT work_htfht4hrybdz3jty5t7367hreu 37 26 assignment assignment NN work_htfht4hrybdz3jty5t7367hreu 37 27 of of IN work_htfht4hrybdz3jty5t7367hreu 37 28 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 37 29 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 37 30 can can MD work_htfht4hrybdz3jty5t7367hreu 37 31 be be VB work_htfht4hrybdz3jty5t7367hreu 37 32 re- re- RB work_htfht4hrybdz3jty5t7367hreu 37 33 garded garde VBN work_htfht4hrybdz3jty5t7367hreu 37 34 as as IN work_htfht4hrybdz3jty5t7367hreu 37 35 following follow VBG work_htfht4hrybdz3jty5t7367hreu 37 36 two two CD work_htfht4hrybdz3jty5t7367hreu 37 37 nested nest VBN work_htfht4hrybdz3jty5t7367hreu 37 38 Chinese Chinese NNP work_htfht4hrybdz3jty5t7367hreu 37 39 Restaurant Restaurant NNP work_htfht4hrybdz3jty5t7367hreu 37 40 Processes process NNS work_htfht4hrybdz3jty5t7367hreu 37 41 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 37 42 nCRPs ncrps NN work_htfht4hrybdz3jty5t7367hreu 37 43 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 37 44 . . . work_htfht4hrybdz3jty5t7367hreu 38 1 Furthermore furthermore RB work_htfht4hrybdz3jty5t7367hreu 38 2 , , , work_htfht4hrybdz3jty5t7367hreu 38 3 a a DT work_htfht4hrybdz3jty5t7367hreu 38 4 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 38 5 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 38 6 - - HYPH work_htfht4hrybdz3jty5t7367hreu 38 7 Yor Yor NNP work_htfht4hrybdz3jty5t7367hreu 38 8 process process NN work_htfht4hrybdz3jty5t7367hreu 38 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 38 10 employed employ VBN work_htfht4hrybdz3jty5t7367hreu 38 11 as as IN work_htfht4hrybdz3jty5t7367hreu 38 12 a a DT work_htfht4hrybdz3jty5t7367hreu 38 13 prior prior NN work_htfht4hrybdz3jty5t7367hreu 38 14 to to TO work_htfht4hrybdz3jty5t7367hreu 38 15 model model VB work_htfht4hrybdz3jty5t7367hreu 38 16 the the DT work_htfht4hrybdz3jty5t7367hreu 38 17 generation generation NN work_htfht4hrybdz3jty5t7367hreu 38 18 of of IN work_htfht4hrybdz3jty5t7367hreu 38 19 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 38 20 with with IN work_htfht4hrybdz3jty5t7367hreu 38 21 October October NNP work_htfht4hrybdz3jty5t7367hreu 38 22 8 8 CD work_htfht4hrybdz3jty5t7367hreu 38 23 , , , work_htfht4hrybdz3jty5t7367hreu 38 24 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 38 25 arbitrary arbitrary JJ work_htfht4hrybdz3jty5t7367hreu 38 26 length length NN work_htfht4hrybdz3jty5t7367hreu 38 27 . . . work_htfht4hrybdz3jty5t7367hreu 39 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 39 2 have have VBP work_htfht4hrybdz3jty5t7367hreu 39 3 also also RB work_htfht4hrybdz3jty5t7367hreu 39 4 explored explore VBN work_htfht4hrybdz3jty5t7367hreu 39 5 various various JJ work_htfht4hrybdz3jty5t7367hreu 39 6 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 39 7 for for IN work_htfht4hrybdz3jty5t7367hreu 39 8 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 39 9 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 39 10 information information NN work_htfht4hrybdz3jty5t7367hreu 39 11 such such JJ work_htfht4hrybdz3jty5t7367hreu 39 12 as as IN work_htfht4hrybdz3jty5t7367hreu 39 13 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 39 14 lexicons lexicon NNS work_htfht4hrybdz3jty5t7367hreu 39 15 and and CC work_htfht4hrybdz3jty5t7367hreu 39 16 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 39 17 in in IN work_htfht4hrybdz3jty5t7367hreu 39 18 order order NN work_htfht4hrybdz3jty5t7367hreu 39 19 to to TO work_htfht4hrybdz3jty5t7367hreu 39 20 improve improve VB work_htfht4hrybdz3jty5t7367hreu 39 21 the the DT work_htfht4hrybdz3jty5t7367hreu 39 22 stance stance NN work_htfht4hrybdz3jty5t7367hreu 39 23 classification classification NN work_htfht4hrybdz3jty5t7367hreu 39 24 accu- accu- NN work_htfht4hrybdz3jty5t7367hreu 39 25 racy racy NN work_htfht4hrybdz3jty5t7367hreu 39 26 . . . work_htfht4hrybdz3jty5t7367hreu 40 1 To to IN work_htfht4hrybdz3jty5t7367hreu 40 2 the the DT work_htfht4hrybdz3jty5t7367hreu 40 3 best good JJS work_htfht4hrybdz3jty5t7367hreu 40 4 of of IN work_htfht4hrybdz3jty5t7367hreu 40 5 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 40 6 knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 40 7 , , , work_htfht4hrybdz3jty5t7367hreu 40 8 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 40 9 work work NN work_htfht4hrybdz3jty5t7367hreu 40 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 40 11 the the DT work_htfht4hrybdz3jty5t7367hreu 40 12 first first JJ work_htfht4hrybdz3jty5t7367hreu 40 13 attempt attempt NN work_htfht4hrybdz3jty5t7367hreu 40 14 for for IN work_htfht4hrybdz3jty5t7367hreu 40 15 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 40 16 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 40 17 detection detection NN work_htfht4hrybdz3jty5t7367hreu 40 18 . . . work_htfht4hrybdz3jty5t7367hreu 41 1 The the DT work_htfht4hrybdz3jty5t7367hreu 41 2 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 41 3 approach approach NN work_htfht4hrybdz3jty5t7367hreu 41 4 has have VBZ work_htfht4hrybdz3jty5t7367hreu 41 5 been be VBN work_htfht4hrybdz3jty5t7367hreu 41 6 evaluated evaluate VBN work_htfht4hrybdz3jty5t7367hreu 41 7 on on IN work_htfht4hrybdz3jty5t7367hreu 41 8 two two CD work_htfht4hrybdz3jty5t7367hreu 41 9 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 41 10 corpora corpora NN work_htfht4hrybdz3jty5t7367hreu 41 11 . . . work_htfht4hrybdz3jty5t7367hreu 42 1 Experimental experimental JJ work_htfht4hrybdz3jty5t7367hreu 42 2 re- re- JJ work_htfht4hrybdz3jty5t7367hreu 42 3 sults sult NNS work_htfht4hrybdz3jty5t7367hreu 42 4 demonstrate demonstrate VBP work_htfht4hrybdz3jty5t7367hreu 42 5 the the DT work_htfht4hrybdz3jty5t7367hreu 42 6 effectiveness effectiveness NN work_htfht4hrybdz3jty5t7367hreu 42 7 of of IN work_htfht4hrybdz3jty5t7367hreu 42 8 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 42 9 approach approach NN work_htfht4hrybdz3jty5t7367hreu 42 10 in in IN work_htfht4hrybdz3jty5t7367hreu 42 11 compar- compar- NNP work_htfht4hrybdz3jty5t7367hreu 42 12 ison ison NNP work_htfht4hrybdz3jty5t7367hreu 42 13 with with IN work_htfht4hrybdz3jty5t7367hreu 42 14 existing exist VBG work_htfht4hrybdz3jty5t7367hreu 42 15 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 42 16 for for IN work_htfht4hrybdz3jty5t7367hreu 42 17 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 42 18 topic topic NN work_htfht4hrybdz3jty5t7367hreu 42 19 detection detection NN work_htfht4hrybdz3jty5t7367hreu 42 20 or or CC work_htfht4hrybdz3jty5t7367hreu 42 21 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 42 22 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 42 23 . . . work_htfht4hrybdz3jty5t7367hreu 43 1 Our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 43 2 source source NN work_htfht4hrybdz3jty5t7367hreu 43 3 code code NN work_htfht4hrybdz3jty5t7367hreu 43 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 43 5 made make VBN work_htfht4hrybdz3jty5t7367hreu 43 6 available available JJ work_htfht4hrybdz3jty5t7367hreu 43 7 at at IN work_htfht4hrybdz3jty5t7367hreu 43 8 https://github.com/somethingx86/HOP https://github.com/somethingx86/HOP NNP work_htfht4hrybdz3jty5t7367hreu 43 9 . . . work_htfht4hrybdz3jty5t7367hreu 44 1 2 2 LS work_htfht4hrybdz3jty5t7367hreu 44 2 . . . work_htfht4hrybdz3jty5t7367hreu 45 1 Related related JJ work_htfht4hrybdz3jty5t7367hreu 45 2 Work work NN work_htfht4hrybdz3jty5t7367hreu 45 3 In in IN work_htfht4hrybdz3jty5t7367hreu 45 4 this this DT work_htfht4hrybdz3jty5t7367hreu 45 5 section section NN work_htfht4hrybdz3jty5t7367hreu 45 6 , , , work_htfht4hrybdz3jty5t7367hreu 45 7 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 45 8 give give VBP work_htfht4hrybdz3jty5t7367hreu 45 9 a a DT work_htfht4hrybdz3jty5t7367hreu 45 10 brief brief JJ work_htfht4hrybdz3jty5t7367hreu 45 11 review review NN work_htfht4hrybdz3jty5t7367hreu 45 12 of of IN work_htfht4hrybdz3jty5t7367hreu 45 13 four four CD work_htfht4hrybdz3jty5t7367hreu 45 14 related related JJ work_htfht4hrybdz3jty5t7367hreu 45 15 lines line NNS work_htfht4hrybdz3jty5t7367hreu 45 16 of of IN work_htfht4hrybdz3jty5t7367hreu 45 17 research research NN work_htfht4hrybdz3jty5t7367hreu 45 18 : : : work_htfht4hrybdz3jty5t7367hreu 45 19 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 45 20 mining mining NN work_htfht4hrybdz3jty5t7367hreu 45 21 based base VBN work_htfht4hrybdz3jty5t7367hreu 45 22 on on IN work_htfht4hrybdz3jty5t7367hreu 45 23 topic topic NN work_htfht4hrybdz3jty5t7367hreu 45 24 models model NNS work_htfht4hrybdz3jty5t7367hreu 45 25 , , , work_htfht4hrybdz3jty5t7367hreu 45 26 hierarchical hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 45 27 topic topic NN work_htfht4hrybdz3jty5t7367hreu 45 28 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 45 29 , , , work_htfht4hrybdz3jty5t7367hreu 45 30 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 45 31 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 45 32 models model NNS work_htfht4hrybdz3jty5t7367hreu 45 33 and and CC work_htfht4hrybdz3jty5t7367hreu 45 34 deep deep JJ work_htfht4hrybdz3jty5t7367hreu 45 35 learning learning NN work_htfht4hrybdz3jty5t7367hreu 45 36 for for IN work_htfht4hrybdz3jty5t7367hreu 45 37 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 45 38 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 45 39 . . . work_htfht4hrybdz3jty5t7367hreu 46 1 2.1 2.1 CD work_htfht4hrybdz3jty5t7367hreu 46 2 . . . work_htfht4hrybdz3jty5t7367hreu 47 1 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 47 2 Mining Mining NNP work_htfht4hrybdz3jty5t7367hreu 47 3 based base VBN work_htfht4hrybdz3jty5t7367hreu 47 4 on on IN work_htfht4hrybdz3jty5t7367hreu 47 5 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 47 6 models model NNS work_htfht4hrybdz3jty5t7367hreu 47 7 Topic topic JJ work_htfht4hrybdz3jty5t7367hreu 47 8 models model NNS work_htfht4hrybdz3jty5t7367hreu 47 9 such such JJ work_htfht4hrybdz3jty5t7367hreu 47 10 as as IN work_htfht4hrybdz3jty5t7367hreu 47 11 Latent Latent NNP work_htfht4hrybdz3jty5t7367hreu 47 12 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 47 13 Allocation Allocation NNP work_htfht4hrybdz3jty5t7367hreu 47 14 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 47 15 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 47 16 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 47 17 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 47 18 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 47 19 et et FW work_htfht4hrybdz3jty5t7367hreu 47 20 al al NNP work_htfht4hrybdz3jty5t7367hreu 47 21 . . NNP work_htfht4hrybdz3jty5t7367hreu 47 22 , , , work_htfht4hrybdz3jty5t7367hreu 47 23 2003 2003 CD work_htfht4hrybdz3jty5t7367hreu 47 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 47 25 have have VBP work_htfht4hrybdz3jty5t7367hreu 47 26 been be VBN work_htfht4hrybdz3jty5t7367hreu 47 27 proven prove VBN work_htfht4hrybdz3jty5t7367hreu 47 28 effective effective JJ work_htfht4hrybdz3jty5t7367hreu 47 29 for for IN work_htfht4hrybdz3jty5t7367hreu 47 30 opin- opin- NN work_htfht4hrybdz3jty5t7367hreu 47 31 ion ion NN work_htfht4hrybdz3jty5t7367hreu 47 32 mining mining NN work_htfht4hrybdz3jty5t7367hreu 47 33 . . . work_htfht4hrybdz3jty5t7367hreu 48 1 Lin Lin NNP work_htfht4hrybdz3jty5t7367hreu 48 2 and and CC work_htfht4hrybdz3jty5t7367hreu 48 3 He -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 48 4 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 48 5 2009 2009 CD work_htfht4hrybdz3jty5t7367hreu 48 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 48 7 proposed propose VBD work_htfht4hrybdz3jty5t7367hreu 48 8 a a DT work_htfht4hrybdz3jty5t7367hreu 48 9 Joint Joint NNP work_htfht4hrybdz3jty5t7367hreu 48 10 Sentiment Sentiment NNP work_htfht4hrybdz3jty5t7367hreu 48 11 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 48 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 48 13 JST JST NNP work_htfht4hrybdz3jty5t7367hreu 48 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 48 15 model model NN work_htfht4hrybdz3jty5t7367hreu 48 16 that that WDT work_htfht4hrybdz3jty5t7367hreu 48 17 extends extend VBZ work_htfht4hrybdz3jty5t7367hreu 48 18 the the DT work_htfht4hrybdz3jty5t7367hreu 48 19 standard standard JJ work_htfht4hrybdz3jty5t7367hreu 48 20 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 48 21 by by IN work_htfht4hrybdz3jty5t7367hreu 48 22 adding add VBG work_htfht4hrybdz3jty5t7367hreu 48 23 a a DT work_htfht4hrybdz3jty5t7367hreu 48 24 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 48 25 layer layer NN work_htfht4hrybdz3jty5t7367hreu 48 26 on on IN work_htfht4hrybdz3jty5t7367hreu 48 27 top top NN work_htfht4hrybdz3jty5t7367hreu 48 28 of of IN work_htfht4hrybdz3jty5t7367hreu 48 29 the the DT work_htfht4hrybdz3jty5t7367hreu 48 30 topic topic NN work_htfht4hrybdz3jty5t7367hreu 48 31 layer layer NN work_htfht4hrybdz3jty5t7367hreu 48 32 to to TO work_htfht4hrybdz3jty5t7367hreu 48 33 allow allow VB work_htfht4hrybdz3jty5t7367hreu 48 34 the the DT work_htfht4hrybdz3jty5t7367hreu 48 35 extrac- extrac- NNP work_htfht4hrybdz3jty5t7367hreu 48 36 tion tion NN work_htfht4hrybdz3jty5t7367hreu 48 37 of of IN work_htfht4hrybdz3jty5t7367hreu 48 38 positive positive JJ work_htfht4hrybdz3jty5t7367hreu 48 39 and and CC work_htfht4hrybdz3jty5t7367hreu 48 40 negative negative JJ work_htfht4hrybdz3jty5t7367hreu 48 41 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 48 42 . . . work_htfht4hrybdz3jty5t7367hreu 49 1 A a DT work_htfht4hrybdz3jty5t7367hreu 49 2 variant variant NN work_htfht4hrybdz3jty5t7367hreu 49 3 of of IN work_htfht4hrybdz3jty5t7367hreu 49 4 JST JST NNP work_htfht4hrybdz3jty5t7367hreu 49 5 called call VBN work_htfht4hrybdz3jty5t7367hreu 49 6 reverse reverse JJ work_htfht4hrybdz3jty5t7367hreu 49 7 - - HYPH work_htfht4hrybdz3jty5t7367hreu 49 8 JST JST NNP work_htfht4hrybdz3jty5t7367hreu 49 9 was be VBD work_htfht4hrybdz3jty5t7367hreu 49 10 studied study VBN work_htfht4hrybdz3jty5t7367hreu 49 11 in in IN work_htfht4hrybdz3jty5t7367hreu 49 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 49 13 Lin Lin NNP work_htfht4hrybdz3jty5t7367hreu 49 14 et et NNP work_htfht4hrybdz3jty5t7367hreu 49 15 al al NNP work_htfht4hrybdz3jty5t7367hreu 49 16 . . NNP work_htfht4hrybdz3jty5t7367hreu 49 17 , , , work_htfht4hrybdz3jty5t7367hreu 49 18 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 49 19 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 49 20 , , , work_htfht4hrybdz3jty5t7367hreu 49 21 where where WRB work_htfht4hrybdz3jty5t7367hreu 49 22 the the DT work_htfht4hrybdz3jty5t7367hreu 49 23 gen- gen- NN work_htfht4hrybdz3jty5t7367hreu 49 24 eration eration NN work_htfht4hrybdz3jty5t7367hreu 49 25 of of IN work_htfht4hrybdz3jty5t7367hreu 49 26 sentiments sentiment NNS work_htfht4hrybdz3jty5t7367hreu 49 27 and and CC work_htfht4hrybdz3jty5t7367hreu 49 28 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 49 29 is be VBZ work_htfht4hrybdz3jty5t7367hreu 49 30 reversed reverse VBN work_htfht4hrybdz3jty5t7367hreu 49 31 . . . work_htfht4hrybdz3jty5t7367hreu 50 1 Kawamae Kawamae NNP work_htfht4hrybdz3jty5t7367hreu 50 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 50 3 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 50 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 50 5 separated separate VBD work_htfht4hrybdz3jty5t7367hreu 50 6 words word NNS work_htfht4hrybdz3jty5t7367hreu 50 7 into into IN work_htfht4hrybdz3jty5t7367hreu 50 8 aspect aspect JJ work_htfht4hrybdz3jty5t7367hreu 50 9 words word NNS work_htfht4hrybdz3jty5t7367hreu 50 10 , , , work_htfht4hrybdz3jty5t7367hreu 50 11 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 50 12 words word NNS work_htfht4hrybdz3jty5t7367hreu 50 13 and and CC work_htfht4hrybdz3jty5t7367hreu 50 14 other other JJ work_htfht4hrybdz3jty5t7367hreu 50 15 words word NNS work_htfht4hrybdz3jty5t7367hreu 50 16 . . . work_htfht4hrybdz3jty5t7367hreu 51 1 Aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 51 2 words word NNS work_htfht4hrybdz3jty5t7367hreu 51 3 were be VBD work_htfht4hrybdz3jty5t7367hreu 51 4 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 51 5 dependent dependent JJ work_htfht4hrybdz3jty5t7367hreu 51 6 on on IN work_htfht4hrybdz3jty5t7367hreu 51 7 latent latent NN work_htfht4hrybdz3jty5t7367hreu 51 8 as- as- NN work_htfht4hrybdz3jty5t7367hreu 51 9 pects pect NNS work_htfht4hrybdz3jty5t7367hreu 51 10 which which WDT work_htfht4hrybdz3jty5t7367hreu 51 11 were be VBD work_htfht4hrybdz3jty5t7367hreu 51 12 in in IN work_htfht4hrybdz3jty5t7367hreu 51 13 turn turn NN work_htfht4hrybdz3jty5t7367hreu 51 14 sampled sample VBN work_htfht4hrybdz3jty5t7367hreu 51 15 from from IN work_htfht4hrybdz3jty5t7367hreu 51 16 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 51 17 - - HYPH work_htfht4hrybdz3jty5t7367hreu 51 18 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 51 19 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 51 20 . . . work_htfht4hrybdz3jty5t7367hreu 52 1 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 52 2 et et FW work_htfht4hrybdz3jty5t7367hreu 52 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 52 4 . . . work_htfht4hrybdz3jty5t7367hreu 53 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 53 2 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 53 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 53 4 modified modify VBD work_htfht4hrybdz3jty5t7367hreu 53 5 the the DT work_htfht4hrybdz3jty5t7367hreu 53 6 aforementioned aforementioned JJ work_htfht4hrybdz3jty5t7367hreu 53 7 model model NN work_htfht4hrybdz3jty5t7367hreu 53 8 by by IN work_htfht4hrybdz3jty5t7367hreu 53 9 using use VBG work_htfht4hrybdz3jty5t7367hreu 53 10 a a DT work_htfht4hrybdz3jty5t7367hreu 53 11 recurrent recurrent JJ work_htfht4hrybdz3jty5t7367hreu 53 12 Chinese Chinese NNP work_htfht4hrybdz3jty5t7367hreu 53 13 Restaurant Restaurant NNP work_htfht4hrybdz3jty5t7367hreu 53 14 Process Process NNP work_htfht4hrybdz3jty5t7367hreu 53 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 53 16 rCRP rCRP NNP work_htfht4hrybdz3jty5t7367hreu 53 17 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 53 18 prior prior RB work_htfht4hrybdz3jty5t7367hreu 53 19 on on IN work_htfht4hrybdz3jty5t7367hreu 53 20 the the DT work_htfht4hrybdz3jty5t7367hreu 53 21 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 53 22 variable variable JJ work_htfht4hrybdz3jty5t7367hreu 53 23 . . . work_htfht4hrybdz3jty5t7367hreu 54 1 They -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 54 2 mined mine VBD work_htfht4hrybdz3jty5t7367hreu 54 3 a a DT work_htfht4hrybdz3jty5t7367hreu 54 4 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 54 5 of of IN work_htfht4hrybdz3jty5t7367hreu 54 6 aspects aspect NNS work_htfht4hrybdz3jty5t7367hreu 54 7 from from IN work_htfht4hrybdz3jty5t7367hreu 54 8 product product NN work_htfht4hrybdz3jty5t7367hreu 54 9 reviews review NNS work_htfht4hrybdz3jty5t7367hreu 54 10 and and CC work_htfht4hrybdz3jty5t7367hreu 54 11 associated associate VBD work_htfht4hrybdz3jty5t7367hreu 54 12 each each DT work_htfht4hrybdz3jty5t7367hreu 54 13 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 54 14 with with IN work_htfht4hrybdz3jty5t7367hreu 54 15 a a DT work_htfht4hrybdz3jty5t7367hreu 54 16 positive positive JJ work_htfht4hrybdz3jty5t7367hreu 54 17 or or CC work_htfht4hrybdz3jty5t7367hreu 54 18 negative negative JJ work_htfht4hrybdz3jty5t7367hreu 54 19 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 54 20 . . . work_htfht4hrybdz3jty5t7367hreu 55 1 In in IN work_htfht4hrybdz3jty5t7367hreu 55 2 addition addition NN work_htfht4hrybdz3jty5t7367hreu 55 3 to to IN work_htfht4hrybdz3jty5t7367hreu 55 4 online online JJ work_htfht4hrybdz3jty5t7367hreu 55 5 reviews review NNS work_htfht4hrybdz3jty5t7367hreu 55 6 , , , work_htfht4hrybdz3jty5t7367hreu 55 7 the the DT work_htfht4hrybdz3jty5t7367hreu 55 8 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 55 9 - - HYPH work_htfht4hrybdz3jty5t7367hreu 55 10 based base VBN work_htfht4hrybdz3jty5t7367hreu 55 11 models model NNS work_htfht4hrybdz3jty5t7367hreu 55 12 have have VBP work_htfht4hrybdz3jty5t7367hreu 55 13 also also RB work_htfht4hrybdz3jty5t7367hreu 55 14 been be VBN work_htfht4hrybdz3jty5t7367hreu 55 15 applied apply VBN work_htfht4hrybdz3jty5t7367hreu 55 16 on on IN work_htfht4hrybdz3jty5t7367hreu 55 17 debate debate NN work_htfht4hrybdz3jty5t7367hreu 55 18 forums forum NNS work_htfht4hrybdz3jty5t7367hreu 55 19 and and CC work_htfht4hrybdz3jty5t7367hreu 55 20 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 55 21 . . . work_htfht4hrybdz3jty5t7367hreu 56 1 Lim Lim NNP work_htfht4hrybdz3jty5t7367hreu 56 2 et et FW work_htfht4hrybdz3jty5t7367hreu 56 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 56 4 . . . work_htfht4hrybdz3jty5t7367hreu 57 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 57 2 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 57 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 57 4 proposed propose VBD work_htfht4hrybdz3jty5t7367hreu 57 5 a a DT work_htfht4hrybdz3jty5t7367hreu 57 6 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 57 7 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 57 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 57 9 model model NN work_htfht4hrybdz3jty5t7367hreu 57 10 which which WDT work_htfht4hrybdz3jty5t7367hreu 57 11 makes make VBZ work_htfht4hrybdz3jty5t7367hreu 57 12 use use NN work_htfht4hrybdz3jty5t7367hreu 57 13 of of IN work_htfht4hrybdz3jty5t7367hreu 57 14 target target NN work_htfht4hrybdz3jty5t7367hreu 57 15 - - HYPH work_htfht4hrybdz3jty5t7367hreu 57 16 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 57 17 pairs pair NNS work_htfht4hrybdz3jty5t7367hreu 57 18 . . . work_htfht4hrybdz3jty5t7367hreu 58 1 Trabelsi Trabelsi NNP work_htfht4hrybdz3jty5t7367hreu 58 2 et et FW work_htfht4hrybdz3jty5t7367hreu 58 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 58 4 . . . work_htfht4hrybdz3jty5t7367hreu 59 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 59 2 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 59 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 59 4 designed design VBD work_htfht4hrybdz3jty5t7367hreu 59 5 a a DT work_htfht4hrybdz3jty5t7367hreu 59 6 joint joint JJ work_htfht4hrybdz3jty5t7367hreu 59 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 59 8 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 59 9 model model NN work_htfht4hrybdz3jty5t7367hreu 59 10 by by IN work_htfht4hrybdz3jty5t7367hreu 59 11 assuming assume VBG work_htfht4hrybdz3jty5t7367hreu 59 12 that that IN work_htfht4hrybdz3jty5t7367hreu 59 13 the the DT work_htfht4hrybdz3jty5t7367hreu 59 14 distribu- distribu- JJ work_htfht4hrybdz3jty5t7367hreu 59 15 tion tion NN work_htfht4hrybdz3jty5t7367hreu 59 16 over over IN work_htfht4hrybdz3jty5t7367hreu 59 17 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 59 18 is be VBZ work_htfht4hrybdz3jty5t7367hreu 59 19 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 59 20 with with IN work_htfht4hrybdz3jty5t7367hreu 59 21 latent latent NN work_htfht4hrybdz3jty5t7367hreu 59 22 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 59 23 . . . work_htfht4hrybdz3jty5t7367hreu 60 1 Thonet Thonet NNP work_htfht4hrybdz3jty5t7367hreu 60 2 et et FW work_htfht4hrybdz3jty5t7367hreu 60 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 60 4 . . . work_htfht4hrybdz3jty5t7367hreu 61 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 61 2 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 61 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 61 4 treated treat VBD work_htfht4hrybdz3jty5t7367hreu 61 5 nouns noun NNS work_htfht4hrybdz3jty5t7367hreu 61 6 as as IN work_htfht4hrybdz3jty5t7367hreu 61 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 61 8 words word NNS work_htfht4hrybdz3jty5t7367hreu 61 9 while while IN work_htfht4hrybdz3jty5t7367hreu 61 10 adjectives adjective NNS work_htfht4hrybdz3jty5t7367hreu 61 11 , , , work_htfht4hrybdz3jty5t7367hreu 61 12 verbs verb NNS work_htfht4hrybdz3jty5t7367hreu 61 13 , , , work_htfht4hrybdz3jty5t7367hreu 61 14 adverbs adverb NNS work_htfht4hrybdz3jty5t7367hreu 61 15 were be VBD work_htfht4hrybdz3jty5t7367hreu 61 16 treated treat VBN work_htfht4hrybdz3jty5t7367hreu 61 17 as as IN work_htfht4hrybdz3jty5t7367hreu 61 18 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 61 19 words word NNS work_htfht4hrybdz3jty5t7367hreu 61 20 for for IN work_htfht4hrybdz3jty5t7367hreu 61 21 topic topic NN work_htfht4hrybdz3jty5t7367hreu 61 22 - - HYPH work_htfht4hrybdz3jty5t7367hreu 61 23 specific specific JJ work_htfht4hrybdz3jty5t7367hreu 61 24 opin- opin- NN work_htfht4hrybdz3jty5t7367hreu 61 25 ion ion NN work_htfht4hrybdz3jty5t7367hreu 61 26 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 61 27 . . . work_htfht4hrybdz3jty5t7367hreu 62 1 Vilares vilare NNS work_htfht4hrybdz3jty5t7367hreu 62 2 and and CC work_htfht4hrybdz3jty5t7367hreu 62 3 He -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 62 4 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 62 5 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 62 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 62 7 focused focus VBD work_htfht4hrybdz3jty5t7367hreu 62 8 on on IN work_htfht4hrybdz3jty5t7367hreu 62 9 detecting detect VBG work_htfht4hrybdz3jty5t7367hreu 62 10 per- per- NN work_htfht4hrybdz3jty5t7367hreu 62 11 spectives spective NNS work_htfht4hrybdz3jty5t7367hreu 62 12 from from IN work_htfht4hrybdz3jty5t7367hreu 62 13 political political JJ work_htfht4hrybdz3jty5t7367hreu 62 14 debates debate NNS work_htfht4hrybdz3jty5t7367hreu 62 15 . . . work_htfht4hrybdz3jty5t7367hreu 63 1 They -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 63 2 modelled model VBD work_htfht4hrybdz3jty5t7367hreu 63 3 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 63 4 and and CC work_htfht4hrybdz3jty5t7367hreu 63 5 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 63 6 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 63 7 perspectives perspective NNS work_htfht4hrybdz3jty5t7367hreu 63 8 as as IN work_htfht4hrybdz3jty5t7367hreu 63 9 latent latent NN work_htfht4hrybdz3jty5t7367hreu 63 10 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 63 11 and and CC work_htfht4hrybdz3jty5t7367hreu 63 12 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 63 13 words word NNS work_htfht4hrybdz3jty5t7367hreu 63 14 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 63 15 with with IN work_htfht4hrybdz3jty5t7367hreu 63 16 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 63 17 or or CC work_htfht4hrybdz3jty5t7367hreu 63 18 perspectives perspective VBZ work_htfht4hrybdz3jty5t7367hreu 63 19 by by IN work_htfht4hrybdz3jty5t7367hreu 63 20 following follow VBG work_htfht4hrybdz3jty5t7367hreu 63 21 different different JJ work_htfht4hrybdz3jty5t7367hreu 63 22 routes route NNS work_htfht4hrybdz3jty5t7367hreu 63 23 . . . work_htfht4hrybdz3jty5t7367hreu 64 1 However however RB work_htfht4hrybdz3jty5t7367hreu 64 2 , , , work_htfht4hrybdz3jty5t7367hreu 64 3 the the DT work_htfht4hrybdz3jty5t7367hreu 64 4 aforementioned aforementioned JJ work_htfht4hrybdz3jty5t7367hreu 64 5 models model NNS work_htfht4hrybdz3jty5t7367hreu 64 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 64 7 not not RB work_htfht4hrybdz3jty5t7367hreu 64 8 able able JJ work_htfht4hrybdz3jty5t7367hreu 64 9 to to TO work_htfht4hrybdz3jty5t7367hreu 64 10 generate generate VB work_htfht4hrybdz3jty5t7367hreu 64 11 a a DT work_htfht4hrybdz3jty5t7367hreu 64 12 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 64 13 of of IN work_htfht4hrybdz3jty5t7367hreu 64 14 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 64 15 . . . work_htfht4hrybdz3jty5t7367hreu 65 1 2.2 2.2 CD work_htfht4hrybdz3jty5t7367hreu 65 2 . . . work_htfht4hrybdz3jty5t7367hreu 66 1 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 66 2 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 66 3 Extraction Extraction NNP work_htfht4hrybdz3jty5t7367hreu 66 4 In in IN work_htfht4hrybdz3jty5t7367hreu 66 5 general general JJ work_htfht4hrybdz3jty5t7367hreu 66 6 , , , work_htfht4hrybdz3jty5t7367hreu 66 7 there there EX work_htfht4hrybdz3jty5t7367hreu 66 8 are be VBP work_htfht4hrybdz3jty5t7367hreu 66 9 two two CD work_htfht4hrybdz3jty5t7367hreu 66 10 types type NNS work_htfht4hrybdz3jty5t7367hreu 66 11 of of IN work_htfht4hrybdz3jty5t7367hreu 66 12 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 66 13 for for IN work_htfht4hrybdz3jty5t7367hreu 66 14 extract- extract- NNP work_htfht4hrybdz3jty5t7367hreu 66 15 ing ing JJ work_htfht4hrybdz3jty5t7367hreu 66 16 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 66 17 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 66 18 . . . work_htfht4hrybdz3jty5t7367hreu 67 1 The the DT work_htfht4hrybdz3jty5t7367hreu 67 2 first first JJ work_htfht4hrybdz3jty5t7367hreu 67 3 one one NN work_htfht4hrybdz3jty5t7367hreu 67 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 67 5 based base VBN work_htfht4hrybdz3jty5t7367hreu 67 6 on on IN work_htfht4hrybdz3jty5t7367hreu 67 7 probabilistic probabilistic JJ work_htfht4hrybdz3jty5t7367hreu 67 8 graphical graphical JJ work_htfht4hrybdz3jty5t7367hreu 67 9 models model NNS work_htfht4hrybdz3jty5t7367hreu 67 10 . . . work_htfht4hrybdz3jty5t7367hreu 68 1 For for IN work_htfht4hrybdz3jty5t7367hreu 68 2 example example NN work_htfht4hrybdz3jty5t7367hreu 68 3 , , , work_htfht4hrybdz3jty5t7367hreu 68 4 the the DT work_htfht4hrybdz3jty5t7367hreu 68 5 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 68 6 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 68 7 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 68 8 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 68 9 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 68 10 model model NN work_htfht4hrybdz3jty5t7367hreu 68 11 was be VBD work_htfht4hrybdz3jty5t7367hreu 68 12 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 68 13 for for IN work_htfht4hrybdz3jty5t7367hreu 68 14 discovering discover VBG work_htfht4hrybdz3jty5t7367hreu 68 15 the the DT work_htfht4hrybdz3jty5t7367hreu 68 16 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 68 17 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 68 18 from from IN work_htfht4hrybdz3jty5t7367hreu 68 19 abstracts abstract NNS work_htfht4hrybdz3jty5t7367hreu 68 20 of of IN work_htfht4hrybdz3jty5t7367hreu 68 21 scientific scientific JJ work_htfht4hrybdz3jty5t7367hreu 68 22 papers paper NNS work_htfht4hrybdz3jty5t7367hreu 68 23 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 68 24 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 68 25 et et FW work_htfht4hrybdz3jty5t7367hreu 68 26 al al NNP work_htfht4hrybdz3jty5t7367hreu 68 27 . . NNP work_htfht4hrybdz3jty5t7367hreu 68 28 , , , work_htfht4hrybdz3jty5t7367hreu 68 29 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 68 30 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 68 31 . . . work_htfht4hrybdz3jty5t7367hreu 69 1 In in IN work_htfht4hrybdz3jty5t7367hreu 69 2 the the DT work_htfht4hrybdz3jty5t7367hreu 69 3 model model NN work_htfht4hrybdz3jty5t7367hreu 69 4 , , , work_htfht4hrybdz3jty5t7367hreu 69 5 each each DT work_htfht4hrybdz3jty5t7367hreu 69 6 document document NN work_htfht4hrybdz3jty5t7367hreu 69 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 69 8 assumed assume VBN work_htfht4hrybdz3jty5t7367hreu 69 9 to to TO work_htfht4hrybdz3jty5t7367hreu 69 10 be be VB work_htfht4hrybdz3jty5t7367hreu 69 11 attached attach VBN work_htfht4hrybdz3jty5t7367hreu 69 12 to to IN work_htfht4hrybdz3jty5t7367hreu 69 13 a a DT work_htfht4hrybdz3jty5t7367hreu 69 14 path path NN work_htfht4hrybdz3jty5t7367hreu 69 15 where where WRB work_htfht4hrybdz3jty5t7367hreu 69 16 each each DT work_htfht4hrybdz3jty5t7367hreu 69 17 level level NN work_htfht4hrybdz3jty5t7367hreu 69 18 is be VBZ work_htfht4hrybdz3jty5t7367hreu 69 19 a a DT work_htfht4hrybdz3jty5t7367hreu 69 20 topic topic NN work_htfht4hrybdz3jty5t7367hreu 69 21 . . . work_htfht4hrybdz3jty5t7367hreu 70 1 The the DT work_htfht4hrybdz3jty5t7367hreu 70 2 path path NN work_htfht4hrybdz3jty5t7367hreu 70 3 will will MD work_htfht4hrybdz3jty5t7367hreu 70 4 induce induce VB work_htfht4hrybdz3jty5t7367hreu 70 5 a a DT work_htfht4hrybdz3jty5t7367hreu 70 6 set set NN work_htfht4hrybdz3jty5t7367hreu 70 7 of of IN work_htfht4hrybdz3jty5t7367hreu 70 8 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 70 9 , , , work_htfht4hrybdz3jty5t7367hreu 70 10 and and CC work_htfht4hrybdz3jty5t7367hreu 70 11 words word NNS work_htfht4hrybdz3jty5t7367hreu 70 12 will will MD work_htfht4hrybdz3jty5t7367hreu 70 13 be be VB work_htfht4hrybdz3jty5t7367hreu 70 14 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 70 15 in in IN work_htfht4hrybdz3jty5t7367hreu 70 16 the the DT work_htfht4hrybdz3jty5t7367hreu 70 17 same same JJ work_htfht4hrybdz3jty5t7367hreu 70 18 way way NN work_htfht4hrybdz3jty5t7367hreu 70 19 as as IN work_htfht4hrybdz3jty5t7367hreu 70 20 in in IN work_htfht4hrybdz3jty5t7367hreu 70 21 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 70 22 . . . work_htfht4hrybdz3jty5t7367hreu 71 1 The the DT work_htfht4hrybdz3jty5t7367hreu 71 2 allo- allo- NNP work_htfht4hrybdz3jty5t7367hreu 71 3 cation cation NNP work_htfht4hrybdz3jty5t7367hreu 71 4 of of IN work_htfht4hrybdz3jty5t7367hreu 71 5 paths path NNS work_htfht4hrybdz3jty5t7367hreu 71 6 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 71 7 an an DT work_htfht4hrybdz3jty5t7367hreu 71 8 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 71 9 prior prior NN work_htfht4hrybdz3jty5t7367hreu 71 10 . . . work_htfht4hrybdz3jty5t7367hreu 72 1 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 72 2 et et FW work_htfht4hrybdz3jty5t7367hreu 72 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 72 4 . . . work_htfht4hrybdz3jty5t7367hreu 73 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 73 2 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 73 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 73 4 argued argue VBD work_htfht4hrybdz3jty5t7367hreu 73 5 that that IN work_htfht4hrybdz3jty5t7367hreu 73 6 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 73 7 should should MD work_htfht4hrybdz3jty5t7367hreu 73 8 be be VB work_htfht4hrybdz3jty5t7367hreu 73 9 distributed distribute VBN work_htfht4hrybdz3jty5t7367hreu 73 10 over over IN work_htfht4hrybdz3jty5t7367hreu 73 11 the the DT work_htfht4hrybdz3jty5t7367hreu 73 12 whole whole JJ work_htfht4hrybdz3jty5t7367hreu 73 13 nodes node NNS work_htfht4hrybdz3jty5t7367hreu 73 14 of of IN work_htfht4hrybdz3jty5t7367hreu 73 15 hier- hier- NNP work_htfht4hrybdz3jty5t7367hreu 73 16 archy archy NN work_htfht4hrybdz3jty5t7367hreu 73 17 . . . work_htfht4hrybdz3jty5t7367hreu 74 1 They -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 74 2 achieved achieve VBD work_htfht4hrybdz3jty5t7367hreu 74 3 this this DT work_htfht4hrybdz3jty5t7367hreu 74 4 by by IN work_htfht4hrybdz3jty5t7367hreu 74 5 placing place VBG work_htfht4hrybdz3jty5t7367hreu 74 6 an an DT work_htfht4hrybdz3jty5t7367hreu 74 7 rCRP rcrp NN work_htfht4hrybdz3jty5t7367hreu 74 8 prior prior RB work_htfht4hrybdz3jty5t7367hreu 74 9 on on IN work_htfht4hrybdz3jty5t7367hreu 74 10 the the DT work_htfht4hrybdz3jty5t7367hreu 74 11 tree tree NN work_htfht4hrybdz3jty5t7367hreu 74 12 . . . work_htfht4hrybdz3jty5t7367hreu 75 1 Jordan Jordan NNP work_htfht4hrybdz3jty5t7367hreu 75 2 et et NNP work_htfht4hrybdz3jty5t7367hreu 75 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 75 4 . . . work_htfht4hrybdz3jty5t7367hreu 76 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 76 2 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 76 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 76 4 proposed propose VBD work_htfht4hrybdz3jty5t7367hreu 76 5 a a DT work_htfht4hrybdz3jty5t7367hreu 76 6 nonparametric nonparametric JJ work_htfht4hrybdz3jty5t7367hreu 76 7 model model NN work_htfht4hrybdz3jty5t7367hreu 76 8 called call VBD work_htfht4hrybdz3jty5t7367hreu 76 9 nested nest VBN work_htfht4hrybdz3jty5t7367hreu 76 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 76 11 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 76 12 process process NN work_htfht4hrybdz3jty5t7367hreu 76 13 to to TO work_htfht4hrybdz3jty5t7367hreu 76 14 allow allow VB work_htfht4hrybdz3jty5t7367hreu 76 15 shared shared JJ work_htfht4hrybdz3jty5t7367hreu 76 16 groups group NNS work_htfht4hrybdz3jty5t7367hreu 76 17 among among IN work_htfht4hrybdz3jty5t7367hreu 76 18 clusters cluster NNS work_htfht4hrybdz3jty5t7367hreu 76 19 . . . work_htfht4hrybdz3jty5t7367hreu 77 1 Their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 77 2 work work NN work_htfht4hrybdz3jty5t7367hreu 77 3 extended extend VBD work_htfht4hrybdz3jty5t7367hreu 77 4 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 77 5 by by IN work_htfht4hrybdz3jty5t7367hreu 77 6 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 77 7 a a DT work_htfht4hrybdz3jty5t7367hreu 77 8 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 77 9 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 77 10 process process NN work_htfht4hrybdz3jty5t7367hreu 77 11 . . . work_htfht4hrybdz3jty5t7367hreu 78 1 The the DT work_htfht4hrybdz3jty5t7367hreu 78 2 second second JJ work_htfht4hrybdz3jty5t7367hreu 78 3 type type NN work_htfht4hrybdz3jty5t7367hreu 78 4 of of IN work_htfht4hrybdz3jty5t7367hreu 78 5 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 78 6 to to IN work_htfht4hrybdz3jty5t7367hreu 78 7 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 78 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 78 9 extrac- extrac- XX work_htfht4hrybdz3jty5t7367hreu 78 10 tion tion NN work_htfht4hrybdz3jty5t7367hreu 78 11 is be VBZ work_htfht4hrybdz3jty5t7367hreu 78 12 based base VBN work_htfht4hrybdz3jty5t7367hreu 78 13 on on IN work_htfht4hrybdz3jty5t7367hreu 78 14 frequent frequent JJ work_htfht4hrybdz3jty5t7367hreu 78 15 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 78 16 mining mining NN work_htfht4hrybdz3jty5t7367hreu 78 17 . . . work_htfht4hrybdz3jty5t7367hreu 79 1 An an DT work_htfht4hrybdz3jty5t7367hreu 79 2 early early JJ work_htfht4hrybdz3jty5t7367hreu 79 3 work work NN work_htfht4hrybdz3jty5t7367hreu 79 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 79 5 fre- fre- FW work_htfht4hrybdz3jty5t7367hreu 79 6 quent quent NNP work_htfht4hrybdz3jty5t7367hreu 79 7 itemset itemset NN work_htfht4hrybdz3jty5t7367hreu 79 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 79 9 based base VBN work_htfht4hrybdz3jty5t7367hreu 79 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 79 11 clustering clustering NN work_htfht4hrybdz3jty5t7367hreu 79 12 model model NN work_htfht4hrybdz3jty5t7367hreu 79 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 79 14 Fung Fung NNP work_htfht4hrybdz3jty5t7367hreu 79 15 et et NNP work_htfht4hrybdz3jty5t7367hreu 79 16 al al NNP work_htfht4hrybdz3jty5t7367hreu 79 17 . . NNP work_htfht4hrybdz3jty5t7367hreu 79 18 , , , work_htfht4hrybdz3jty5t7367hreu 79 19 2003 2003 CD work_htfht4hrybdz3jty5t7367hreu 79 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 79 21 which which WDT work_htfht4hrybdz3jty5t7367hreu 79 22 simply simply RB work_htfht4hrybdz3jty5t7367hreu 79 23 clustered cluster VBD work_htfht4hrybdz3jty5t7367hreu 79 24 documents document NNS work_htfht4hrybdz3jty5t7367hreu 79 25 according accord VBG work_htfht4hrybdz3jty5t7367hreu 79 26 to to IN work_htfht4hrybdz3jty5t7367hreu 79 27 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 79 28 shared share VBN work_htfht4hrybdz3jty5t7367hreu 79 29 items item NNS work_htfht4hrybdz3jty5t7367hreu 79 30 . . . work_htfht4hrybdz3jty5t7367hreu 80 1 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 80 2 et et NNP work_htfht4hrybdz3jty5t7367hreu 80 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 80 4 . . . work_htfht4hrybdz3jty5t7367hreu 81 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 81 2 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 81 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 81 4 developed develop VBD work_htfht4hrybdz3jty5t7367hreu 81 5 a a DT work_htfht4hrybdz3jty5t7367hreu 81 6 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 81 7 min- min- NN work_htfht4hrybdz3jty5t7367hreu 81 8 ing ing NN work_htfht4hrybdz3jty5t7367hreu 81 9 framework framework NN work_htfht4hrybdz3jty5t7367hreu 81 10 called call VBD work_htfht4hrybdz3jty5t7367hreu 81 11 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 81 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 81 13 Constructing construct VBG work_htfht4hrybdz3jty5t7367hreu 81 14 A a DT work_htfht4hrybdz3jty5t7367hreu 81 15 Topical topical JJ work_htfht4hrybdz3jty5t7367hreu 81 16 Hier- hier- NN work_htfht4hrybdz3jty5t7367hreu 81 17 archY archy CD work_htfht4hrybdz3jty5t7367hreu 81 18 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 81 19 . . . work_htfht4hrybdz3jty5t7367hreu 82 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 82 2 first first RB work_htfht4hrybdz3jty5t7367hreu 82 3 builds build VBZ work_htfht4hrybdz3jty5t7367hreu 82 4 a a DT work_htfht4hrybdz3jty5t7367hreu 82 5 term term NN work_htfht4hrybdz3jty5t7367hreu 82 6 co co NN work_htfht4hrybdz3jty5t7367hreu 82 7 - - JJ work_htfht4hrybdz3jty5t7367hreu 82 8 occurrence occurrence JJ work_htfht4hrybdz3jty5t7367hreu 82 9 network network NN work_htfht4hrybdz3jty5t7367hreu 82 10 using use VBG work_htfht4hrybdz3jty5t7367hreu 82 11 a a DT work_htfht4hrybdz3jty5t7367hreu 82 12 fre- fre- RB work_htfht4hrybdz3jty5t7367hreu 82 13 quent quent JJ work_htfht4hrybdz3jty5t7367hreu 82 14 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 82 15 mining mining NN work_htfht4hrybdz3jty5t7367hreu 82 16 method method NN work_htfht4hrybdz3jty5t7367hreu 82 17 which which WDT work_htfht4hrybdz3jty5t7367hreu 82 18 is be VBZ work_htfht4hrybdz3jty5t7367hreu 82 19 commonly commonly RB work_htfht4hrybdz3jty5t7367hreu 82 20 used use VBN work_htfht4hrybdz3jty5t7367hreu 82 21 in in IN work_htfht4hrybdz3jty5t7367hreu 82 22 as- as- JJ work_htfht4hrybdz3jty5t7367hreu 82 23 sociation sociation NN work_htfht4hrybdz3jty5t7367hreu 82 24 rule rule NN work_htfht4hrybdz3jty5t7367hreu 82 25 mining mining NN work_htfht4hrybdz3jty5t7367hreu 82 26 . . . work_htfht4hrybdz3jty5t7367hreu 83 1 The the DT work_htfht4hrybdz3jty5t7367hreu 83 2 initial initial JJ work_htfht4hrybdz3jty5t7367hreu 83 3 network network NN work_htfht4hrybdz3jty5t7367hreu 83 4 corresponds correspond VBZ work_htfht4hrybdz3jty5t7367hreu 83 5 to to IN work_htfht4hrybdz3jty5t7367hreu 83 6 the the DT work_htfht4hrybdz3jty5t7367hreu 83 7 root root NN work_htfht4hrybdz3jty5t7367hreu 83 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 83 9 . . . work_htfht4hrybdz3jty5t7367hreu 84 1 Then then RB work_htfht4hrybdz3jty5t7367hreu 84 2 the the DT work_htfht4hrybdz3jty5t7367hreu 84 3 network network NN work_htfht4hrybdz3jty5t7367hreu 84 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 84 5 clustered cluster VBN work_htfht4hrybdz3jty5t7367hreu 84 6 into into IN work_htfht4hrybdz3jty5t7367hreu 84 7 subtopic subtopic JJ work_htfht4hrybdz3jty5t7367hreu 84 8 net- net- NN work_htfht4hrybdz3jty5t7367hreu 84 9 works work NNS work_htfht4hrybdz3jty5t7367hreu 84 10 in in IN work_htfht4hrybdz3jty5t7367hreu 84 11 a a DT work_htfht4hrybdz3jty5t7367hreu 84 12 probabilistic probabilistic JJ work_htfht4hrybdz3jty5t7367hreu 84 13 way way NN work_htfht4hrybdz3jty5t7367hreu 84 14 by by IN work_htfht4hrybdz3jty5t7367hreu 84 15 assuming assume VBG work_htfht4hrybdz3jty5t7367hreu 84 16 that that IN work_htfht4hrybdz3jty5t7367hreu 84 17 each each DT work_htfht4hrybdz3jty5t7367hreu 84 18 term term NN work_htfht4hrybdz3jty5t7367hreu 84 19 co- co- VBN work_htfht4hrybdz3jty5t7367hreu 84 20 occurrence occurrence NN work_htfht4hrybdz3jty5t7367hreu 84 21 was be VBD work_htfht4hrybdz3jty5t7367hreu 84 22 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 84 23 by by IN work_htfht4hrybdz3jty5t7367hreu 84 24 a a DT work_htfht4hrybdz3jty5t7367hreu 84 25 topic topic NN work_htfht4hrybdz3jty5t7367hreu 84 26 . . . work_htfht4hrybdz3jty5t7367hreu 85 1 The the DT work_htfht4hrybdz3jty5t7367hreu 85 2 process process NN work_htfht4hrybdz3jty5t7367hreu 85 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 85 4 repeated repeat VBN work_htfht4hrybdz3jty5t7367hreu 85 5 until until IN work_htfht4hrybdz3jty5t7367hreu 85 6 no no DT work_htfht4hrybdz3jty5t7367hreu 85 7 subtopics subtopic NNS work_htfht4hrybdz3jty5t7367hreu 85 8 can can MD work_htfht4hrybdz3jty5t7367hreu 85 9 be be VB work_htfht4hrybdz3jty5t7367hreu 85 10 found find VBN work_htfht4hrybdz3jty5t7367hreu 85 11 . . . work_htfht4hrybdz3jty5t7367hreu 86 1 2.3 2.3 LS work_htfht4hrybdz3jty5t7367hreu 86 2 . . . work_htfht4hrybdz3jty5t7367hreu 87 1 Topical Topical NNP work_htfht4hrybdz3jty5t7367hreu 87 2 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 87 3 Models Models NNPS work_htfht4hrybdz3jty5t7367hreu 87 4 In in IN work_htfht4hrybdz3jty5t7367hreu 87 5 order order NN work_htfht4hrybdz3jty5t7367hreu 87 6 to to TO work_htfht4hrybdz3jty5t7367hreu 87 7 address address VB work_htfht4hrybdz3jty5t7367hreu 87 8 the the DT work_htfht4hrybdz3jty5t7367hreu 87 9 wide wide JJ work_htfht4hrybdz3jty5t7367hreu 87 10 occurring occurring NN work_htfht4hrybdz3jty5t7367hreu 87 11 of of IN work_htfht4hrybdz3jty5t7367hreu 87 12 un un NNP work_htfht4hrybdz3jty5t7367hreu 87 13 - - HYPH work_htfht4hrybdz3jty5t7367hreu 87 14 semantically semantically RB work_htfht4hrybdz3jty5t7367hreu 87 15 de- de- RB work_htfht4hrybdz3jty5t7367hreu 87 16 composable composable JJ work_htfht4hrybdz3jty5t7367hreu 87 17 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 87 18 , , , work_htfht4hrybdz3jty5t7367hreu 87 19 various various JJ work_htfht4hrybdz3jty5t7367hreu 87 20 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 87 21 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 87 22 models model NNS work_htfht4hrybdz3jty5t7367hreu 87 23 have have VBP work_htfht4hrybdz3jty5t7367hreu 87 24 been be VBN work_htfht4hrybdz3jty5t7367hreu 87 25 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 87 26 in in IN work_htfht4hrybdz3jty5t7367hreu 87 27 the the DT work_htfht4hrybdz3jty5t7367hreu 87 28 literature literature NN work_htfht4hrybdz3jty5t7367hreu 87 29 . . . work_htfht4hrybdz3jty5t7367hreu 88 1 Wallach Wallach NNP work_htfht4hrybdz3jty5t7367hreu 88 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 88 3 2006 2006 CD work_htfht4hrybdz3jty5t7367hreu 88 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 88 5 made make VBD work_htfht4hrybdz3jty5t7367hreu 88 6 the the DT work_htfht4hrybdz3jty5t7367hreu 88 7 first first JJ work_htfht4hrybdz3jty5t7367hreu 88 8 attempt attempt NN work_htfht4hrybdz3jty5t7367hreu 88 9 to to TO work_htfht4hrybdz3jty5t7367hreu 88 10 extend extend VB work_htfht4hrybdz3jty5t7367hreu 88 11 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 88 12 by by IN work_htfht4hrybdz3jty5t7367hreu 88 13 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 88 14 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 88 15 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 88 16 language language NN work_htfht4hrybdz3jty5t7367hreu 88 17 model model NN work_htfht4hrybdz3jty5t7367hreu 88 18 called call VBN work_htfht4hrybdz3jty5t7367hreu 88 19 Bigram Bigram NNP work_htfht4hrybdz3jty5t7367hreu 88 20 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 88 21 Model Model NNP work_htfht4hrybdz3jty5t7367hreu 88 22 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 88 23 BTM BTM NNP work_htfht4hrybdz3jty5t7367hreu 88 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 88 25 , , , work_htfht4hrybdz3jty5t7367hreu 88 26 where where WRB work_htfht4hrybdz3jty5t7367hreu 88 27 each each DT work_htfht4hrybdz3jty5t7367hreu 88 28 word word NN work_htfht4hrybdz3jty5t7367hreu 88 29 is be VBZ work_htfht4hrybdz3jty5t7367hreu 88 30 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 88 31 from from IN work_htfht4hrybdz3jty5t7367hreu 88 32 a a DT work_htfht4hrybdz3jty5t7367hreu 88 33 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 88 34 over over IN work_htfht4hrybdz3jty5t7367hreu 88 35 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 88 36 following follow VBG work_htfht4hrybdz3jty5t7367hreu 88 37 a a DT work_htfht4hrybdz3jty5t7367hreu 88 38 two- two- JJ work_htfht4hrybdz3jty5t7367hreu 88 39 level level NN work_htfht4hrybdz3jty5t7367hreu 88 40 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 88 41 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 88 42 process process NN work_htfht4hrybdz3jty5t7367hreu 88 43 . . . work_htfht4hrybdz3jty5t7367hreu 89 1 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 89 2 et et NNP work_htfht4hrybdz3jty5t7367hreu 89 3 . . . work_htfht4hrybdz3jty5t7367hreu 90 1 al al NNP work_htfht4hrybdz3jty5t7367hreu 90 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 90 3 2007 2007 CD work_htfht4hrybdz3jty5t7367hreu 90 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 90 5 ex- ex- PRP work_htfht4hrybdz3jty5t7367hreu 90 6 tended tend VBD work_htfht4hrybdz3jty5t7367hreu 90 7 BTM BTM NNP work_htfht4hrybdz3jty5t7367hreu 90 8 by by IN work_htfht4hrybdz3jty5t7367hreu 90 9 adding add VBG work_htfht4hrybdz3jty5t7367hreu 90 10 a a DT work_htfht4hrybdz3jty5t7367hreu 90 11 switch switch NN work_htfht4hrybdz3jty5t7367hreu 90 12 variable variable NN work_htfht4hrybdz3jty5t7367hreu 90 13 at at IN work_htfht4hrybdz3jty5t7367hreu 90 14 each each DT work_htfht4hrybdz3jty5t7367hreu 90 15 word word NN work_htfht4hrybdz3jty5t7367hreu 90 16 position position NN work_htfht4hrybdz3jty5t7367hreu 90 17 to to TO work_htfht4hrybdz3jty5t7367hreu 90 18 decide decide VB work_htfht4hrybdz3jty5t7367hreu 90 19 whether whether IN work_htfht4hrybdz3jty5t7367hreu 90 20 to to TO work_htfht4hrybdz3jty5t7367hreu 90 21 begin begin VB work_htfht4hrybdz3jty5t7367hreu 90 22 a a DT work_htfht4hrybdz3jty5t7367hreu 90 23 new new JJ work_htfht4hrybdz3jty5t7367hreu 90 24 n n NN work_htfht4hrybdz3jty5t7367hreu 90 25 - - HYPH work_htfht4hrybdz3jty5t7367hreu 90 26 gram gram NN work_htfht4hrybdz3jty5t7367hreu 90 27 or or CC work_htfht4hrybdz3jty5t7367hreu 90 28 to to TO work_htfht4hrybdz3jty5t7367hreu 90 29 continue continue VB work_htfht4hrybdz3jty5t7367hreu 90 30 from from IN work_htfht4hrybdz3jty5t7367hreu 90 31 the the DT work_htfht4hrybdz3jty5t7367hreu 90 32 previously previously RB work_htfht4hrybdz3jty5t7367hreu 90 33 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 90 34 n n NN work_htfht4hrybdz3jty5t7367hreu 90 35 - - HYPH work_htfht4hrybdz3jty5t7367hreu 90 36 gram gram NN work_htfht4hrybdz3jty5t7367hreu 90 37 . . . work_htfht4hrybdz3jty5t7367hreu 91 1 El El NNP work_htfht4hrybdz3jty5t7367hreu 91 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 91 3 Kishky Kishky NNP work_htfht4hrybdz3jty5t7367hreu 91 4 et et NNP work_htfht4hrybdz3jty5t7367hreu 91 5 al al NNP work_htfht4hrybdz3jty5t7367hreu 91 6 . . . work_htfht4hrybdz3jty5t7367hreu 92 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 92 2 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 92 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 92 4 de- de- PRP work_htfht4hrybdz3jty5t7367hreu 92 5 veloped velope VBD work_htfht4hrybdz3jty5t7367hreu 92 6 a a DT work_htfht4hrybdz3jty5t7367hreu 92 7 pipeline pipeline NN work_htfht4hrybdz3jty5t7367hreu 92 8 approach approach NN work_htfht4hrybdz3jty5t7367hreu 92 9 , , , work_htfht4hrybdz3jty5t7367hreu 92 10 called call VBN work_htfht4hrybdz3jty5t7367hreu 92 11 TopMine TopMine NNP work_htfht4hrybdz3jty5t7367hreu 92 12 . . . work_htfht4hrybdz3jty5t7367hreu 93 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 93 2 first first RB work_htfht4hrybdz3jty5t7367hreu 93 3 extracts extract VBZ work_htfht4hrybdz3jty5t7367hreu 93 4 frequent frequent JJ work_htfht4hrybdz3jty5t7367hreu 93 5 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 93 6 using use VBG work_htfht4hrybdz3jty5t7367hreu 93 7 a a DT work_htfht4hrybdz3jty5t7367hreu 93 8 frequent frequent JJ work_htfht4hrybdz3jty5t7367hreu 93 9 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 93 10 mining mining NN work_htfht4hrybdz3jty5t7367hreu 93 11 method method NN work_htfht4hrybdz3jty5t7367hreu 93 12 . . . work_htfht4hrybdz3jty5t7367hreu 94 1 Then then RB work_htfht4hrybdz3jty5t7367hreu 94 2 an an DT work_htfht4hrybdz3jty5t7367hreu 94 3 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 94 4 - - HYPH work_htfht4hrybdz3jty5t7367hreu 94 5 based base VBN work_htfht4hrybdz3jty5t7367hreu 94 6 model model NN work_htfht4hrybdz3jty5t7367hreu 94 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 94 8 learned learn VBN work_htfht4hrybdz3jty5t7367hreu 94 9 where where WRB work_htfht4hrybdz3jty5t7367hreu 94 10 words word NNS work_htfht4hrybdz3jty5t7367hreu 94 11 in in IN work_htfht4hrybdz3jty5t7367hreu 94 12 the the DT work_htfht4hrybdz3jty5t7367hreu 94 13 same same JJ work_htfht4hrybdz3jty5t7367hreu 94 14 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 94 15 are be VBP work_htfht4hrybdz3jty5t7367hreu 94 16 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 94 17 from from IN work_htfht4hrybdz3jty5t7367hreu 94 18 the the DT work_htfht4hrybdz3jty5t7367hreu 94 19 same same JJ work_htfht4hrybdz3jty5t7367hreu 94 20 topic topic NN work_htfht4hrybdz3jty5t7367hreu 94 21 . . . work_htfht4hrybdz3jty5t7367hreu 95 1 He -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 95 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 95 3 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 95 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 95 5 proposed propose VBD work_htfht4hrybdz3jty5t7367hreu 95 6 a a DT work_htfht4hrybdz3jty5t7367hreu 95 7 top- top- NNP work_htfht4hrybdz3jty5t7367hreu 95 8 ical ical JJ work_htfht4hrybdz3jty5t7367hreu 95 9 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 95 10 model model NN work_htfht4hrybdz3jty5t7367hreu 95 11 which which WDT work_htfht4hrybdz3jty5t7367hreu 95 12 extends extend VBZ work_htfht4hrybdz3jty5t7367hreu 95 13 TopMine TopMine NNP work_htfht4hrybdz3jty5t7367hreu 95 14 by by IN work_htfht4hrybdz3jty5t7367hreu 95 15 using use VBG work_htfht4hrybdz3jty5t7367hreu 95 16 the the DT work_htfht4hrybdz3jty5t7367hreu 95 17 hierar- hierar- NNP work_htfht4hrybdz3jty5t7367hreu 95 18 chical chical JJ work_htfht4hrybdz3jty5t7367hreu 95 19 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 95 20 - - HYPH work_htfht4hrybdz3jty5t7367hreu 95 21 Yor Yor NNP work_htfht4hrybdz3jty5t7367hreu 95 22 Process Process NNP work_htfht4hrybdz3jty5t7367hreu 95 23 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 95 24 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 95 25 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 95 26 to to TO work_htfht4hrybdz3jty5t7367hreu 95 27 model model VB work_htfht4hrybdz3jty5t7367hreu 95 28 the the DT work_htfht4hrybdz3jty5t7367hreu 95 29 generation generation NN work_htfht4hrybdz3jty5t7367hreu 95 30 of of IN work_htfht4hrybdz3jty5t7367hreu 95 31 words word NNS work_htfht4hrybdz3jty5t7367hreu 95 32 in in IN work_htfht4hrybdz3jty5t7367hreu 95 33 a a DT work_htfht4hrybdz3jty5t7367hreu 95 34 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 95 35 . . . work_htfht4hrybdz3jty5t7367hreu 96 1 2.4 2.4 CD work_htfht4hrybdz3jty5t7367hreu 96 2 . . . work_htfht4hrybdz3jty5t7367hreu 97 1 Deep deep JJ work_htfht4hrybdz3jty5t7367hreu 97 2 Learning learning NN work_htfht4hrybdz3jty5t7367hreu 97 3 for for IN work_htfht4hrybdz3jty5t7367hreu 97 4 Sentiment Sentiment NNP work_htfht4hrybdz3jty5t7367hreu 97 5 Analysis Analysis NNP work_htfht4hrybdz3jty5t7367hreu 97 6 Recent recent JJ work_htfht4hrybdz3jty5t7367hreu 97 7 years year NNS work_htfht4hrybdz3jty5t7367hreu 97 8 have have VBP work_htfht4hrybdz3jty5t7367hreu 97 9 seen see VBN work_htfht4hrybdz3jty5t7367hreu 97 10 a a DT work_htfht4hrybdz3jty5t7367hreu 97 11 surge surge NN work_htfht4hrybdz3jty5t7367hreu 97 12 of of IN work_htfht4hrybdz3jty5t7367hreu 97 13 interests interest NNS work_htfht4hrybdz3jty5t7367hreu 97 14 of of IN work_htfht4hrybdz3jty5t7367hreu 97 15 developing develop VBG work_htfht4hrybdz3jty5t7367hreu 97 16 deep deep JJ work_htfht4hrybdz3jty5t7367hreu 97 17 learning learning NN work_htfht4hrybdz3jty5t7367hreu 97 18 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 97 19 for for IN work_htfht4hrybdz3jty5t7367hreu 97 20 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 97 21 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 97 22 . . . work_htfht4hrybdz3jty5t7367hreu 98 1 Many many JJ work_htfht4hrybdz3jty5t7367hreu 98 2 of of IN work_htfht4hrybdz3jty5t7367hreu 98 3 them -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 98 4 have have VBP work_htfht4hrybdz3jty5t7367hreu 98 5 been be VBN work_htfht4hrybdz3jty5t7367hreu 98 6 applied apply VBN work_htfht4hrybdz3jty5t7367hreu 98 7 to to IN work_htfht4hrybdz3jty5t7367hreu 98 8 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 98 9 classification classification NN work_htfht4hrybdz3jty5t7367hreu 98 10 on on IN work_htfht4hrybdz3jty5t7367hreu 98 11 product product NN work_htfht4hrybdz3jty5t7367hreu 98 12 re- re- JJ work_htfht4hrybdz3jty5t7367hreu 98 13 views view NNS work_htfht4hrybdz3jty5t7367hreu 98 14 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 98 15 Chen Chen NNP work_htfht4hrybdz3jty5t7367hreu 98 16 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 17 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 18 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 19 , , , work_htfht4hrybdz3jty5t7367hreu 98 20 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 98 21 ; ; : work_htfht4hrybdz3jty5t7367hreu 98 22 Gui Gui NNP work_htfht4hrybdz3jty5t7367hreu 98 23 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 24 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 25 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 26 , , , work_htfht4hrybdz3jty5t7367hreu 98 27 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 98 28 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 98 29 , , , work_htfht4hrybdz3jty5t7367hreu 98 30 news news NN work_htfht4hrybdz3jty5t7367hreu 98 31 articles article NNS work_htfht4hrybdz3jty5t7367hreu 98 32 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 98 33 Lai Lai NNP work_htfht4hrybdz3jty5t7367hreu 98 34 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 35 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 36 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 37 , , , work_htfht4hrybdz3jty5t7367hreu 98 38 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 98 39 ; ; : work_htfht4hrybdz3jty5t7367hreu 98 40 Nguyen Nguyen NNP work_htfht4hrybdz3jty5t7367hreu 98 41 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 42 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 43 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 44 , , , work_htfht4hrybdz3jty5t7367hreu 98 45 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 98 46 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 98 47 as as RB work_htfht4hrybdz3jty5t7367hreu 98 48 well well RB work_htfht4hrybdz3jty5t7367hreu 98 49 as as IN work_htfht4hrybdz3jty5t7367hreu 98 50 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 98 51 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 98 52 Ghiassi Ghiassi NNP work_htfht4hrybdz3jty5t7367hreu 98 53 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 54 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 55 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 56 , , , work_htfht4hrybdz3jty5t7367hreu 98 57 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 98 58 ; ; : work_htfht4hrybdz3jty5t7367hreu 98 59 Dong Dong NNP work_htfht4hrybdz3jty5t7367hreu 98 60 et et NNP work_htfht4hrybdz3jty5t7367hreu 98 61 al al NNP work_htfht4hrybdz3jty5t7367hreu 98 62 . . NNP work_htfht4hrybdz3jty5t7367hreu 98 63 , , , work_htfht4hrybdz3jty5t7367hreu 98 64 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 98 65 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 98 66 . . . work_htfht4hrybdz3jty5t7367hreu 99 1 Different different JJ work_htfht4hrybdz3jty5t7367hreu 99 2 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 99 3 network network NN work_htfht4hrybdz3jty5t7367hreu 99 4 ar- ar- NN work_htfht4hrybdz3jty5t7367hreu 99 5 chitectures chitecture NNS work_htfht4hrybdz3jty5t7367hreu 99 6 have have VBP work_htfht4hrybdz3jty5t7367hreu 99 7 been be VBN work_htfht4hrybdz3jty5t7367hreu 99 8 explored explore VBN work_htfht4hrybdz3jty5t7367hreu 99 9 including include VBG work_htfht4hrybdz3jty5t7367hreu 99 10 Convolutional Convolutional NNP work_htfht4hrybdz3jty5t7367hreu 99 11 Neural Neural NNP work_htfht4hrybdz3jty5t7367hreu 99 12 Network Network NNP work_htfht4hrybdz3jty5t7367hreu 99 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 99 14 CNN CNN NNP work_htfht4hrybdz3jty5t7367hreu 99 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 99 16 models model NNS work_htfht4hrybdz3jty5t7367hreu 99 17 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 99 18 dos dos NNP work_htfht4hrybdz3jty5t7367hreu 99 19 Santos Santos NNP work_htfht4hrybdz3jty5t7367hreu 99 20 and and CC work_htfht4hrybdz3jty5t7367hreu 99 21 Gatti Gatti NNP work_htfht4hrybdz3jty5t7367hreu 99 22 , , , work_htfht4hrybdz3jty5t7367hreu 99 23 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 99 24 ; ; : work_htfht4hrybdz3jty5t7367hreu 99 25 Severyn Severyn NNP work_htfht4hrybdz3jty5t7367hreu 99 26 and and CC work_htfht4hrybdz3jty5t7367hreu 99 27 Moschitti Moschitti NNP work_htfht4hrybdz3jty5t7367hreu 99 28 , , , work_htfht4hrybdz3jty5t7367hreu 99 29 2015a 2015a CD work_htfht4hrybdz3jty5t7367hreu 99 30 , , , work_htfht4hrybdz3jty5t7367hreu 99 31 b b NN work_htfht4hrybdz3jty5t7367hreu 99 32 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 99 33 , , , work_htfht4hrybdz3jty5t7367hreu 99 34 Long Long NNP work_htfht4hrybdz3jty5t7367hreu 99 35 Short Short NNP work_htfht4hrybdz3jty5t7367hreu 99 36 - - HYPH work_htfht4hrybdz3jty5t7367hreu 99 37 Term Term NNP work_htfht4hrybdz3jty5t7367hreu 99 38 Memory Memory NNP work_htfht4hrybdz3jty5t7367hreu 99 39 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 99 40 LSTM LSTM NNP work_htfht4hrybdz3jty5t7367hreu 99 41 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 99 42 Networks Networks NNP work_htfht4hrybdz3jty5t7367hreu 99 43 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 99 44 Tang Tang NNP work_htfht4hrybdz3jty5t7367hreu 99 45 et et FW work_htfht4hrybdz3jty5t7367hreu 99 46 al al NNP work_htfht4hrybdz3jty5t7367hreu 99 47 . . NNP work_htfht4hrybdz3jty5t7367hreu 99 48 , , , work_htfht4hrybdz3jty5t7367hreu 99 49 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 99 50 ; ; : work_htfht4hrybdz3jty5t7367hreu 99 51 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 99 52 et et NNP work_htfht4hrybdz3jty5t7367hreu 99 53 al al NNP work_htfht4hrybdz3jty5t7367hreu 99 54 . . NNP work_htfht4hrybdz3jty5t7367hreu 99 55 , , , work_htfht4hrybdz3jty5t7367hreu 99 56 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 99 57 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 99 58 and and CC work_htfht4hrybdz3jty5t7367hreu 99 59 models model NNS work_htfht4hrybdz3jty5t7367hreu 99 60 with with IN work_htfht4hrybdz3jty5t7367hreu 99 61 attention attention NN work_htfht4hrybdz3jty5t7367hreu 99 62 mechanisms mechanism NNS work_htfht4hrybdz3jty5t7367hreu 99 63 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 99 64 Ren Ren NNP work_htfht4hrybdz3jty5t7367hreu 99 65 et et NNP work_htfht4hrybdz3jty5t7367hreu 99 66 al al NNP work_htfht4hrybdz3jty5t7367hreu 99 67 . . NNP work_htfht4hrybdz3jty5t7367hreu 99 68 , , , work_htfht4hrybdz3jty5t7367hreu 99 69 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 99 70 ; ; : work_htfht4hrybdz3jty5t7367hreu 99 71 Yang Yang NNP work_htfht4hrybdz3jty5t7367hreu 99 72 et et FW work_htfht4hrybdz3jty5t7367hreu 99 73 al al NNP work_htfht4hrybdz3jty5t7367hreu 99 74 . . NNP work_htfht4hrybdz3jty5t7367hreu 99 75 , , , work_htfht4hrybdz3jty5t7367hreu 99 76 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 99 77 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 99 78 . . . work_htfht4hrybdz3jty5t7367hreu 100 1 However however RB work_htfht4hrybdz3jty5t7367hreu 100 2 , , , work_htfht4hrybdz3jty5t7367hreu 100 3 these these DT work_htfht4hrybdz3jty5t7367hreu 100 4 models model NNS work_htfht4hrybdz3jty5t7367hreu 100 5 rely rely VBP work_htfht4hrybdz3jty5t7367hreu 100 6 on on IN work_htfht4hrybdz3jty5t7367hreu 100 7 annotated annotate VBN work_htfht4hrybdz3jty5t7367hreu 100 8 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 100 9 where where WRB work_htfht4hrybdz3jty5t7367hreu 100 10 each each DT work_htfht4hrybdz3jty5t7367hreu 100 11 October October NNP work_htfht4hrybdz3jty5t7367hreu 100 12 8 8 CD work_htfht4hrybdz3jty5t7367hreu 100 13 , , , work_htfht4hrybdz3jty5t7367hreu 100 14 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 100 15 https://github.com/somethingx86/HOP https://github.com/somethingx86/HOP NNP work_htfht4hrybdz3jty5t7367hreu 100 16 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 100 17 α α NNP work_htfht4hrybdz3jty5t7367hreu 100 18 cd,3 cd,3 NNP work_htfht4hrybdz3jty5t7367hreu 100 19 cd,4 cd,4 NNP work_htfht4hrybdz3jty5t7367hreu 100 20 cd cd NN work_htfht4hrybdz3jty5t7367hreu 100 21 , , , work_htfht4hrybdz3jty5t7367hreu 100 22 L L NNP work_htfht4hrybdz3jty5t7367hreu 100 23 n[1,Nd n[1,Nd NNP work_htfht4hrybdz3jty5t7367hreu 100 24 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 100 25 c1 c1 NN work_htfht4hrybdz3jty5t7367hreu 100 26 cd,2λ cd,2λ NNP work_htfht4hrybdz3jty5t7367hreu 100 27 .. .. . work_htfht4hrybdz3jty5t7367hreu 100 28 . . . work_htfht4hrybdz3jty5t7367hreu 101 1 d[1,D d[1,D NNP work_htfht4hrybdz3jty5t7367hreu 101 2 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 3 Gu Gu NNP work_htfht4hrybdz3jty5t7367hreu 101 4 k k NNP work_htfht4hrybdz3jty5t7367hreu 101 5 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 101 6 , , , work_htfht4hrybdz3jty5t7367hreu 101 7 n,1 n,1 NNP work_htfht4hrybdz3jty5t7367hreu 101 8 θd θd NNP work_htfht4hrybdz3jty5t7367hreu 101 9 k[1, k[1, NNP work_htfht4hrybdz3jty5t7367hreu 101 10 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 11 ... ... NFP work_htfht4hrybdz3jty5t7367hreu 101 12 ... ... NFP work_htfht4hrybdz3jty5t7367hreu 101 13 zd zd IN work_htfht4hrybdz3jty5t7367hreu 101 14 , , , work_htfht4hrybdz3jty5t7367hreu 101 15 n,1 n,1 NNP work_htfht4hrybdz3jty5t7367hreu 101 16 zd zd IN work_htfht4hrybdz3jty5t7367hreu 101 17 , , , work_htfht4hrybdz3jty5t7367hreu 101 18 n,2 n,2 IN work_htfht4hrybdz3jty5t7367hreu 101 19 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 101 20 , , , work_htfht4hrybdz3jty5t7367hreu 101 21 n,2 n,2 NNP work_htfht4hrybdz3jty5t7367hreu 101 22 zd zd NNP work_htfht4hrybdz3jty5t7367hreu 101 23 , , , work_htfht4hrybdz3jty5t7367hreu 101 24 n n NNP work_htfht4hrybdz3jty5t7367hreu 101 25 , , , work_htfht4hrybdz3jty5t7367hreu 101 26 Ud Ud NNP work_htfht4hrybdz3jty5t7367hreu 101 27 , , , work_htfht4hrybdz3jty5t7367hreu 101 28 n n CC work_htfht4hrybdz3jty5t7367hreu 101 29 wd wd JJ work_htfht4hrybdz3jty5t7367hreu 101 30 , , , work_htfht4hrybdz3jty5t7367hreu 101 31 n n JJ work_htfht4hrybdz3jty5t7367hreu 101 32 , , , work_htfht4hrybdz3jty5t7367hreu 101 33 Ud Ud NNP work_htfht4hrybdz3jty5t7367hreu 101 34 , , , work_htfht4hrybdz3jty5t7367hreu 101 35 n n JJ work_htfht4hrybdz3jty5t7367hreu 101 36 u[1,Ud u[1,Ud NNP work_htfht4hrybdz3jty5t7367hreu 101 37 , , , work_htfht4hrybdz3jty5t7367hreu 101 38 n n IN work_htfht4hrybdz3jty5t7367hreu 101 39 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 40 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 101 41 U u NN work_htfht4hrybdz3jty5t7367hreu 101 42 ηβk ηβk NN work_htfht4hrybdz3jty5t7367hreu 101 43 k[1, k[1, NNP work_htfht4hrybdz3jty5t7367hreu 101 44 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 45 d[1,D d[1,D NNP work_htfht4hrybdz3jty5t7367hreu 101 46 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 47 cd,1 cd,1 NNP work_htfht4hrybdz3jty5t7367hreu 101 48 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 101 49 cd,3 cd,3 NN work_htfht4hrybdz3jty5t7367hreu 101 50 cd cd NN work_htfht4hrybdz3jty5t7367hreu 101 51 , , , work_htfht4hrybdz3jty5t7367hreu 101 52 L L NNP work_htfht4hrybdz3jty5t7367hreu 101 53 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 101 54 α α NNP work_htfht4hrybdz3jty5t7367hreu 101 55 θd θd NNP work_htfht4hrybdz3jty5t7367hreu 101 56 n[1,Nd n[1,Nd NNP work_htfht4hrybdz3jty5t7367hreu 101 57 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 101 58 zd zd NNP work_htfht4hrybdz3jty5t7367hreu 101 59 , , , work_htfht4hrybdz3jty5t7367hreu 101 60 n n CC work_htfht4hrybdz3jty5t7367hreu 101 61 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 101 62 , , , work_htfht4hrybdz3jty5t7367hreu 101 63 n n JJ work_htfht4hrybdz3jty5t7367hreu 101 64 .. .. . work_htfht4hrybdz3jty5t7367hreu 101 65 . . . work_htfht4hrybdz3jty5t7367hreu 102 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 102 2 a a LS work_htfht4hrybdz3jty5t7367hreu 102 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 102 4 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 102 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 102 6 b b LS work_htfht4hrybdz3jty5t7367hreu 102 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 102 8 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 102 9 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 102 10 2 2 CD work_htfht4hrybdz3jty5t7367hreu 102 11 : : : work_htfht4hrybdz3jty5t7367hreu 102 12 Graphical graphical JJ work_htfht4hrybdz3jty5t7367hreu 102 13 models model NNS work_htfht4hrybdz3jty5t7367hreu 102 14 of of IN work_htfht4hrybdz3jty5t7367hreu 102 15 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 102 16 and and CC work_htfht4hrybdz3jty5t7367hreu 102 17 the the DT work_htfht4hrybdz3jty5t7367hreu 102 18 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 102 19 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 102 20 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 102 21 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 102 22 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 102 23 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 102 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 102 25 model model NN work_htfht4hrybdz3jty5t7367hreu 102 26 . . . work_htfht4hrybdz3jty5t7367hreu 103 1 Boxes box NNS work_htfht4hrybdz3jty5t7367hreu 103 2 are be VBP work_htfht4hrybdz3jty5t7367hreu 103 3 plate plate NN work_htfht4hrybdz3jty5t7367hreu 103 4 notations notation NNS work_htfht4hrybdz3jty5t7367hreu 103 5 representing represent VBG work_htfht4hrybdz3jty5t7367hreu 103 6 replicates replicate NNS work_htfht4hrybdz3jty5t7367hreu 103 7 . . . work_htfht4hrybdz3jty5t7367hreu 104 1 Table table NN work_htfht4hrybdz3jty5t7367hreu 104 2 1 1 CD work_htfht4hrybdz3jty5t7367hreu 104 3 : : : work_htfht4hrybdz3jty5t7367hreu 104 4 Notations notation NNS work_htfht4hrybdz3jty5t7367hreu 104 5 Used use VBN work_htfht4hrybdz3jty5t7367hreu 104 6 in in IN work_htfht4hrybdz3jty5t7367hreu 104 7 the the DT work_htfht4hrybdz3jty5t7367hreu 104 8 Article article NN work_htfht4hrybdz3jty5t7367hreu 104 9 . . . work_htfht4hrybdz3jty5t7367hreu 105 1 Symbol symbol NN work_htfht4hrybdz3jty5t7367hreu 105 2 Description description NN work_htfht4hrybdz3jty5t7367hreu 105 3 βk βk XX work_htfht4hrybdz3jty5t7367hreu 105 4 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 105 5 k k NNP work_htfht4hrybdz3jty5t7367hreu 105 6 , , , work_htfht4hrybdz3jty5t7367hreu 105 7 which which WDT work_htfht4hrybdz3jty5t7367hreu 105 8 is be VBZ work_htfht4hrybdz3jty5t7367hreu 105 9 a a DT work_htfht4hrybdz3jty5t7367hreu 105 10 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 11 over over IN work_htfht4hrybdz3jty5t7367hreu 105 12 the the DT work_htfht4hrybdz3jty5t7367hreu 105 13 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 105 14 cd cd NN work_htfht4hrybdz3jty5t7367hreu 105 15 , , , work_htfht4hrybdz3jty5t7367hreu 105 16 l l NN work_htfht4hrybdz3jty5t7367hreu 105 17 The the DT work_htfht4hrybdz3jty5t7367hreu 105 18 lth lth NN work_htfht4hrybdz3jty5t7367hreu 105 19 level level NN work_htfht4hrybdz3jty5t7367hreu 105 20 , , , work_htfht4hrybdz3jty5t7367hreu 105 21 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 105 22 value value NN work_htfht4hrybdz3jty5t7367hreu 105 23 indexes index VBZ work_htfht4hrybdz3jty5t7367hreu 105 24 a a DT work_htfht4hrybdz3jty5t7367hreu 105 25 topic topic NN work_htfht4hrybdz3jty5t7367hreu 105 26 and and CC work_htfht4hrybdz3jty5t7367hreu 105 27 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 105 28 CRP CRP NNP work_htfht4hrybdz3jty5t7367hreu 105 29 cd cd NN work_htfht4hrybdz3jty5t7367hreu 105 30 The the DT work_htfht4hrybdz3jty5t7367hreu 105 31 path path NN work_htfht4hrybdz3jty5t7367hreu 105 32 in in IN work_htfht4hrybdz3jty5t7367hreu 105 33 the the DT work_htfht4hrybdz3jty5t7367hreu 105 34 tree tree NN work_htfht4hrybdz3jty5t7367hreu 105 35 for for IN work_htfht4hrybdz3jty5t7367hreu 105 36 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 105 37 d d NNPS work_htfht4hrybdz3jty5t7367hreu 105 38 , , , work_htfht4hrybdz3jty5t7367hreu 105 39 which which WDT work_htfht4hrybdz3jty5t7367hreu 105 40 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 105 41 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 105 42 θd θd NNP work_htfht4hrybdz3jty5t7367hreu 105 43 Distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 44 over over IN work_htfht4hrybdz3jty5t7367hreu 105 45 the the DT work_htfht4hrybdz3jty5t7367hreu 105 46 levels level NNS work_htfht4hrybdz3jty5t7367hreu 105 47 for for IN work_htfht4hrybdz3jty5t7367hreu 105 48 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 105 49 d d NNP work_htfht4hrybdz3jty5t7367hreu 105 50 α α NNP work_htfht4hrybdz3jty5t7367hreu 105 51 Parameter Parameter NNP work_htfht4hrybdz3jty5t7367hreu 105 52 for for IN work_htfht4hrybdz3jty5t7367hreu 105 53 the the DT work_htfht4hrybdz3jty5t7367hreu 105 54 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 105 55 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 56 γ γ IN work_htfht4hrybdz3jty5t7367hreu 105 57 Concentration Concentration NNP work_htfht4hrybdz3jty5t7367hreu 105 58 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 105 59 for for IN work_htfht4hrybdz3jty5t7367hreu 105 60 the the DT work_htfht4hrybdz3jty5t7367hreu 105 61 CRPs CRPs NNPS work_htfht4hrybdz3jty5t7367hreu 105 62 η η NNP work_htfht4hrybdz3jty5t7367hreu 105 63 Parameter Parameter NNP work_htfht4hrybdz3jty5t7367hreu 105 64 for for IN work_htfht4hrybdz3jty5t7367hreu 105 65 the the DT work_htfht4hrybdz3jty5t7367hreu 105 66 symmetric symmetric JJ work_htfht4hrybdz3jty5t7367hreu 105 67 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 105 68 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 69 λ λ CD work_htfht4hrybdz3jty5t7367hreu 105 70 Parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 105 71 for for IN work_htfht4hrybdz3jty5t7367hreu 105 72 the the DT work_htfht4hrybdz3jty5t7367hreu 105 73 Bernoulli Bernoulli NNP work_htfht4hrybdz3jty5t7367hreu 105 74 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 75 wd wd UH work_htfht4hrybdz3jty5t7367hreu 105 76 , , , work_htfht4hrybdz3jty5t7367hreu 105 77 n n CC work_htfht4hrybdz3jty5t7367hreu 105 78 The the DT work_htfht4hrybdz3jty5t7367hreu 105 79 token token NN work_htfht4hrybdz3jty5t7367hreu 105 80 in in IN work_htfht4hrybdz3jty5t7367hreu 105 81 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 105 82 d d NN work_htfht4hrybdz3jty5t7367hreu 105 83 , , , work_htfht4hrybdz3jty5t7367hreu 105 84 position position NN work_htfht4hrybdz3jty5t7367hreu 105 85 n n CC work_htfht4hrybdz3jty5t7367hreu 105 86 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 105 87 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 105 88 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 105 89 zd zd IN work_htfht4hrybdz3jty5t7367hreu 105 90 , , , work_htfht4hrybdz3jty5t7367hreu 105 91 n n NN work_htfht4hrybdz3jty5t7367hreu 105 92 Level Level NNP work_htfht4hrybdz3jty5t7367hreu 105 93 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 105 94 for for IN work_htfht4hrybdz3jty5t7367hreu 105 95 token token JJ work_htfht4hrybdz3jty5t7367hreu 105 96 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 105 97 , , , work_htfht4hrybdz3jty5t7367hreu 105 98 n n CC work_htfht4hrybdz3jty5t7367hreu 105 99 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 105 100 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 105 101 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 105 102 wd wd UH work_htfht4hrybdz3jty5t7367hreu 105 103 , , , work_htfht4hrybdz3jty5t7367hreu 105 104 n n NN work_htfht4hrybdz3jty5t7367hreu 105 105 , , , work_htfht4hrybdz3jty5t7367hreu 105 106 u u NNP work_htfht4hrybdz3jty5t7367hreu 105 107 The the DT work_htfht4hrybdz3jty5t7367hreu 105 108 token token NN work_htfht4hrybdz3jty5t7367hreu 105 109 in in IN work_htfht4hrybdz3jty5t7367hreu 105 110 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 105 111 d d NNS work_htfht4hrybdz3jty5t7367hreu 105 112 , , , work_htfht4hrybdz3jty5t7367hreu 105 113 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 105 114 n n NN work_htfht4hrybdz3jty5t7367hreu 105 115 , , , work_htfht4hrybdz3jty5t7367hreu 105 116 position position NN work_htfht4hrybdz3jty5t7367hreu 105 117 u u NNP work_htfht4hrybdz3jty5t7367hreu 105 118 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 105 119 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 105 120 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 105 121 zd zd CD work_htfht4hrybdz3jty5t7367hreu 105 122 , , , work_htfht4hrybdz3jty5t7367hreu 105 123 n n NN work_htfht4hrybdz3jty5t7367hreu 105 124 , , , work_htfht4hrybdz3jty5t7367hreu 105 125 u u NNP work_htfht4hrybdz3jty5t7367hreu 105 126 Level Level NNP work_htfht4hrybdz3jty5t7367hreu 105 127 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 105 128 for for IN work_htfht4hrybdz3jty5t7367hreu 105 129 token token JJ work_htfht4hrybdz3jty5t7367hreu 105 130 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 105 131 , , , work_htfht4hrybdz3jty5t7367hreu 105 132 n n NN work_htfht4hrybdz3jty5t7367hreu 105 133 , , , work_htfht4hrybdz3jty5t7367hreu 105 134 u u NNP work_htfht4hrybdz3jty5t7367hreu 105 135 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 105 136 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 105 137 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 105 138 G0 g0 VB work_htfht4hrybdz3jty5t7367hreu 105 139 Base Base NNP work_htfht4hrybdz3jty5t7367hreu 105 140 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 105 141 for for IN work_htfht4hrybdz3jty5t7367hreu 105 142 the the DT work_htfht4hrybdz3jty5t7367hreu 105 143 HPYPs HPYPs NNPS work_htfht4hrybdz3jty5t7367hreu 105 144 Gk Gk NNP work_htfht4hrybdz3jty5t7367hreu 105 145 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 105 146 k k NNP work_htfht4hrybdz3jty5t7367hreu 105 147 , , , work_htfht4hrybdz3jty5t7367hreu 105 148 which which WDT work_htfht4hrybdz3jty5t7367hreu 105 149 is be VBZ work_htfht4hrybdz3jty5t7367hreu 105 150 an an DT work_htfht4hrybdz3jty5t7367hreu 105 151 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 105 152 Gku Gku NNP work_htfht4hrybdz3jty5t7367hreu 105 153 The the DT work_htfht4hrybdz3jty5t7367hreu 105 154 PYP pyp NN work_htfht4hrybdz3jty5t7367hreu 105 155 that that WDT work_htfht4hrybdz3jty5t7367hreu 105 156 generates generate VBZ work_htfht4hrybdz3jty5t7367hreu 105 157 the the DT work_htfht4hrybdz3jty5t7367hreu 105 158 uth uth NNP work_htfht4hrybdz3jty5t7367hreu 105 159 token token VBD work_htfht4hrybdz3jty5t7367hreu 105 160 in in IN work_htfht4hrybdz3jty5t7367hreu 105 161 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 105 162 of of IN work_htfht4hrybdz3jty5t7367hreu 105 163 topic topic NNP work_htfht4hrybdz3jty5t7367hreu 105 164 k k NNP work_htfht4hrybdz3jty5t7367hreu 105 165 document document NN work_htfht4hrybdz3jty5t7367hreu 105 166 is be VBZ work_htfht4hrybdz3jty5t7367hreu 105 167 either either CC work_htfht4hrybdz3jty5t7367hreu 105 168 labeled label VBN work_htfht4hrybdz3jty5t7367hreu 105 169 by by IN work_htfht4hrybdz3jty5t7367hreu 105 170 the the DT work_htfht4hrybdz3jty5t7367hreu 105 171 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 105 172 class class NN work_htfht4hrybdz3jty5t7367hreu 105 173 or or CC work_htfht4hrybdz3jty5t7367hreu 105 174 annotated annotate VBD work_htfht4hrybdz3jty5t7367hreu 105 175 with with IN work_htfht4hrybdz3jty5t7367hreu 105 176 more more JJR work_htfht4hrybdz3jty5t7367hreu 105 177 fine fine RB work_htfht4hrybdz3jty5t7367hreu 105 178 - - HYPH work_htfht4hrybdz3jty5t7367hreu 105 179 grained grain VBN work_htfht4hrybdz3jty5t7367hreu 105 180 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 105 181 targets target NNS work_htfht4hrybdz3jty5t7367hreu 105 182 / / SYM work_htfht4hrybdz3jty5t7367hreu 105 183 words word NNS work_htfht4hrybdz3jty5t7367hreu 105 184 for for IN work_htfht4hrybdz3jty5t7367hreu 105 185 training training NN work_htfht4hrybdz3jty5t7367hreu 105 186 . . . work_htfht4hrybdz3jty5t7367hreu 106 1 As as IN work_htfht4hrybdz3jty5t7367hreu 106 2 such such JJ work_htfht4hrybdz3jty5t7367hreu 106 3 , , , work_htfht4hrybdz3jty5t7367hreu 106 4 they -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 106 5 can can MD work_htfht4hrybdz3jty5t7367hreu 106 6 not not RB work_htfht4hrybdz3jty5t7367hreu 106 7 be be VB work_htfht4hrybdz3jty5t7367hreu 106 8 used use VBN work_htfht4hrybdz3jty5t7367hreu 106 9 for for IN work_htfht4hrybdz3jty5t7367hreu 106 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 106 11 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 106 12 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 106 13 in in IN work_htfht4hrybdz3jty5t7367hreu 106 14 the the DT work_htfht4hrybdz3jty5t7367hreu 106 15 absence absence NN work_htfht4hrybdz3jty5t7367hreu 106 16 of of IN work_htfht4hrybdz3jty5t7367hreu 106 17 annotated annotate VBN work_htfht4hrybdz3jty5t7367hreu 106 18 data datum NNS work_htfht4hrybdz3jty5t7367hreu 106 19 . . . work_htfht4hrybdz3jty5t7367hreu 107 1 2.5 2.5 CD work_htfht4hrybdz3jty5t7367hreu 107 2 . . . work_htfht4hrybdz3jty5t7367hreu 108 1 Summary Summary NNP work_htfht4hrybdz3jty5t7367hreu 108 2 Our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 108 3 model model NN work_htfht4hrybdz3jty5t7367hreu 108 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 108 5 partly partly RB work_htfht4hrybdz3jty5t7367hreu 108 6 inspired inspire VBN work_htfht4hrybdz3jty5t7367hreu 108 7 by by IN work_htfht4hrybdz3jty5t7367hreu 108 8 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 108 9 . . . work_htfht4hrybdz3jty5t7367hreu 109 1 While while IN work_htfht4hrybdz3jty5t7367hreu 109 2 the the DT work_htfht4hrybdz3jty5t7367hreu 109 3 root root NN work_htfht4hrybdz3jty5t7367hreu 109 4 - - HYPH work_htfht4hrybdz3jty5t7367hreu 109 5 level level NN work_htfht4hrybdz3jty5t7367hreu 109 6 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 109 7 in in IN work_htfht4hrybdz3jty5t7367hreu 109 8 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 109 9 mostly mostly RB work_htfht4hrybdz3jty5t7367hreu 109 10 contain contain VBP work_htfht4hrybdz3jty5t7367hreu 109 11 background background NN work_htfht4hrybdz3jty5t7367hreu 109 12 words word NNS work_htfht4hrybdz3jty5t7367hreu 109 13 , , , work_htfht4hrybdz3jty5t7367hreu 109 14 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 109 15 model model NN work_htfht4hrybdz3jty5t7367hreu 109 16 is be VBZ work_htfht4hrybdz3jty5t7367hreu 109 17 able able JJ work_htfht4hrybdz3jty5t7367hreu 109 18 to to TO work_htfht4hrybdz3jty5t7367hreu 109 19 extract extract VB work_htfht4hrybdz3jty5t7367hreu 109 20 the the DT work_htfht4hrybdz3jty5t7367hreu 109 21 key key JJ work_htfht4hrybdz3jty5t7367hreu 109 22 topic topic NN work_htfht4hrybdz3jty5t7367hreu 109 23 of of IN work_htfht4hrybdz3jty5t7367hreu 109 24 interest interest NN work_htfht4hrybdz3jty5t7367hreu 109 25 from from IN work_htfht4hrybdz3jty5t7367hreu 109 26 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 109 27 at at IN work_htfht4hrybdz3jty5t7367hreu 109 28 the the DT work_htfht4hrybdz3jty5t7367hreu 109 29 root- root- JJ work_htfht4hrybdz3jty5t7367hreu 109 30 level level NN work_htfht4hrybdz3jty5t7367hreu 109 31 . . . work_htfht4hrybdz3jty5t7367hreu 110 1 Also also RB work_htfht4hrybdz3jty5t7367hreu 110 2 , , , work_htfht4hrybdz3jty5t7367hreu 110 3 the the DT work_htfht4hrybdz3jty5t7367hreu 110 4 level-2 level-2 JJ work_htfht4hrybdz3jty5t7367hreu 110 5 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 110 6 in in IN work_htfht4hrybdz3jty5t7367hreu 110 7 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 110 8 model model NN work_htfht4hrybdz3jty5t7367hreu 110 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 110 10 constrained constrain VBN work_htfht4hrybdz3jty5t7367hreu 110 11 to to TO work_htfht4hrybdz3jty5t7367hreu 110 12 be be VB work_htfht4hrybdz3jty5t7367hreu 110 13 stance stance NN work_htfht4hrybdz3jty5t7367hreu 110 14 - - HYPH work_htfht4hrybdz3jty5t7367hreu 110 15 related relate VBN work_htfht4hrybdz3jty5t7367hreu 110 16 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 110 17 to to TO work_htfht4hrybdz3jty5t7367hreu 110 18 allow allow VB work_htfht4hrybdz3jty5t7367hreu 110 19 for for IN work_htfht4hrybdz3jty5t7367hreu 110 20 the the DT work_htfht4hrybdz3jty5t7367hreu 110 21 incorporation incorporation NN work_htfht4hrybdz3jty5t7367hreu 110 22 of of IN work_htfht4hrybdz3jty5t7367hreu 110 23 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 110 24 information information NN work_htfht4hrybdz3jty5t7367hreu 110 25 as as IN work_htfht4hrybdz3jty5t7367hreu 110 26 will will MD work_htfht4hrybdz3jty5t7367hreu 110 27 be be VB work_htfht4hrybdz3jty5t7367hreu 110 28 shown show VBN work_htfht4hrybdz3jty5t7367hreu 110 29 in in IN work_htfht4hrybdz3jty5t7367hreu 110 30 the the DT work_htfht4hrybdz3jty5t7367hreu 110 31 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 110 32 section section NN work_htfht4hrybdz3jty5t7367hreu 110 33 . . . work_htfht4hrybdz3jty5t7367hreu 111 1 Fur- fur- VB work_htfht4hrybdz3jty5t7367hreu 111 2 thermore thermore NN work_htfht4hrybdz3jty5t7367hreu 111 3 , , , work_htfht4hrybdz3jty5t7367hreu 111 4 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 111 5 incorporate incorporate VBP work_htfht4hrybdz3jty5t7367hreu 111 6 the the DT work_htfht4hrybdz3jty5t7367hreu 111 7 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 111 8 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 111 9 - - HYPH work_htfht4hrybdz3jty5t7367hreu 111 10 Yor Yor NNP work_htfht4hrybdz3jty5t7367hreu 111 11 Process Process NNP work_htfht4hrybdz3jty5t7367hreu 111 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 111 13 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 111 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 111 15 as as IN work_htfht4hrybdz3jty5t7367hreu 111 16 the the DT work_htfht4hrybdz3jty5t7367hreu 111 17 prior prior NN work_htfht4hrybdz3jty5t7367hreu 111 18 to to TO work_htfht4hrybdz3jty5t7367hreu 111 19 deal deal VB work_htfht4hrybdz3jty5t7367hreu 111 20 with with IN work_htfht4hrybdz3jty5t7367hreu 111 21 the the DT work_htfht4hrybdz3jty5t7367hreu 111 22 generation generation NN work_htfht4hrybdz3jty5t7367hreu 111 23 of of IN work_htfht4hrybdz3jty5t7367hreu 111 24 multi multi JJ work_htfht4hrybdz3jty5t7367hreu 111 25 - - JJ work_htfht4hrybdz3jty5t7367hreu 111 26 word word JJ work_htfht4hrybdz3jty5t7367hreu 111 27 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 111 28 and and CC work_htfht4hrybdz3jty5t7367hreu 111 29 hence hence RB work_htfht4hrybdz3jty5t7367hreu 111 30 the the DT work_htfht4hrybdz3jty5t7367hreu 111 31 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 111 32 model model NN work_htfht4hrybdz3jty5t7367hreu 111 33 can can MD work_htfht4hrybdz3jty5t7367hreu 111 34 generate generate VB work_htfht4hrybdz3jty5t7367hreu 111 35 hierarchi- hierarchi- NNP work_htfht4hrybdz3jty5t7367hreu 111 36 cal cal JJ work_htfht4hrybdz3jty5t7367hreu 111 37 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 111 38 with with IN work_htfht4hrybdz3jty5t7367hreu 111 39 better well JJR work_htfht4hrybdz3jty5t7367hreu 111 40 interpretability interpretability NN work_htfht4hrybdz3jty5t7367hreu 111 41 . . . work_htfht4hrybdz3jty5t7367hreu 112 1 3 3 LS work_htfht4hrybdz3jty5t7367hreu 112 2 . . . work_htfht4hrybdz3jty5t7367hreu 113 1 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 113 2 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 113 3 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 113 4 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 113 5 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 113 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 113 7 Model Model NNP work_htfht4hrybdz3jty5t7367hreu 113 8 In in IN work_htfht4hrybdz3jty5t7367hreu 113 9 this this DT work_htfht4hrybdz3jty5t7367hreu 113 10 section section NN work_htfht4hrybdz3jty5t7367hreu 113 11 , , , work_htfht4hrybdz3jty5t7367hreu 113 12 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 113 13 propose propose VBP work_htfht4hrybdz3jty5t7367hreu 113 14 the the DT work_htfht4hrybdz3jty5t7367hreu 113 15 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 113 16 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 113 17 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 113 18 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 113 19 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 113 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 113 21 model model NN work_htfht4hrybdz3jty5t7367hreu 113 22 to to TO work_htfht4hrybdz3jty5t7367hreu 113 23 learn learn VB work_htfht4hrybdz3jty5t7367hreu 113 24 a a DT work_htfht4hrybdz3jty5t7367hreu 113 25 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 113 26 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 113 27 from from IN work_htfht4hrybdz3jty5t7367hreu 113 28 text text NN work_htfht4hrybdz3jty5t7367hreu 113 29 and and CC work_htfht4hrybdz3jty5t7367hreu 113 30 also also RB work_htfht4hrybdz3jty5t7367hreu 113 31 model model VB work_htfht4hrybdz3jty5t7367hreu 113 32 the the DT work_htfht4hrybdz3jty5t7367hreu 113 33 generation generation NN work_htfht4hrybdz3jty5t7367hreu 113 34 of of IN work_htfht4hrybdz3jty5t7367hreu 113 35 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 113 36 at at IN work_htfht4hrybdz3jty5t7367hreu 113 37 the the DT work_htfht4hrybdz3jty5t7367hreu 113 38 same same JJ work_htfht4hrybdz3jty5t7367hreu 113 39 time time NN work_htfht4hrybdz3jty5t7367hreu 113 40 . . . work_htfht4hrybdz3jty5t7367hreu 114 1 Before before IN work_htfht4hrybdz3jty5t7367hreu 114 2 pre- pre- NN work_htfht4hrybdz3jty5t7367hreu 114 3 senting sente VBG work_htfht4hrybdz3jty5t7367hreu 114 4 the the DT work_htfht4hrybdz3jty5t7367hreu 114 5 details detail NNS work_htfht4hrybdz3jty5t7367hreu 114 6 of of IN work_htfht4hrybdz3jty5t7367hreu 114 7 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 114 8 , , , work_htfht4hrybdz3jty5t7367hreu 114 9 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 114 10 first first RB work_htfht4hrybdz3jty5t7367hreu 114 11 describe describe VBP work_htfht4hrybdz3jty5t7367hreu 114 12 the the DT work_htfht4hrybdz3jty5t7367hreu 114 13 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 114 14 model model NN work_htfht4hrybdz3jty5t7367hreu 114 15 . . . work_htfht4hrybdz3jty5t7367hreu 115 1 The the DT work_htfht4hrybdz3jty5t7367hreu 115 2 notations notation NNS work_htfht4hrybdz3jty5t7367hreu 115 3 used use VBN work_htfht4hrybdz3jty5t7367hreu 115 4 in in IN work_htfht4hrybdz3jty5t7367hreu 115 5 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 115 6 model model NN work_htfht4hrybdz3jty5t7367hreu 115 7 and and CC work_htfht4hrybdz3jty5t7367hreu 115 8 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 115 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 115 10 summarized summarize VBN work_htfht4hrybdz3jty5t7367hreu 115 11 in in IN work_htfht4hrybdz3jty5t7367hreu 115 12 Table table NN work_htfht4hrybdz3jty5t7367hreu 115 13 1 1 CD work_htfht4hrybdz3jty5t7367hreu 115 14 . . . work_htfht4hrybdz3jty5t7367hreu 116 1 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 116 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 116 3 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 116 4 et et FW work_htfht4hrybdz3jty5t7367hreu 116 5 al al NNP work_htfht4hrybdz3jty5t7367hreu 116 6 . . NNP work_htfht4hrybdz3jty5t7367hreu 116 7 , , , work_htfht4hrybdz3jty5t7367hreu 116 8 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 116 9 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 116 10 as as IN work_htfht4hrybdz3jty5t7367hreu 116 11 illustrated illustrate VBN work_htfht4hrybdz3jty5t7367hreu 116 12 in in IN work_htfht4hrybdz3jty5t7367hreu 116 13 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 116 14 2(a 2(a CD work_htfht4hrybdz3jty5t7367hreu 116 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 116 16 as- as- NNP work_htfht4hrybdz3jty5t7367hreu 116 17 sumes sum VBZ work_htfht4hrybdz3jty5t7367hreu 116 18 that that IN work_htfht4hrybdz3jty5t7367hreu 116 19 each each DT work_htfht4hrybdz3jty5t7367hreu 116 20 topic topic NN work_htfht4hrybdz3jty5t7367hreu 116 21 is be VBZ work_htfht4hrybdz3jty5t7367hreu 116 22 tied tie VBN work_htfht4hrybdz3jty5t7367hreu 116 23 to to IN work_htfht4hrybdz3jty5t7367hreu 116 24 a a DT work_htfht4hrybdz3jty5t7367hreu 116 25 node node NN work_htfht4hrybdz3jty5t7367hreu 116 26 in in IN work_htfht4hrybdz3jty5t7367hreu 116 27 a a DT work_htfht4hrybdz3jty5t7367hreu 116 28 tree tree NN work_htfht4hrybdz3jty5t7367hreu 116 29 and and CC work_htfht4hrybdz3jty5t7367hreu 116 30 the the DT work_htfht4hrybdz3jty5t7367hreu 116 31 doc- doc- NN work_htfht4hrybdz3jty5t7367hreu 116 32 uments ument NNS work_htfht4hrybdz3jty5t7367hreu 116 33 are be VBP work_htfht4hrybdz3jty5t7367hreu 116 34 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 116 35 by by IN work_htfht4hrybdz3jty5t7367hreu 116 36 first first RB work_htfht4hrybdz3jty5t7367hreu 116 37 selecting select VBG work_htfht4hrybdz3jty5t7367hreu 116 38 a a DT work_htfht4hrybdz3jty5t7367hreu 116 39 path path NN work_htfht4hrybdz3jty5t7367hreu 116 40 in in IN work_htfht4hrybdz3jty5t7367hreu 116 41 the the DT work_htfht4hrybdz3jty5t7367hreu 116 42 tree tree NN work_htfht4hrybdz3jty5t7367hreu 116 43 , , , work_htfht4hrybdz3jty5t7367hreu 116 44 then then RB work_htfht4hrybdz3jty5t7367hreu 116 45 choosing choose VBG work_htfht4hrybdz3jty5t7367hreu 116 46 a a DT work_htfht4hrybdz3jty5t7367hreu 116 47 topic topic NN work_htfht4hrybdz3jty5t7367hreu 116 48 at at IN work_htfht4hrybdz3jty5t7367hreu 116 49 each each DT work_htfht4hrybdz3jty5t7367hreu 116 50 level level NN work_htfht4hrybdz3jty5t7367hreu 116 51 of of IN work_htfht4hrybdz3jty5t7367hreu 116 52 the the DT work_htfht4hrybdz3jty5t7367hreu 116 53 path path NN work_htfht4hrybdz3jty5t7367hreu 116 54 and and CC work_htfht4hrybdz3jty5t7367hreu 116 55 finally finally RB work_htfht4hrybdz3jty5t7367hreu 116 56 drawing draw VBG work_htfht4hrybdz3jty5t7367hreu 116 57 words word NNS work_htfht4hrybdz3jty5t7367hreu 116 58 from from IN work_htfht4hrybdz3jty5t7367hreu 116 59 the the DT work_htfht4hrybdz3jty5t7367hreu 116 60 assigned assigned JJ work_htfht4hrybdz3jty5t7367hreu 116 61 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 116 62 . . . work_htfht4hrybdz3jty5t7367hreu 117 1 Notations notation NNS work_htfht4hrybdz3jty5t7367hreu 117 2 c c NNP work_htfht4hrybdz3jty5t7367hreu 117 3 in in IN work_htfht4hrybdz3jty5t7367hreu 117 4 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 117 5 2(a 2(a CD work_htfht4hrybdz3jty5t7367hreu 117 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 117 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 117 8 random random JJ work_htfht4hrybdz3jty5t7367hreu 117 9 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 117 10 indexing index VBG work_htfht4hrybdz3jty5t7367hreu 117 11 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 117 12 β β NN work_htfht4hrybdz3jty5t7367hreu 117 13 . . . work_htfht4hrybdz3jty5t7367hreu 118 1 The the DT work_htfht4hrybdz3jty5t7367hreu 118 2 per per IN work_htfht4hrybdz3jty5t7367hreu 118 3 - - HYPH work_htfht4hrybdz3jty5t7367hreu 118 4 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 118 5 path path NN work_htfht4hrybdz3jty5t7367hreu 118 6 cd cd NN work_htfht4hrybdz3jty5t7367hreu 118 7 = = NFP work_htfht4hrybdz3jty5t7367hreu 118 8 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 118 9 cd,1 cd,1 NN work_htfht4hrybdz3jty5t7367hreu 118 10 , , , work_htfht4hrybdz3jty5t7367hreu 118 11 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 118 12 , , , work_htfht4hrybdz3jty5t7367hreu 118 13 . . . work_htfht4hrybdz3jty5t7367hreu 119 1 . . . work_htfht4hrybdz3jty5t7367hreu 120 1 . . . work_htfht4hrybdz3jty5t7367hreu 121 1 , , , work_htfht4hrybdz3jty5t7367hreu 121 2 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 121 3 , , , work_htfht4hrybdz3jty5t7367hreu 121 4 L L NNP work_htfht4hrybdz3jty5t7367hreu 121 5 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 121 6 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 121 7 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 121 8 , , , work_htfht4hrybdz3jty5t7367hreu 121 9 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 121 10 valuing value VBG work_htfht4hrybdz3jty5t7367hreu 121 11 behavior behavior NN work_htfht4hrybdz3jty5t7367hreu 121 12 functions function NNS work_htfht4hrybdz3jty5t7367hreu 121 13 as as IN work_htfht4hrybdz3jty5t7367hreu 121 14 the the DT work_htfht4hrybdz3jty5t7367hreu 121 15 affiliated affiliated JJ work_htfht4hrybdz3jty5t7367hreu 121 16 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 121 17 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 121 18 seating seating NN work_htfht4hrybdz3jty5t7367hreu 121 19 process process NN work_htfht4hrybdz3jty5t7367hreu 121 20 , , , work_htfht4hrybdz3jty5t7367hreu 121 21 which which WDT work_htfht4hrybdz3jty5t7367hreu 121 22 will will MD work_htfht4hrybdz3jty5t7367hreu 121 23 be be VB work_htfht4hrybdz3jty5t7367hreu 121 24 described describe VBN work_htfht4hrybdz3jty5t7367hreu 121 25 later later RB work_htfht4hrybdz3jty5t7367hreu 121 26 in in IN work_htfht4hrybdz3jty5t7367hreu 121 27 the the DT work_htfht4hrybdz3jty5t7367hreu 121 28 introduction introduction NN work_htfht4hrybdz3jty5t7367hreu 121 29 of of IN work_htfht4hrybdz3jty5t7367hreu 121 30 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 121 31 . . . work_htfht4hrybdz3jty5t7367hreu 122 1 The the DT work_htfht4hrybdz3jty5t7367hreu 122 2 arrows arrow NNS work_htfht4hrybdz3jty5t7367hreu 122 3 linking link VBG work_htfht4hrybdz3jty5t7367hreu 122 4 c c NNP work_htfht4hrybdz3jty5t7367hreu 122 5 indicate indicate VBP work_htfht4hrybdz3jty5t7367hreu 122 6 the the DT work_htfht4hrybdz3jty5t7367hreu 122 7 constraint constraint NN work_htfht4hrybdz3jty5t7367hreu 122 8 that that IN work_htfht4hrybdz3jty5t7367hreu 122 9 the the DT work_htfht4hrybdz3jty5t7367hreu 122 10 path path NN work_htfht4hrybdz3jty5t7367hreu 122 11 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 122 12 lower low JJR work_htfht4hrybdz3jty5t7367hreu 122 13 - - HYPH work_htfht4hrybdz3jty5t7367hreu 122 14 level level NN work_htfht4hrybdz3jty5t7367hreu 122 15 node node NN work_htfht4hrybdz3jty5t7367hreu 122 16 could could MD work_htfht4hrybdz3jty5t7367hreu 122 17 only only RB work_htfht4hrybdz3jty5t7367hreu 122 18 take take VB work_htfht4hrybdz3jty5t7367hreu 122 19 the the DT work_htfht4hrybdz3jty5t7367hreu 122 20 value value NN work_htfht4hrybdz3jty5t7367hreu 122 21 of of IN work_htfht4hrybdz3jty5t7367hreu 122 22 indices index NNS work_htfht4hrybdz3jty5t7367hreu 122 23 of of IN work_htfht4hrybdz3jty5t7367hreu 122 24 the the DT work_htfht4hrybdz3jty5t7367hreu 122 25 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 122 26 in in IN work_htfht4hrybdz3jty5t7367hreu 122 27 the the DT work_htfht4hrybdz3jty5t7367hreu 122 28 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 122 29 the the DT work_htfht4hrybdz3jty5t7367hreu 122 30 upper upper JJ work_htfht4hrybdz3jty5t7367hreu 122 31 level level NN work_htfht4hrybdz3jty5t7367hreu 122 32 is be VBZ work_htfht4hrybdz3jty5t7367hreu 122 33 pointing point VBG work_htfht4hrybdz3jty5t7367hreu 122 34 to to IN work_htfht4hrybdz3jty5t7367hreu 122 35 , , , work_htfht4hrybdz3jty5t7367hreu 122 36 i.e. i.e. FW work_htfht4hrybdz3jty5t7367hreu 122 37 , , , work_htfht4hrybdz3jty5t7367hreu 122 38 a a DT work_htfht4hrybdz3jty5t7367hreu 122 39 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 122 40 only only RB work_htfht4hrybdz3jty5t7367hreu 122 41 counts count VBZ work_htfht4hrybdz3jty5t7367hreu 122 42 those those DT work_htfht4hrybdz3jty5t7367hreu 122 43 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 122 44 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 122 45 upper upper JJ work_htfht4hrybdz3jty5t7367hreu 122 46 level level NN work_htfht4hrybdz3jty5t7367hreu 122 47 takes take VBZ work_htfht4hrybdz3jty5t7367hreu 122 48 the the DT work_htfht4hrybdz3jty5t7367hreu 122 49 same same JJ work_htfht4hrybdz3jty5t7367hreu 122 50 value value NN work_htfht4hrybdz3jty5t7367hreu 122 51 in in IN work_htfht4hrybdz3jty5t7367hreu 122 52 the the DT work_htfht4hrybdz3jty5t7367hreu 122 53 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 122 54 of of IN work_htfht4hrybdz3jty5t7367hreu 122 55 the the DT work_htfht4hrybdz3jty5t7367hreu 122 56 gen- gen- NN work_htfht4hrybdz3jty5t7367hreu 122 57 erative erative JJ work_htfht4hrybdz3jty5t7367hreu 122 58 process process NN work_htfht4hrybdz3jty5t7367hreu 122 59 . . . work_htfht4hrybdz3jty5t7367hreu 123 1 One one CD work_htfht4hrybdz3jty5t7367hreu 123 2 problem problem NN work_htfht4hrybdz3jty5t7367hreu 123 3 of of IN work_htfht4hrybdz3jty5t7367hreu 123 4 applying apply VBG work_htfht4hrybdz3jty5t7367hreu 123 5 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 123 6 for for IN work_htfht4hrybdz3jty5t7367hreu 123 7 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 123 8 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 123 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 123 10 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 123 11 unconstrained unconstrained JJ work_htfht4hrybdz3jty5t7367hreu 123 12 number number NN work_htfht4hrybdz3jty5t7367hreu 123 13 of of IN work_htfht4hrybdz3jty5t7367hreu 123 14 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 123 15 and and CC work_htfht4hrybdz3jty5t7367hreu 123 16 the the DT work_htfht4hrybdz3jty5t7367hreu 123 17 mixture mixture NN work_htfht4hrybdz3jty5t7367hreu 123 18 of of IN work_htfht4hrybdz3jty5t7367hreu 123 19 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 123 20 under under IN work_htfht4hrybdz3jty5t7367hreu 123 21 different different JJ work_htfht4hrybdz3jty5t7367hreu 123 22 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 123 23 . . . work_htfht4hrybdz3jty5t7367hreu 124 1 The the DT work_htfht4hrybdz3jty5t7367hreu 124 2 problem problem NN work_htfht4hrybdz3jty5t7367hreu 124 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 124 4 aggravated aggravate VBN work_htfht4hrybdz3jty5t7367hreu 124 5 when when WRB work_htfht4hrybdz3jty5t7367hreu 124 6 the the DT work_htfht4hrybdz3jty5t7367hreu 124 7 corpus corpus NNP work_htfht4hrybdz3jty5t7367hreu 124 8 is be VBZ work_htfht4hrybdz3jty5t7367hreu 124 9 noisy noisy JJ work_htfht4hrybdz3jty5t7367hreu 124 10 . . . work_htfht4hrybdz3jty5t7367hreu 125 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 125 2 modify modify VBP work_htfht4hrybdz3jty5t7367hreu 125 3 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 125 4 by by IN work_htfht4hrybdz3jty5t7367hreu 125 5 placing place VBG work_htfht4hrybdz3jty5t7367hreu 125 6 a a DT work_htfht4hrybdz3jty5t7367hreu 125 7 root root NN work_htfht4hrybdz3jty5t7367hreu 125 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 125 9 that that WDT work_htfht4hrybdz3jty5t7367hreu 125 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 125 11 shared share VBN work_htfht4hrybdz3jty5t7367hreu 125 12 by by IN work_htfht4hrybdz3jty5t7367hreu 125 13 all all DT work_htfht4hrybdz3jty5t7367hreu 125 14 documents document NNS work_htfht4hrybdz3jty5t7367hreu 125 15 to to TO work_htfht4hrybdz3jty5t7367hreu 125 16 generate generate VB work_htfht4hrybdz3jty5t7367hreu 125 17 common common JJ work_htfht4hrybdz3jty5t7367hreu 125 18 words word NNS work_htfht4hrybdz3jty5t7367hreu 125 19 . . . work_htfht4hrybdz3jty5t7367hreu 126 1 Since since IN work_htfht4hrybdz3jty5t7367hreu 126 2 the the DT work_htfht4hrybdz3jty5t7367hreu 126 3 number number NN work_htfht4hrybdz3jty5t7367hreu 126 4 of of IN work_htfht4hrybdz3jty5t7367hreu 126 5 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 126 6 is be VBZ work_htfht4hrybdz3jty5t7367hreu 126 7 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 126 8 in in IN work_htfht4hrybdz3jty5t7367hreu 126 9 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 126 10 data datum NNS work_htfht4hrybdz3jty5t7367hreu 126 11 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 126 12 “ " `` work_htfht4hrybdz3jty5t7367hreu 126 13 Support support NN work_htfht4hrybdz3jty5t7367hreu 126 14 ” " '' work_htfht4hrybdz3jty5t7367hreu 126 15 or or CC work_htfht4hrybdz3jty5t7367hreu 126 16 “ " `` work_htfht4hrybdz3jty5t7367hreu 126 17 Op- op- FW work_htfht4hrybdz3jty5t7367hreu 126 18 pose pose NN work_htfht4hrybdz3jty5t7367hreu 126 19 ” " '' work_htfht4hrybdz3jty5t7367hreu 126 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 126 21 , , , work_htfht4hrybdz3jty5t7367hreu 126 22 a a DT work_htfht4hrybdz3jty5t7367hreu 126 23 stance stance NN work_htfht4hrybdz3jty5t7367hreu 126 24 latent latent NN work_htfht4hrybdz3jty5t7367hreu 126 25 variable variable NN work_htfht4hrybdz3jty5t7367hreu 126 26 that that WDT work_htfht4hrybdz3jty5t7367hreu 126 27 has have VBZ work_htfht4hrybdz3jty5t7367hreu 126 28 only only RB work_htfht4hrybdz3jty5t7367hreu 126 29 two two CD work_htfht4hrybdz3jty5t7367hreu 126 30 possible possible JJ work_htfht4hrybdz3jty5t7367hreu 126 31 values value NNS work_htfht4hrybdz3jty5t7367hreu 126 32 is be VBZ work_htfht4hrybdz3jty5t7367hreu 126 33 placed place VBN work_htfht4hrybdz3jty5t7367hreu 126 34 at at IN work_htfht4hrybdz3jty5t7367hreu 126 35 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 126 36 . . . work_htfht4hrybdz3jty5t7367hreu 127 1 The the DT work_htfht4hrybdz3jty5t7367hreu 127 2 stance stance NN work_htfht4hrybdz3jty5t7367hreu 127 3 level level NN work_htfht4hrybdz3jty5t7367hreu 127 4 will will MD work_htfht4hrybdz3jty5t7367hreu 127 5 therefore therefore RB work_htfht4hrybdz3jty5t7367hreu 127 6 hopefully hopefully RB work_htfht4hrybdz3jty5t7367hreu 127 7 separate separate VB work_htfht4hrybdz3jty5t7367hreu 127 8 two two CD work_htfht4hrybdz3jty5t7367hreu 127 9 sets set NNS work_htfht4hrybdz3jty5t7367hreu 127 10 of of IN work_htfht4hrybdz3jty5t7367hreu 127 11 opposing oppose VBG work_htfht4hrybdz3jty5t7367hreu 127 12 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 127 13 . . . work_htfht4hrybdz3jty5t7367hreu 128 1 Since since IN work_htfht4hrybdz3jty5t7367hreu 128 2 the the DT work_htfht4hrybdz3jty5t7367hreu 128 3 number number NN work_htfht4hrybdz3jty5t7367hreu 128 4 of of IN work_htfht4hrybdz3jty5t7367hreu 128 5 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 128 6 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 128 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 128 8 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 128 9 at at IN work_htfht4hrybdz3jty5t7367hreu 128 10 2 2 CD work_htfht4hrybdz3jty5t7367hreu 128 11 , , , work_htfht4hrybdz3jty5t7367hreu 128 12 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 128 13 is be VBZ work_htfht4hrybdz3jty5t7367hreu 128 14 now now RB work_htfht4hrybdz3jty5t7367hreu 128 15 possible possible JJ work_htfht4hrybdz3jty5t7367hreu 128 16 to to TO work_htfht4hrybdz3jty5t7367hreu 128 17 incorporate incorporate VB work_htfht4hrybdz3jty5t7367hreu 128 18 side side NN work_htfht4hrybdz3jty5t7367hreu 128 19 information information NN work_htfht4hrybdz3jty5t7367hreu 128 20 into into IN work_htfht4hrybdz3jty5t7367hreu 128 21 the the DT work_htfht4hrybdz3jty5t7367hreu 128 22 model model NN work_htfht4hrybdz3jty5t7367hreu 128 23 such such JJ work_htfht4hrybdz3jty5t7367hreu 128 24 as as IN work_htfht4hrybdz3jty5t7367hreu 128 25 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 128 26 indicating indicate VBG work_htfht4hrybdz3jty5t7367hreu 128 27 the the DT work_htfht4hrybdz3jty5t7367hreu 128 28 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 128 29 , , , work_htfht4hrybdz3jty5t7367hreu 128 30 which which WDT work_htfht4hrybdz3jty5t7367hreu 128 31 will will MD work_htfht4hrybdz3jty5t7367hreu 128 32 be be VB work_htfht4hrybdz3jty5t7367hreu 128 33 shown show VBN work_htfht4hrybdz3jty5t7367hreu 128 34 in in IN work_htfht4hrybdz3jty5t7367hreu 128 35 the the DT work_htfht4hrybdz3jty5t7367hreu 128 36 Experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 128 37 section section NN work_htfht4hrybdz3jty5t7367hreu 128 38 . . . work_htfht4hrybdz3jty5t7367hreu 129 1 An- an- CC work_htfht4hrybdz3jty5t7367hreu 129 2 other other JJ work_htfht4hrybdz3jty5t7367hreu 129 3 problem problem NN work_htfht4hrybdz3jty5t7367hreu 129 4 with with IN work_htfht4hrybdz3jty5t7367hreu 129 5 the the DT work_htfht4hrybdz3jty5t7367hreu 129 6 original original JJ work_htfht4hrybdz3jty5t7367hreu 129 7 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 129 8 is be VBZ work_htfht4hrybdz3jty5t7367hreu 129 9 that that IN work_htfht4hrybdz3jty5t7367hreu 129 10 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 129 11 operates operate VBZ work_htfht4hrybdz3jty5t7367hreu 129 12 on on IN work_htfht4hrybdz3jty5t7367hreu 129 13 the the DT work_htfht4hrybdz3jty5t7367hreu 129 14 bag bag NN work_htfht4hrybdz3jty5t7367hreu 129 15 - - HYPH work_htfht4hrybdz3jty5t7367hreu 129 16 of of IN work_htfht4hrybdz3jty5t7367hreu 129 17 - - HYPH work_htfht4hrybdz3jty5t7367hreu 129 18 words word NNS work_htfht4hrybdz3jty5t7367hreu 129 19 assumption assumption NN work_htfht4hrybdz3jty5t7367hreu 129 20 . . . work_htfht4hrybdz3jty5t7367hreu 130 1 As as IN work_htfht4hrybdz3jty5t7367hreu 130 2 such such JJ work_htfht4hrybdz3jty5t7367hreu 130 3 , , , work_htfht4hrybdz3jty5t7367hreu 130 4 the the DT work_htfht4hrybdz3jty5t7367hreu 130 5 topic topic NN work_htfht4hrybdz3jty5t7367hreu 130 6 results result NNS work_htfht4hrybdz3jty5t7367hreu 130 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 130 8 less less RBR work_htfht4hrybdz3jty5t7367hreu 130 9 in- in- RB work_htfht4hrybdz3jty5t7367hreu 130 10 terpretable terpretable JJ work_htfht4hrybdz3jty5t7367hreu 130 11 since since IN work_htfht4hrybdz3jty5t7367hreu 130 12 many many JJ work_htfht4hrybdz3jty5t7367hreu 130 13 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 130 14 are be VBP work_htfht4hrybdz3jty5t7367hreu 130 15 not not RB work_htfht4hrybdz3jty5t7367hreu 130 16 semantically semantically RB work_htfht4hrybdz3jty5t7367hreu 130 17 decompos- decompos- JJ work_htfht4hrybdz3jty5t7367hreu 130 18 able able JJ work_htfht4hrybdz3jty5t7367hreu 130 19 . . . work_htfht4hrybdz3jty5t7367hreu 131 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 131 2 therefore therefore RB work_htfht4hrybdz3jty5t7367hreu 131 3 propose propose VBP work_htfht4hrybdz3jty5t7367hreu 131 4 to to TO work_htfht4hrybdz3jty5t7367hreu 131 5 generate generate VB work_htfht4hrybdz3jty5t7367hreu 131 6 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 131 7 from from IN work_htfht4hrybdz3jty5t7367hreu 131 8 the the DT work_htfht4hrybdz3jty5t7367hreu 131 9 mod- mod- NN work_htfht4hrybdz3jty5t7367hreu 131 10 ified ifie VBN work_htfht4hrybdz3jty5t7367hreu 131 11 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 131 12 model model NN work_htfht4hrybdz3jty5t7367hreu 131 13 by by IN work_htfht4hrybdz3jty5t7367hreu 131 14 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 131 15 the the DT work_htfht4hrybdz3jty5t7367hreu 131 16 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 131 17 into into IN work_htfht4hrybdz3jty5t7367hreu 131 18 the the DT work_htfht4hrybdz3jty5t7367hreu 131 19 gener- gener- JJ work_htfht4hrybdz3jty5t7367hreu 131 20 ative ative JJ work_htfht4hrybdz3jty5t7367hreu 131 21 process process NN work_htfht4hrybdz3jty5t7367hreu 131 22 . . . work_htfht4hrybdz3jty5t7367hreu 132 1 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 132 2 has have VBZ work_htfht4hrybdz3jty5t7367hreu 132 3 been be VBN work_htfht4hrybdz3jty5t7367hreu 132 4 previously previously RB work_htfht4hrybdz3jty5t7367hreu 132 5 explored explore VBN work_htfht4hrybdz3jty5t7367hreu 132 6 for for IN work_htfht4hrybdz3jty5t7367hreu 132 7 single- single- JJ work_htfht4hrybdz3jty5t7367hreu 132 8 level level NNP work_htfht4hrybdz3jty5t7367hreu 132 9 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 132 10 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 132 11 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 132 12 in in IN work_htfht4hrybdz3jty5t7367hreu 132 13 newswire newswire NN work_htfht4hrybdz3jty5t7367hreu 132 14 stories story NNS work_htfht4hrybdz3jty5t7367hreu 132 15 and and CC work_htfht4hrybdz3jty5t7367hreu 132 16 clinical clinical JJ work_htfht4hrybdz3jty5t7367hreu 132 17 October October NNP work_htfht4hrybdz3jty5t7367hreu 132 18 8 8 CD work_htfht4hrybdz3jty5t7367hreu 132 19 , , , work_htfht4hrybdz3jty5t7367hreu 132 20 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 132 21 documents document NNS work_htfht4hrybdz3jty5t7367hreu 132 22 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 132 23 Lindsey Lindsey NNP work_htfht4hrybdz3jty5t7367hreu 132 24 et et NNP work_htfht4hrybdz3jty5t7367hreu 132 25 al al NNP work_htfht4hrybdz3jty5t7367hreu 132 26 . . NNP work_htfht4hrybdz3jty5t7367hreu 132 27 , , , work_htfht4hrybdz3jty5t7367hreu 132 28 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 132 29 ; ; : work_htfht4hrybdz3jty5t7367hreu 132 30 He -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 132 31 , , , work_htfht4hrybdz3jty5t7367hreu 132 32 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 132 33 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 132 34 . . . work_htfht4hrybdz3jty5t7367hreu 133 1 But but CC work_htfht4hrybdz3jty5t7367hreu 133 2 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 133 3 has have VBZ work_htfht4hrybdz3jty5t7367hreu 133 4 never never RB work_htfht4hrybdz3jty5t7367hreu 133 5 been be VBN work_htfht4hrybdz3jty5t7367hreu 133 6 explored explore VBN work_htfht4hrybdz3jty5t7367hreu 133 7 for for IN work_htfht4hrybdz3jty5t7367hreu 133 8 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 133 9 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 133 10 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 133 11 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 133 12 . . . work_htfht4hrybdz3jty5t7367hreu 134 1 For for IN work_htfht4hrybdz3jty5t7367hreu 134 2 comparison comparison NN work_htfht4hrybdz3jty5t7367hreu 134 3 , , , work_htfht4hrybdz3jty5t7367hreu 134 4 the the DT work_htfht4hrybdz3jty5t7367hreu 134 5 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 134 6 model model NN work_htfht4hrybdz3jty5t7367hreu 134 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 134 8 illustrated illustrate VBN work_htfht4hrybdz3jty5t7367hreu 134 9 in in IN work_htfht4hrybdz3jty5t7367hreu 134 10 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 134 11 2(b 2(b CD work_htfht4hrybdz3jty5t7367hreu 134 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 134 13 in in IN work_htfht4hrybdz3jty5t7367hreu 134 14 which which WDT work_htfht4hrybdz3jty5t7367hreu 134 15 the the DT work_htfht4hrybdz3jty5t7367hreu 134 16 root root NN work_htfht4hrybdz3jty5t7367hreu 134 17 topic topic NN work_htfht4hrybdz3jty5t7367hreu 134 18 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 134 19 level-1 level-1 NNP work_htfht4hrybdz3jty5t7367hreu 134 20 topic topic NN work_htfht4hrybdz3jty5t7367hreu 134 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 134 22 contains contain VBZ work_htfht4hrybdz3jty5t7367hreu 134 23 the the DT work_htfht4hrybdz3jty5t7367hreu 134 24 topic topic NN work_htfht4hrybdz3jty5t7367hreu 134 25 of of IN work_htfht4hrybdz3jty5t7367hreu 134 26 in- in- NNP work_htfht4hrybdz3jty5t7367hreu 134 27 terest ter JJS work_htfht4hrybdz3jty5t7367hreu 134 28 that that WDT work_htfht4hrybdz3jty5t7367hreu 134 29 is be VBZ work_htfht4hrybdz3jty5t7367hreu 134 30 shared share VBN work_htfht4hrybdz3jty5t7367hreu 134 31 across across IN work_htfht4hrybdz3jty5t7367hreu 134 32 all all DT work_htfht4hrybdz3jty5t7367hreu 134 33 documents document NNS work_htfht4hrybdz3jty5t7367hreu 134 34 and and CC work_htfht4hrybdz3jty5t7367hreu 134 35 the the DT work_htfht4hrybdz3jty5t7367hreu 134 36 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 134 37 is be VBZ work_htfht4hrybdz3jty5t7367hreu 134 38 a a DT work_htfht4hrybdz3jty5t7367hreu 134 39 stance stance NN work_htfht4hrybdz3jty5t7367hreu 134 40 layer layer NN work_htfht4hrybdz3jty5t7367hreu 134 41 that that WDT work_htfht4hrybdz3jty5t7367hreu 134 42 has have VBZ work_htfht4hrybdz3jty5t7367hreu 134 43 only only RB work_htfht4hrybdz3jty5t7367hreu 134 44 two two CD work_htfht4hrybdz3jty5t7367hreu 134 45 possible possible JJ work_htfht4hrybdz3jty5t7367hreu 134 46 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 134 47 , , , work_htfht4hrybdz3jty5t7367hreu 134 48 either either CC work_htfht4hrybdz3jty5t7367hreu 134 49 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 134 50 Support support NN work_htfht4hrybdz3jty5t7367hreu 134 51 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 134 52 or or CC work_htfht4hrybdz3jty5t7367hreu 134 53 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 134 54 Oppose oppose NN work_htfht4hrybdz3jty5t7367hreu 134 55 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 134 56 . . . work_htfht4hrybdz3jty5t7367hreu 135 1 Topics topic NNS work_htfht4hrybdz3jty5t7367hreu 135 2 in in IN work_htfht4hrybdz3jty5t7367hreu 135 3 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 135 4 and and CC work_htfht4hrybdz3jty5t7367hreu 135 5 below below IN work_htfht4hrybdz3jty5t7367hreu 135 6 capture capture NN work_htfht4hrybdz3jty5t7367hreu 135 7 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 135 8 under under IN work_htfht4hrybdz3jty5t7367hreu 135 9 different different JJ work_htfht4hrybdz3jty5t7367hreu 135 10 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 135 11 . . . work_htfht4hrybdz3jty5t7367hreu 136 1 The the DT work_htfht4hrybdz3jty5t7367hreu 136 2 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 136 3 approach approach NN work_htfht4hrybdz3jty5t7367hreu 136 4 assumes assume VBZ work_htfht4hrybdz3jty5t7367hreu 136 5 that that IN work_htfht4hrybdz3jty5t7367hreu 136 6 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 136 7 have have VBP work_htfht4hrybdz3jty5t7367hreu 136 8 been be VBN work_htfht4hrybdz3jty5t7367hreu 136 9 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 136 10 prior prior RB work_htfht4hrybdz3jty5t7367hreu 136 11 to to IN work_htfht4hrybdz3jty5t7367hreu 136 12 model model NN work_htfht4hrybdz3jty5t7367hreu 136 13 learning learning NN work_htfht4hrybdz3jty5t7367hreu 136 14 . . . work_htfht4hrybdz3jty5t7367hreu 137 1 Phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 137 2 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 137 3 can can MD work_htfht4hrybdz3jty5t7367hreu 137 4 be be VB work_htfht4hrybdz3jty5t7367hreu 137 5 done do VBN work_htfht4hrybdz3jty5t7367hreu 137 6 by by IN work_htfht4hrybdz3jty5t7367hreu 137 7 many many JJ work_htfht4hrybdz3jty5t7367hreu 137 8 different different JJ work_htfht4hrybdz3jty5t7367hreu 137 9 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 137 10 . . . work_htfht4hrybdz3jty5t7367hreu 138 1 In in IN work_htfht4hrybdz3jty5t7367hreu 138 2 this this DT work_htfht4hrybdz3jty5t7367hreu 138 3 paper paper NN work_htfht4hrybdz3jty5t7367hreu 138 4 , , , work_htfht4hrybdz3jty5t7367hreu 138 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 138 6 ex- ex- VBP work_htfht4hrybdz3jty5t7367hreu 138 7 tract tract VBP work_htfht4hrybdz3jty5t7367hreu 138 8 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 138 9 from from IN work_htfht4hrybdz3jty5t7367hreu 138 10 data datum NNS work_htfht4hrybdz3jty5t7367hreu 138 11 using use VBG work_htfht4hrybdz3jty5t7367hreu 138 12 an an DT work_htfht4hrybdz3jty5t7367hreu 138 13 open open JJ work_htfht4hrybdz3jty5t7367hreu 138 14 source source NN work_htfht4hrybdz3jty5t7367hreu 138 15 toolkit toolkit NNS work_htfht4hrybdz3jty5t7367hreu 138 16 called call VBD work_htfht4hrybdz3jty5t7367hreu 138 17 Gensim.models.phrases1 Gensim.models.phrases1 NNP work_htfht4hrybdz3jty5t7367hreu 138 18 . . . work_htfht4hrybdz3jty5t7367hreu 139 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 139 2 first first JJ work_htfht4hrybdz3jty5t7367hreu 139 3 discovers discover VBZ work_htfht4hrybdz3jty5t7367hreu 139 4 candidate candidate VBP work_htfht4hrybdz3jty5t7367hreu 139 5 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 139 6 based base VBN work_htfht4hrybdz3jty5t7367hreu 139 7 on on IN work_htfht4hrybdz3jty5t7367hreu 139 8 word word NN work_htfht4hrybdz3jty5t7367hreu 139 9 collocation collocation NN work_htfht4hrybdz3jty5t7367hreu 139 10 patterns pattern NNS work_htfht4hrybdz3jty5t7367hreu 139 11 , , , work_htfht4hrybdz3jty5t7367hreu 139 12 then then RB work_htfht4hrybdz3jty5t7367hreu 139 13 transforms transform VBZ work_htfht4hrybdz3jty5t7367hreu 139 14 the the DT work_htfht4hrybdz3jty5t7367hreu 139 15 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 139 16 into into IN work_htfht4hrybdz3jty5t7367hreu 139 17 distributed distribute VBN work_htfht4hrybdz3jty5t7367hreu 139 18 representations representation NNS work_htfht4hrybdz3jty5t7367hreu 139 19 , , , work_htfht4hrybdz3jty5t7367hreu 139 20 and and CC work_htfht4hrybdz3jty5t7367hreu 139 21 finally finally RB work_htfht4hrybdz3jty5t7367hreu 139 22 filters filter VBZ work_htfht4hrybdz3jty5t7367hreu 139 23 out out RP work_htfht4hrybdz3jty5t7367hreu 139 24 irrelevant irrelevant JJ work_htfht4hrybdz3jty5t7367hreu 139 25 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 139 26 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 139 27 Mikolov Mikolov NNP work_htfht4hrybdz3jty5t7367hreu 139 28 et et FW work_htfht4hrybdz3jty5t7367hreu 139 29 al al NNP work_htfht4hrybdz3jty5t7367hreu 139 30 . . NNP work_htfht4hrybdz3jty5t7367hreu 139 31 , , , work_htfht4hrybdz3jty5t7367hreu 139 32 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 139 33 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 139 34 . . . work_htfht4hrybdz3jty5t7367hreu 140 1 In in IN work_htfht4hrybdz3jty5t7367hreu 140 2 the the DT work_htfht4hrybdz3jty5t7367hreu 140 3 following following JJ work_htfht4hrybdz3jty5t7367hreu 140 4 subsections subsection NNS work_htfht4hrybdz3jty5t7367hreu 140 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 140 6 will will MD work_htfht4hrybdz3jty5t7367hreu 140 7 discuss discuss VB work_htfht4hrybdz3jty5t7367hreu 140 8 the the DT work_htfht4hrybdz3jty5t7367hreu 140 9 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 140 10 model model NN work_htfht4hrybdz3jty5t7367hreu 140 11 in in IN work_htfht4hrybdz3jty5t7367hreu 140 12 more more JJR work_htfht4hrybdz3jty5t7367hreu 140 13 details detail NNS work_htfht4hrybdz3jty5t7367hreu 140 14 . . . work_htfht4hrybdz3jty5t7367hreu 141 1 3.1 3.1 CD work_htfht4hrybdz3jty5t7367hreu 141 2 . . . work_htfht4hrybdz3jty5t7367hreu 142 1 Generative Generative NNP work_htfht4hrybdz3jty5t7367hreu 142 2 Process process NN work_htfht4hrybdz3jty5t7367hreu 142 3 Suppose suppose VBP work_htfht4hrybdz3jty5t7367hreu 142 4 there there EX work_htfht4hrybdz3jty5t7367hreu 142 5 is be VBZ work_htfht4hrybdz3jty5t7367hreu 142 6 an an DT work_htfht4hrybdz3jty5t7367hreu 142 7 L l NN work_htfht4hrybdz3jty5t7367hreu 142 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 142 9 level level NN work_htfht4hrybdz3jty5t7367hreu 142 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 142 11 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 142 12 tree tree NN work_htfht4hrybdz3jty5t7367hreu 142 13 T T NNP work_htfht4hrybdz3jty5t7367hreu 142 14 as as IN work_htfht4hrybdz3jty5t7367hreu 142 15 shown show VBN work_htfht4hrybdz3jty5t7367hreu 142 16 in in IN work_htfht4hrybdz3jty5t7367hreu 142 17 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 142 18 1 1 CD work_htfht4hrybdz3jty5t7367hreu 142 19 where where WRB work_htfht4hrybdz3jty5t7367hreu 142 20 L l NN work_htfht4hrybdz3jty5t7367hreu 142 21 is be VBZ work_htfht4hrybdz3jty5t7367hreu 142 22 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 142 23 , , , work_htfht4hrybdz3jty5t7367hreu 142 24 and and CC work_htfht4hrybdz3jty5t7367hreu 142 25 each each DT work_htfht4hrybdz3jty5t7367hreu 142 26 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 142 27 contains contain VBZ work_htfht4hrybdz3jty5t7367hreu 142 28 L L NNP work_htfht4hrybdz3jty5t7367hreu 142 29 latent latent NN work_htfht4hrybdz3jty5t7367hreu 142 30 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 142 31 corresponding correspond VBG work_htfht4hrybdz3jty5t7367hreu 142 32 to to IN work_htfht4hrybdz3jty5t7367hreu 142 33 a a DT work_htfht4hrybdz3jty5t7367hreu 142 34 path path NN work_htfht4hrybdz3jty5t7367hreu 142 35 from from IN work_htfht4hrybdz3jty5t7367hreu 142 36 the the DT work_htfht4hrybdz3jty5t7367hreu 142 37 root root NN work_htfht4hrybdz3jty5t7367hreu 142 38 node node RB work_htfht4hrybdz3jty5t7367hreu 142 39 to to IN work_htfht4hrybdz3jty5t7367hreu 142 40 a a DT work_htfht4hrybdz3jty5t7367hreu 142 41 leaf leaf NN work_htfht4hrybdz3jty5t7367hreu 142 42 node node NN work_htfht4hrybdz3jty5t7367hreu 142 43 . . . work_htfht4hrybdz3jty5t7367hreu 143 1 For for IN work_htfht4hrybdz3jty5t7367hreu 143 2 example example NN work_htfht4hrybdz3jty5t7367hreu 143 3 , , , work_htfht4hrybdz3jty5t7367hreu 143 4 for for IN work_htfht4hrybdz3jty5t7367hreu 143 5 the the DT work_htfht4hrybdz3jty5t7367hreu 143 6 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 143 7 “ " `` work_htfht4hrybdz3jty5t7367hreu 143 8 I -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 143 9 am be VBP work_htfht4hrybdz3jty5t7367hreu 143 10 impressed impressed JJ work_htfht4hrybdz3jty5t7367hreu 143 11 with with IN work_htfht4hrybdz3jty5t7367hreu 143 12 your -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 143 13 pa- pa- XX work_htfht4hrybdz3jty5t7367hreu 143 14 triotism triotism NN work_htfht4hrybdz3jty5t7367hreu 143 15 and and CC work_htfht4hrybdz3jty5t7367hreu 143 16 honesty honesty NN work_htfht4hrybdz3jty5t7367hreu 143 17 , , , work_htfht4hrybdz3jty5t7367hreu 143 18 there there EX work_htfht4hrybdz3jty5t7367hreu 143 19 needs need VBZ work_htfht4hrybdz3jty5t7367hreu 143 20 to to TO work_htfht4hrybdz3jty5t7367hreu 143 21 be be VB work_htfht4hrybdz3jty5t7367hreu 143 22 more more JJR work_htfht4hrybdz3jty5t7367hreu 143 23 like like IN work_htfht4hrybdz3jty5t7367hreu 143 24 you -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 143 25 on on IN work_htfht4hrybdz3jty5t7367hreu 143 26 capitol capitol NNP work_htfht4hrybdz3jty5t7367hreu 143 27 hill hill NNP work_htfht4hrybdz3jty5t7367hreu 143 28 . . . work_htfht4hrybdz3jty5t7367hreu 143 29 ” " '' work_htfht4hrybdz3jty5t7367hreu 143 30 , , , work_htfht4hrybdz3jty5t7367hreu 143 31 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 143 32 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 143 33 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 143 34 are be VBP work_htfht4hrybdz3jty5t7367hreu 143 35 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 143 36 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 143 37 run run NN work_htfht4hrybdz3jty5t7367hreu 143 38 for for IN work_htfht4hrybdz3jty5t7367hreu 143 39 election election NN work_htfht4hrybdz3jty5t7367hreu 143 40 , , , work_htfht4hrybdz3jty5t7367hreu 143 41 sup- sup- JJ work_htfht4hrybdz3jty5t7367hreu 143 42 port port NN work_htfht4hrybdz3jty5t7367hreu 143 43 , , , work_htfht4hrybdz3jty5t7367hreu 143 44 personal personal JJ work_htfht4hrybdz3jty5t7367hreu 143 45 charisma charisma NN work_htfht4hrybdz3jty5t7367hreu 143 46 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 143 47 . . . work_htfht4hrybdz3jty5t7367hreu 144 1 The the DT work_htfht4hrybdz3jty5t7367hreu 144 2 root root NN work_htfht4hrybdz3jty5t7367hreu 144 3 node node NN work_htfht4hrybdz3jty5t7367hreu 144 4 c1 c1 NN work_htfht4hrybdz3jty5t7367hreu 144 5 of of IN work_htfht4hrybdz3jty5t7367hreu 144 6 T T NNP work_htfht4hrybdz3jty5t7367hreu 144 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 144 8 shared share VBN work_htfht4hrybdz3jty5t7367hreu 144 9 by by IN work_htfht4hrybdz3jty5t7367hreu 144 10 all all DT work_htfht4hrybdz3jty5t7367hreu 144 11 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 144 12 in in IN work_htfht4hrybdz3jty5t7367hreu 144 13 the the DT work_htfht4hrybdz3jty5t7367hreu 144 14 collection collection NN work_htfht4hrybdz3jty5t7367hreu 144 15 . . . work_htfht4hrybdz3jty5t7367hreu 145 1 The the DT work_htfht4hrybdz3jty5t7367hreu 145 2 second second JJ work_htfht4hrybdz3jty5t7367hreu 145 3 level level NN work_htfht4hrybdz3jty5t7367hreu 145 4 of of IN work_htfht4hrybdz3jty5t7367hreu 145 5 T t NN work_htfht4hrybdz3jty5t7367hreu 145 6 is be VBZ work_htfht4hrybdz3jty5t7367hreu 145 7 limited limit VBN work_htfht4hrybdz3jty5t7367hreu 145 8 to to TO work_htfht4hrybdz3jty5t7367hreu 145 9 have have VB work_htfht4hrybdz3jty5t7367hreu 145 10 two two CD work_htfht4hrybdz3jty5t7367hreu 145 11 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 145 12 corresponding correspond VBG work_htfht4hrybdz3jty5t7367hreu 145 13 to to IN work_htfht4hrybdz3jty5t7367hreu 145 14 two two CD work_htfht4hrybdz3jty5t7367hreu 145 15 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 145 16 , , , work_htfht4hrybdz3jty5t7367hreu 145 17 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 145 18 Support support NN work_htfht4hrybdz3jty5t7367hreu 145 19 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 145 20 or or CC work_htfht4hrybdz3jty5t7367hreu 145 21 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 145 22 Oppose oppose NN work_htfht4hrybdz3jty5t7367hreu 145 23 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 145 24 , , , work_htfht4hrybdz3jty5t7367hreu 145 25 which which WDT work_htfht4hrybdz3jty5t7367hreu 145 26 is be VBZ work_htfht4hrybdz3jty5t7367hreu 145 27 assumed assume VBN work_htfht4hrybdz3jty5t7367hreu 145 28 to to TO work_htfht4hrybdz3jty5t7367hreu 145 29 follow follow VB work_htfht4hrybdz3jty5t7367hreu 145 30 a a DT work_htfht4hrybdz3jty5t7367hreu 145 31 Bernoulli Bernoulli NNP work_htfht4hrybdz3jty5t7367hreu 145 32 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 145 33 parameterized parameterize VBN work_htfht4hrybdz3jty5t7367hreu 145 34 by by IN work_htfht4hrybdz3jty5t7367hreu 145 35 λ λ PRP work_htfht4hrybdz3jty5t7367hreu 145 36 . . . work_htfht4hrybdz3jty5t7367hreu 146 1 The the DT work_htfht4hrybdz3jty5t7367hreu 146 2 value value NN work_htfht4hrybdz3jty5t7367hreu 146 3 of of IN work_htfht4hrybdz3jty5t7367hreu 146 4 lower low JJR work_htfht4hrybdz3jty5t7367hreu 146 5 levels level NNS work_htfht4hrybdz3jty5t7367hreu 146 6 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 146 7 an an DT work_htfht4hrybdz3jty5t7367hreu 146 8 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 146 9 prior prior NN work_htfht4hrybdz3jty5t7367hreu 146 10 , , , work_htfht4hrybdz3jty5t7367hreu 146 11 which which WDT work_htfht4hrybdz3jty5t7367hreu 146 12 can can MD work_htfht4hrybdz3jty5t7367hreu 146 13 depict depict VB work_htfht4hrybdz3jty5t7367hreu 146 14 the the DT work_htfht4hrybdz3jty5t7367hreu 146 15 unbound unbound NN work_htfht4hrybdz3jty5t7367hreu 146 16 nature nature NN work_htfht4hrybdz3jty5t7367hreu 146 17 of of IN work_htfht4hrybdz3jty5t7367hreu 146 18 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 146 19 . . . work_htfht4hrybdz3jty5t7367hreu 147 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 147 2 use use VBP work_htfht4hrybdz3jty5t7367hreu 147 3 cd cd NN work_htfht4hrybdz3jty5t7367hreu 147 4 = = NFP work_htfht4hrybdz3jty5t7367hreu 147 5 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 147 6 cd,1 cd,1 NN work_htfht4hrybdz3jty5t7367hreu 147 7 , , , work_htfht4hrybdz3jty5t7367hreu 147 8 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 147 9 , , , work_htfht4hrybdz3jty5t7367hreu 147 10 . . . work_htfht4hrybdz3jty5t7367hreu 148 1 . . . work_htfht4hrybdz3jty5t7367hreu 149 1 . . . work_htfht4hrybdz3jty5t7367hreu 150 1 , , , work_htfht4hrybdz3jty5t7367hreu 150 2 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 150 3 , , , work_htfht4hrybdz3jty5t7367hreu 150 4 L L NNP work_htfht4hrybdz3jty5t7367hreu 150 5 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 150 6 to to TO work_htfht4hrybdz3jty5t7367hreu 150 7 denote denote VB work_htfht4hrybdz3jty5t7367hreu 150 8 the the DT work_htfht4hrybdz3jty5t7367hreu 150 9 path path NN work_htfht4hrybdz3jty5t7367hreu 150 10 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 150 11 to to IN work_htfht4hrybdz3jty5t7367hreu 150 12 the the DT work_htfht4hrybdz3jty5t7367hreu 150 13 dth dth NNP work_htfht4hrybdz3jty5t7367hreu 150 14 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 150 15 . . . work_htfht4hrybdz3jty5t7367hreu 151 1 Therefore therefore RB work_htfht4hrybdz3jty5t7367hreu 151 2 , , , work_htfht4hrybdz3jty5t7367hreu 151 3 the the DT work_htfht4hrybdz3jty5t7367hreu 151 4 prior prior NN work_htfht4hrybdz3jty5t7367hreu 151 5 for for IN work_htfht4hrybdz3jty5t7367hreu 151 6 each each DT work_htfht4hrybdz3jty5t7367hreu 151 7 level level NN work_htfht4hrybdz3jty5t7367hreu 151 8 can can MD work_htfht4hrybdz3jty5t7367hreu 151 9 be be VB work_htfht4hrybdz3jty5t7367hreu 151 10 expressed express VBN work_htfht4hrybdz3jty5t7367hreu 151 11 as as IN work_htfht4hrybdz3jty5t7367hreu 151 12 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 151 13 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 151 14 Bernoulli(λ Bernoulli(λ NNP work_htfht4hrybdz3jty5t7367hreu 151 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 151 16 , , , work_htfht4hrybdz3jty5t7367hreu 151 17 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 151 18 , , , work_htfht4hrybdz3jty5t7367hreu 151 19 l l NN work_htfht4hrybdz3jty5t7367hreu 151 20 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 151 21 CRP(γ CRP(γ NNP work_htfht4hrybdz3jty5t7367hreu 151 22 , , , work_htfht4hrybdz3jty5t7367hreu 151 23 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 151 24 , , , work_htfht4hrybdz3jty5t7367hreu 151 25 l−1 l−1 NNP work_htfht4hrybdz3jty5t7367hreu 151 26 , , , work_htfht4hrybdz3jty5t7367hreu 151 27 . . . work_htfht4hrybdz3jty5t7367hreu 152 1 . . . work_htfht4hrybdz3jty5t7367hreu 153 1 . . . work_htfht4hrybdz3jty5t7367hreu 154 1 , , , work_htfht4hrybdz3jty5t7367hreu 154 2 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 154 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 154 4 . . . work_htfht4hrybdz3jty5t7367hreu 155 1 nCRP nCRP NNP work_htfht4hrybdz3jty5t7367hreu 155 2 . . . work_htfht4hrybdz3jty5t7367hreu 156 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 156 2 briefly briefly RB work_htfht4hrybdz3jty5t7367hreu 156 3 describe describe VBP work_htfht4hrybdz3jty5t7367hreu 156 4 the the DT work_htfht4hrybdz3jty5t7367hreu 156 5 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 156 6 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 156 7 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 156 8 et et FW work_htfht4hrybdz3jty5t7367hreu 156 9 al al NNP work_htfht4hrybdz3jty5t7367hreu 156 10 . . NNP work_htfht4hrybdz3jty5t7367hreu 156 11 , , , work_htfht4hrybdz3jty5t7367hreu 156 12 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 156 13 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 156 14 here here RB work_htfht4hrybdz3jty5t7367hreu 156 15 . . . work_htfht4hrybdz3jty5t7367hreu 157 1 The the DT work_htfht4hrybdz3jty5t7367hreu 157 2 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 157 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 157 4 employed employ VBN work_htfht4hrybdz3jty5t7367hreu 157 5 as as IN work_htfht4hrybdz3jty5t7367hreu 157 6 the the DT work_htfht4hrybdz3jty5t7367hreu 157 7 prior prior NN work_htfht4hrybdz3jty5t7367hreu 157 8 for for IN work_htfht4hrybdz3jty5t7367hreu 157 9 the the DT work_htfht4hrybdz3jty5t7367hreu 157 10 assignment assignment NN work_htfht4hrybdz3jty5t7367hreu 157 11 of of IN work_htfht4hrybdz3jty5t7367hreu 157 12 top- top- NNP work_htfht4hrybdz3jty5t7367hreu 157 13 ics ic NNS work_htfht4hrybdz3jty5t7367hreu 157 14 , , , work_htfht4hrybdz3jty5t7367hreu 157 15 which which WDT work_htfht4hrybdz3jty5t7367hreu 157 16 can can MD work_htfht4hrybdz3jty5t7367hreu 157 17 organize organize VB work_htfht4hrybdz3jty5t7367hreu 157 18 the the DT work_htfht4hrybdz3jty5t7367hreu 157 19 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 157 20 into into IN work_htfht4hrybdz3jty5t7367hreu 157 21 a a DT work_htfht4hrybdz3jty5t7367hreu 157 22 tree tree NN work_htfht4hrybdz3jty5t7367hreu 157 23 topology topology NN work_htfht4hrybdz3jty5t7367hreu 157 24 . . . work_htfht4hrybdz3jty5t7367hreu 158 1 As as IN work_htfht4hrybdz3jty5t7367hreu 158 2 il- il- PRP work_htfht4hrybdz3jty5t7367hreu 158 3 lustrated lustrate VBD work_htfht4hrybdz3jty5t7367hreu 158 4 in in IN work_htfht4hrybdz3jty5t7367hreu 158 5 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 158 6 3 3 CD work_htfht4hrybdz3jty5t7367hreu 158 7 , , , work_htfht4hrybdz3jty5t7367hreu 158 8 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 158 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 158 10 analogous analogous JJ work_htfht4hrybdz3jty5t7367hreu 158 11 to to IN work_htfht4hrybdz3jty5t7367hreu 158 12 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 158 13 and and CC work_htfht4hrybdz3jty5t7367hreu 158 14 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 158 15 are be VBP work_htfht4hrybdz3jty5t7367hreu 158 16 analogous analogous JJ work_htfht4hrybdz3jty5t7367hreu 158 17 to to IN work_htfht4hrybdz3jty5t7367hreu 158 18 tables table NNS work_htfht4hrybdz3jty5t7367hreu 158 19 . . . work_htfht4hrybdz3jty5t7367hreu 159 1 Assuming assume VBG work_htfht4hrybdz3jty5t7367hreu 159 2 that that IN work_htfht4hrybdz3jty5t7367hreu 159 3 the the DT work_htfht4hrybdz3jty5t7367hreu 159 4 nth nth NNP work_htfht4hrybdz3jty5t7367hreu 159 5 customer customer NN work_htfht4hrybdz3jty5t7367hreu 159 6 enters enter VBZ work_htfht4hrybdz3jty5t7367hreu 159 7 the the DT work_htfht4hrybdz3jty5t7367hreu 159 8 root root NN work_htfht4hrybdz3jty5t7367hreu 159 9 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 159 10 , , , work_htfht4hrybdz3jty5t7367hreu 159 11 he -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 159 12 will will MD work_htfht4hrybdz3jty5t7367hreu 159 13 choose choose VB work_htfht4hrybdz3jty5t7367hreu 159 14 an an DT work_htfht4hrybdz3jty5t7367hreu 159 15 existing exist VBG work_htfht4hrybdz3jty5t7367hreu 159 16 table table NN work_htfht4hrybdz3jty5t7367hreu 159 17 βi βi IN work_htfht4hrybdz3jty5t7367hreu 159 18 proportional proportional JJ work_htfht4hrybdz3jty5t7367hreu 159 19 to to IN work_htfht4hrybdz3jty5t7367hreu 159 20 the the DT work_htfht4hrybdz3jty5t7367hreu 159 21 number number NN work_htfht4hrybdz3jty5t7367hreu 159 22 of of IN work_htfht4hrybdz3jty5t7367hreu 159 23 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 159 24 already already RB work_htfht4hrybdz3jty5t7367hreu 159 25 sitting sit VBG work_htfht4hrybdz3jty5t7367hreu 159 26 there there RB work_htfht4hrybdz3jty5t7367hreu 159 27 or or CC work_htfht4hrybdz3jty5t7367hreu 159 28 choose choose VB work_htfht4hrybdz3jty5t7367hreu 159 29 a a DT work_htfht4hrybdz3jty5t7367hreu 159 30 new new JJ work_htfht4hrybdz3jty5t7367hreu 159 31 table table NN work_htfht4hrybdz3jty5t7367hreu 159 32 proportional proportional JJ work_htfht4hrybdz3jty5t7367hreu 159 33 to to IN work_htfht4hrybdz3jty5t7367hreu 159 34 the the DT work_htfht4hrybdz3jty5t7367hreu 159 35 concentration concentration NN work_htfht4hrybdz3jty5t7367hreu 159 36 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 159 37 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 159 38 , , , work_htfht4hrybdz3jty5t7367hreu 159 39 that that WDT work_htfht4hrybdz3jty5t7367hreu 159 40 is be VBZ work_htfht4hrybdz3jty5t7367hreu 159 41 p(occupied p(occupied JJ work_htfht4hrybdz3jty5t7367hreu 159 42 table table NN work_htfht4hrybdz3jty5t7367hreu 159 43 i|other i|other CC work_htfht4hrybdz3jty5t7367hreu 159 44 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 159 45 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 159 46 = = NFP work_htfht4hrybdz3jty5t7367hreu 159 47 ni ni NNP work_htfht4hrybdz3jty5t7367hreu 159 48 n n NNP work_htfht4hrybdz3jty5t7367hreu 159 49 − − NNP work_htfht4hrybdz3jty5t7367hreu 159 50 1 1 CD work_htfht4hrybdz3jty5t7367hreu 159 51 + + SYM work_htfht4hrybdz3jty5t7367hreu 159 52 γ γ NN work_htfht4hrybdz3jty5t7367hreu 159 53 , , , work_htfht4hrybdz3jty5t7367hreu 159 54 p(new p(new NN work_htfht4hrybdz3jty5t7367hreu 159 55 table table NN work_htfht4hrybdz3jty5t7367hreu 159 56 i|other i|other CC work_htfht4hrybdz3jty5t7367hreu 159 57 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 159 58 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 159 59 = = NFP work_htfht4hrybdz3jty5t7367hreu 159 60 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 159 61 n n CC work_htfht4hrybdz3jty5t7367hreu 159 62 − − NNP work_htfht4hrybdz3jty5t7367hreu 159 63 1 1 CD work_htfht4hrybdz3jty5t7367hreu 159 64 + + SYM work_htfht4hrybdz3jty5t7367hreu 159 65 γ γ NN work_htfht4hrybdz3jty5t7367hreu 159 66 , , , work_htfht4hrybdz3jty5t7367hreu 159 67 where where WRB work_htfht4hrybdz3jty5t7367hreu 159 68 ni ni NNP work_htfht4hrybdz3jty5t7367hreu 159 69 is be VBZ work_htfht4hrybdz3jty5t7367hreu 159 70 the the DT work_htfht4hrybdz3jty5t7367hreu 159 71 number number NN work_htfht4hrybdz3jty5t7367hreu 159 72 of of IN work_htfht4hrybdz3jty5t7367hreu 159 73 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 159 74 seated seat VBN work_htfht4hrybdz3jty5t7367hreu 159 75 at at IN work_htfht4hrybdz3jty5t7367hreu 159 76 table table NN work_htfht4hrybdz3jty5t7367hreu 159 77 βi βi NNP work_htfht4hrybdz3jty5t7367hreu 159 78 , , , work_htfht4hrybdz3jty5t7367hreu 159 79 n n CC work_htfht4hrybdz3jty5t7367hreu 159 80 is be VBZ work_htfht4hrybdz3jty5t7367hreu 159 81 the the DT work_htfht4hrybdz3jty5t7367hreu 159 82 total total JJ work_htfht4hrybdz3jty5t7367hreu 159 83 number number NN work_htfht4hrybdz3jty5t7367hreu 159 84 of of IN work_htfht4hrybdz3jty5t7367hreu 159 85 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 159 86 including include VBG work_htfht4hrybdz3jty5t7367hreu 159 87 the the DT work_htfht4hrybdz3jty5t7367hreu 159 88 present present JJ work_htfht4hrybdz3jty5t7367hreu 159 89 one one CD work_htfht4hrybdz3jty5t7367hreu 159 90 , , , work_htfht4hrybdz3jty5t7367hreu 159 91 and and CC work_htfht4hrybdz3jty5t7367hreu 159 92 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 159 93 is be VBZ work_htfht4hrybdz3jty5t7367hreu 159 94 the the DT work_htfht4hrybdz3jty5t7367hreu 159 95 concentration concentration NN work_htfht4hrybdz3jty5t7367hreu 159 96 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 159 97 normally normally RB work_htfht4hrybdz3jty5t7367hreu 159 98 set set VBN work_htfht4hrybdz3jty5t7367hreu 159 99 to to IN work_htfht4hrybdz3jty5t7367hreu 159 100 0.5 0.5 CD work_htfht4hrybdz3jty5t7367hreu 159 101 , , , work_htfht4hrybdz3jty5t7367hreu 159 102 which which WDT work_htfht4hrybdz3jty5t7367hreu 159 103 indicates indicate VBZ work_htfht4hrybdz3jty5t7367hreu 159 104 how how WRB work_htfht4hrybdz3jty5t7367hreu 159 105 likely likely JJ work_htfht4hrybdz3jty5t7367hreu 159 106 the the DT work_htfht4hrybdz3jty5t7367hreu 159 107 customer customer NN work_htfht4hrybdz3jty5t7367hreu 159 108 will will MD work_htfht4hrybdz3jty5t7367hreu 159 109 sit sit VB work_htfht4hrybdz3jty5t7367hreu 159 110 in in IN work_htfht4hrybdz3jty5t7367hreu 159 111 a a DT work_htfht4hrybdz3jty5t7367hreu 159 112 new new JJ work_htfht4hrybdz3jty5t7367hreu 159 113 table table NN work_htfht4hrybdz3jty5t7367hreu 159 114 . . . work_htfht4hrybdz3jty5t7367hreu 160 1 After after IN work_htfht4hrybdz3jty5t7367hreu 160 2 choosing choose VBG work_htfht4hrybdz3jty5t7367hreu 160 3 the the DT work_htfht4hrybdz3jty5t7367hreu 160 4 table table NN work_htfht4hrybdz3jty5t7367hreu 160 5 βi βi NN work_htfht4hrybdz3jty5t7367hreu 160 6 , , , work_htfht4hrybdz3jty5t7367hreu 160 7 the the DT work_htfht4hrybdz3jty5t7367hreu 160 8 customer customer NN work_htfht4hrybdz3jty5t7367hreu 160 9 will will MD work_htfht4hrybdz3jty5t7367hreu 160 10 proceed proceed VB work_htfht4hrybdz3jty5t7367hreu 160 11 to to TO work_htfht4hrybdz3jty5t7367hreu 160 12 choose choose VB work_htfht4hrybdz3jty5t7367hreu 160 13 a a DT work_htfht4hrybdz3jty5t7367hreu 160 14 table table NN work_htfht4hrybdz3jty5t7367hreu 160 15 in in IN work_htfht4hrybdz3jty5t7367hreu 160 16 the the DT work_htfht4hrybdz3jty5t7367hreu 160 17 lower low JJR work_htfht4hrybdz3jty5t7367hreu 160 18 - - HYPH work_htfht4hrybdz3jty5t7367hreu 160 19 level level NN work_htfht4hrybdz3jty5t7367hreu 160 20 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 160 21 which which WDT work_htfht4hrybdz3jty5t7367hreu 160 22 is be VBZ work_htfht4hrybdz3jty5t7367hreu 160 23 pointed point VBN work_htfht4hrybdz3jty5t7367hreu 160 24 to to IN work_htfht4hrybdz3jty5t7367hreu 160 25 by by IN work_htfht4hrybdz3jty5t7367hreu 160 26 Table table NN work_htfht4hrybdz3jty5t7367hreu 160 27 βi βi IN work_htfht4hrybdz3jty5t7367hreu 160 28 . . . work_htfht4hrybdz3jty5t7367hreu 161 1 This this DT work_htfht4hrybdz3jty5t7367hreu 161 2 1http://radimrehurek.com/gensim/models/phrases.html#id1 1http://radimrehurek.com/gensim/models/phrases.html#id1 CD work_htfht4hrybdz3jty5t7367hreu 161 3 process process NN work_htfht4hrybdz3jty5t7367hreu 161 4 will will MD work_htfht4hrybdz3jty5t7367hreu 161 5 continue continue VB work_htfht4hrybdz3jty5t7367hreu 161 6 until until IN work_htfht4hrybdz3jty5t7367hreu 161 7 the the DT work_htfht4hrybdz3jty5t7367hreu 161 8 customer customer NN work_htfht4hrybdz3jty5t7367hreu 161 9 reaches reach VBZ work_htfht4hrybdz3jty5t7367hreu 161 10 depth depth VBP work_htfht4hrybdz3jty5t7367hreu 161 11 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 161 12 As as IN work_htfht4hrybdz3jty5t7367hreu 161 13 a a DT work_htfht4hrybdz3jty5t7367hreu 161 14 result result NN work_htfht4hrybdz3jty5t7367hreu 161 15 , , , work_htfht4hrybdz3jty5t7367hreu 161 16 a a DT work_htfht4hrybdz3jty5t7367hreu 161 17 path path NN work_htfht4hrybdz3jty5t7367hreu 161 18 composed compose VBN work_htfht4hrybdz3jty5t7367hreu 161 19 of of IN work_htfht4hrybdz3jty5t7367hreu 161 20 tables table NNS work_htfht4hrybdz3jty5t7367hreu 161 21 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 161 22 or or CC work_htfht4hrybdz3jty5t7367hreu 161 23 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 161 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 161 25 from from IN work_htfht4hrybdz3jty5t7367hreu 161 26 L L NNP work_htfht4hrybdz3jty5t7367hreu 161 27 different different JJ work_htfht4hrybdz3jty5t7367hreu 161 28 levels level NNS work_htfht4hrybdz3jty5t7367hreu 161 29 will will MD work_htfht4hrybdz3jty5t7367hreu 161 30 be be VB work_htfht4hrybdz3jty5t7367hreu 161 31 induced induce VBN work_htfht4hrybdz3jty5t7367hreu 161 32 . . . work_htfht4hrybdz3jty5t7367hreu 162 1 This this DT work_htfht4hrybdz3jty5t7367hreu 162 2 forms form VBZ work_htfht4hrybdz3jty5t7367hreu 162 3 L L NNP work_htfht4hrybdz3jty5t7367hreu 162 4 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 162 5 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 162 6 . . . work_htfht4hrybdz3jty5t7367hreu 163 1 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 163 2 . . . work_htfht4hrybdz3jty5t7367hreu 164 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 164 2 detect detect VBP work_htfht4hrybdz3jty5t7367hreu 164 3 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 164 4 based base VBN work_htfht4hrybdz3jty5t7367hreu 164 5 on on IN work_htfht4hrybdz3jty5t7367hreu 164 6 word word NN work_htfht4hrybdz3jty5t7367hreu 164 7 collocations collocation NNS work_htfht4hrybdz3jty5t7367hreu 164 8 so so IN work_htfht4hrybdz3jty5t7367hreu 164 9 that that DT work_htfht4hrybdz3jty5t7367hreu 164 10 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 164 11 detection detection NN work_htfht4hrybdz3jty5t7367hreu 164 12 is be VBZ work_htfht4hrybdz3jty5t7367hreu 164 13 separated separate VBN work_htfht4hrybdz3jty5t7367hreu 164 14 from from IN work_htfht4hrybdz3jty5t7367hreu 164 15 topic topic NN work_htfht4hrybdz3jty5t7367hreu 164 16 inference inference NN work_htfht4hrybdz3jty5t7367hreu 164 17 . . . work_htfht4hrybdz3jty5t7367hreu 165 1 In in IN work_htfht4hrybdz3jty5t7367hreu 165 2 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 165 3 , , , work_htfht4hrybdz3jty5t7367hreu 165 4 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 165 5 will will MD work_htfht4hrybdz3jty5t7367hreu 165 6 be be VB work_htfht4hrybdz3jty5t7367hreu 165 7 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 165 8 with with IN work_htfht4hrybdz3jty5t7367hreu 165 9 the the DT work_htfht4hrybdz3jty5t7367hreu 165 10 same same JJ work_htfht4hrybdz3jty5t7367hreu 165 11 topic topic NN work_htfht4hrybdz3jty5t7367hreu 165 12 if if IN work_htfht4hrybdz3jty5t7367hreu 165 13 they -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 165 14 are be VBP work_htfht4hrybdz3jty5t7367hreu 165 15 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 165 16 with with IN work_htfht4hrybdz3jty5t7367hreu 165 17 the the DT work_htfht4hrybdz3jty5t7367hreu 165 18 same same JJ work_htfht4hrybdz3jty5t7367hreu 165 19 level level NN work_htfht4hrybdz3jty5t7367hreu 165 20 and and CC work_htfht4hrybdz3jty5t7367hreu 165 21 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 165 22 involved involved JJ work_htfht4hrybdz3jty5t7367hreu 165 23 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 165 24 happen happen VB work_htfht4hrybdz3jty5t7367hreu 165 25 to to TO work_htfht4hrybdz3jty5t7367hreu 165 26 share share VB work_htfht4hrybdz3jty5t7367hreu 165 27 the the DT work_htfht4hrybdz3jty5t7367hreu 165 28 same same JJ work_htfht4hrybdz3jty5t7367hreu 165 29 table table NN work_htfht4hrybdz3jty5t7367hreu 165 30 in in IN work_htfht4hrybdz3jty5t7367hreu 165 31 that that DT work_htfht4hrybdz3jty5t7367hreu 165 32 level level NN work_htfht4hrybdz3jty5t7367hreu 165 33 . . . work_htfht4hrybdz3jty5t7367hreu 166 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 166 2 use use VBP work_htfht4hrybdz3jty5t7367hreu 166 3 an an DT work_htfht4hrybdz3jty5t7367hreu 166 4 HPYP hpyp NN work_htfht4hrybdz3jty5t7367hreu 166 5 to to TO work_htfht4hrybdz3jty5t7367hreu 166 6 model model VB work_htfht4hrybdz3jty5t7367hreu 166 7 the the DT work_htfht4hrybdz3jty5t7367hreu 166 8 gen- gen- NN work_htfht4hrybdz3jty5t7367hreu 166 9 eration eration NN work_htfht4hrybdz3jty5t7367hreu 166 10 of of IN work_htfht4hrybdz3jty5t7367hreu 166 11 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 166 12 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 166 13 with with IN work_htfht4hrybdz3jty5t7367hreu 166 14 the the DT work_htfht4hrybdz3jty5t7367hreu 166 15 same same JJ work_htfht4hrybdz3jty5t7367hreu 166 16 topic topic NN work_htfht4hrybdz3jty5t7367hreu 166 17 . . . work_htfht4hrybdz3jty5t7367hreu 167 1 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 167 2 was be VBD work_htfht4hrybdz3jty5t7367hreu 167 3 first first RB work_htfht4hrybdz3jty5t7367hreu 167 4 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 167 5 in in IN work_htfht4hrybdz3jty5t7367hreu 167 6 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 167 7 Teh Teh NNP work_htfht4hrybdz3jty5t7367hreu 167 8 , , , work_htfht4hrybdz3jty5t7367hreu 167 9 2006 2006 CD work_htfht4hrybdz3jty5t7367hreu 167 10 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 167 11 , , , work_htfht4hrybdz3jty5t7367hreu 167 12 which which WDT work_htfht4hrybdz3jty5t7367hreu 167 13 has have VBZ work_htfht4hrybdz3jty5t7367hreu 167 14 been be VBN work_htfht4hrybdz3jty5t7367hreu 167 15 proven prove VBN work_htfht4hrybdz3jty5t7367hreu 167 16 to to TO work_htfht4hrybdz3jty5t7367hreu 167 17 be be VB work_htfht4hrybdz3jty5t7367hreu 167 18 the the DT work_htfht4hrybdz3jty5t7367hreu 167 19 best good JJS work_htfht4hrybdz3jty5t7367hreu 167 20 smoothing smoothing JJ work_htfht4hrybdz3jty5t7367hreu 167 21 method method NN work_htfht4hrybdz3jty5t7367hreu 167 22 for for IN work_htfht4hrybdz3jty5t7367hreu 167 23 n n JJ work_htfht4hrybdz3jty5t7367hreu 167 24 - - HYPH work_htfht4hrybdz3jty5t7367hreu 167 25 gram gram NN work_htfht4hrybdz3jty5t7367hreu 167 26 language language NN work_htfht4hrybdz3jty5t7367hreu 167 27 models model NNS work_htfht4hrybdz3jty5t7367hreu 167 28 . . . work_htfht4hrybdz3jty5t7367hreu 168 1 In in IN work_htfht4hrybdz3jty5t7367hreu 168 2 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 168 3 , , , work_htfht4hrybdz3jty5t7367hreu 168 4 the the DT work_htfht4hrybdz3jty5t7367hreu 168 5 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 168 6 of of IN work_htfht4hrybdz3jty5t7367hreu 168 7 the the DT work_htfht4hrybdz3jty5t7367hreu 168 8 first first JJ work_htfht4hrybdz3jty5t7367hreu 168 9 word word NN work_htfht4hrybdz3jty5t7367hreu 168 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 168 11 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 168 12 from from IN work_htfht4hrybdz3jty5t7367hreu 168 13 PYP PYP NNP work_htfht4hrybdz3jty5t7367hreu 168 14 defined define VBN work_htfht4hrybdz3jty5t7367hreu 168 15 as as IN work_htfht4hrybdz3jty5t7367hreu 168 16 G1 G1 NNP work_htfht4hrybdz3jty5t7367hreu 168 17 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 168 18 PYP(a0 PYP(a0 NNP work_htfht4hrybdz3jty5t7367hreu 168 19 , , , work_htfht4hrybdz3jty5t7367hreu 168 20 b0 b0 NNP work_htfht4hrybdz3jty5t7367hreu 168 21 , , , work_htfht4hrybdz3jty5t7367hreu 168 22 G0 G0 NNP work_htfht4hrybdz3jty5t7367hreu 168 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 168 24 , , , work_htfht4hrybdz3jty5t7367hreu 168 25 where where WRB work_htfht4hrybdz3jty5t7367hreu 168 26 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 168 27 is be VBZ work_htfht4hrybdz3jty5t7367hreu 168 28 a a DT work_htfht4hrybdz3jty5t7367hreu 168 29 uniform uniform JJ work_htfht4hrybdz3jty5t7367hreu 168 30 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 168 31 over over IN work_htfht4hrybdz3jty5t7367hreu 168 32 a a DT work_htfht4hrybdz3jty5t7367hreu 168 33 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 168 34 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 168 35 , , , work_htfht4hrybdz3jty5t7367hreu 168 36 a0 a0 NN work_htfht4hrybdz3jty5t7367hreu 168 37 is be VBZ work_htfht4hrybdz3jty5t7367hreu 168 38 the the DT work_htfht4hrybdz3jty5t7367hreu 168 39 discount discount NN work_htfht4hrybdz3jty5t7367hreu 168 40 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 168 41 indicating indicate VBG work_htfht4hrybdz3jty5t7367hreu 168 42 the the DT work_htfht4hrybdz3jty5t7367hreu 168 43 degenerating degenerating NN work_htfht4hrybdz3jty5t7367hreu 168 44 rate rate NN work_htfht4hrybdz3jty5t7367hreu 168 45 of of IN work_htfht4hrybdz3jty5t7367hreu 168 46 to- to- NNP work_htfht4hrybdz3jty5t7367hreu 168 47 generate generate VB work_htfht4hrybdz3jty5t7367hreu 168 48 power power NN work_htfht4hrybdz3jty5t7367hreu 168 49 law law NN work_htfht4hrybdz3jty5t7367hreu 168 50 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 168 51 and and CC work_htfht4hrybdz3jty5t7367hreu 168 52 b0 b0 NN work_htfht4hrybdz3jty5t7367hreu 168 53 is be VBZ work_htfht4hrybdz3jty5t7367hreu 168 54 the the DT work_htfht4hrybdz3jty5t7367hreu 168 55 concentration concentration NN work_htfht4hrybdz3jty5t7367hreu 168 56 pa- pa- NNP work_htfht4hrybdz3jty5t7367hreu 168 57 rameter rameter RBR work_htfht4hrybdz3jty5t7367hreu 168 58 controlling control VBG work_htfht4hrybdz3jty5t7367hreu 168 59 the the DT work_htfht4hrybdz3jty5t7367hreu 168 60 amount amount NN work_htfht4hrybdz3jty5t7367hreu 168 61 of of IN work_htfht4hrybdz3jty5t7367hreu 168 62 variability variability NN work_htfht4hrybdz3jty5t7367hreu 168 63 of of IN work_htfht4hrybdz3jty5t7367hreu 168 64 G1 G1 NNP work_htfht4hrybdz3jty5t7367hreu 168 65 around around IN work_htfht4hrybdz3jty5t7367hreu 168 66 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 168 67 . . . work_htfht4hrybdz3jty5t7367hreu 169 1 The the DT work_htfht4hrybdz3jty5t7367hreu 169 2 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 169 3 of of IN work_htfht4hrybdz3jty5t7367hreu 169 4 the the DT work_htfht4hrybdz3jty5t7367hreu 169 5 second second JJ work_htfht4hrybdz3jty5t7367hreu 169 6 word word NN work_htfht4hrybdz3jty5t7367hreu 169 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 169 8 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 169 9 using use VBG work_htfht4hrybdz3jty5t7367hreu 169 10 G1 g1 NN work_htfht4hrybdz3jty5t7367hreu 169 11 as as IN work_htfht4hrybdz3jty5t7367hreu 169 12 the the DT work_htfht4hrybdz3jty5t7367hreu 169 13 base base NN work_htfht4hrybdz3jty5t7367hreu 169 14 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 169 15 , , , work_htfht4hrybdz3jty5t7367hreu 169 16 G2 G2 NNP work_htfht4hrybdz3jty5t7367hreu 169 17 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 169 18 PYP(a1 pyp(a1 NN work_htfht4hrybdz3jty5t7367hreu 169 19 , , , work_htfht4hrybdz3jty5t7367hreu 169 20 b1 b1 NN work_htfht4hrybdz3jty5t7367hreu 169 21 , , , work_htfht4hrybdz3jty5t7367hreu 169 22 G1 G1 NNP work_htfht4hrybdz3jty5t7367hreu 169 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 169 24 . . . work_htfht4hrybdz3jty5t7367hreu 170 1 The the DT work_htfht4hrybdz3jty5t7367hreu 170 2 process process NN work_htfht4hrybdz3jty5t7367hreu 170 3 con- con- NN work_htfht4hrybdz3jty5t7367hreu 170 4 tinues tinue VBZ work_htfht4hrybdz3jty5t7367hreu 170 5 until until IN work_htfht4hrybdz3jty5t7367hreu 170 6 the the DT work_htfht4hrybdz3jty5t7367hreu 170 7 end end NN work_htfht4hrybdz3jty5t7367hreu 170 8 of of IN work_htfht4hrybdz3jty5t7367hreu 170 9 the the DT work_htfht4hrybdz3jty5t7367hreu 170 10 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 170 11 . . . work_htfht4hrybdz3jty5t7367hreu 171 1 The the DT work_htfht4hrybdz3jty5t7367hreu 171 2 generative generative JJ work_htfht4hrybdz3jty5t7367hreu 171 3 process process NN work_htfht4hrybdz3jty5t7367hreu 171 4 of of IN work_htfht4hrybdz3jty5t7367hreu 171 5 drawing draw VBG work_htfht4hrybdz3jty5t7367hreu 171 6 words word NNS work_htfht4hrybdz3jty5t7367hreu 171 7 from from IN work_htfht4hrybdz3jty5t7367hreu 171 8 the the DT work_htfht4hrybdz3jty5t7367hreu 171 9 prior prior NN work_htfht4hrybdz3jty5t7367hreu 171 10 can can MD work_htfht4hrybdz3jty5t7367hreu 171 11 be be VB work_htfht4hrybdz3jty5t7367hreu 171 12 simulated simulate VBN work_htfht4hrybdz3jty5t7367hreu 171 13 by by IN work_htfht4hrybdz3jty5t7367hreu 171 14 the the DT work_htfht4hrybdz3jty5t7367hreu 171 15 gener- gener- NN work_htfht4hrybdz3jty5t7367hreu 171 16 alised alise VBN work_htfht4hrybdz3jty5t7367hreu 171 17 CRP CRP NNP work_htfht4hrybdz3jty5t7367hreu 171 18 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 171 19 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 171 20 et et NNP work_htfht4hrybdz3jty5t7367hreu 171 21 al al NNP work_htfht4hrybdz3jty5t7367hreu 171 22 . . NNP work_htfht4hrybdz3jty5t7367hreu 171 23 , , , work_htfht4hrybdz3jty5t7367hreu 171 24 2002 2002 CD work_htfht4hrybdz3jty5t7367hreu 171 25 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 171 26 . . . work_htfht4hrybdz3jty5t7367hreu 172 1 A a DT work_htfht4hrybdz3jty5t7367hreu 172 2 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 172 3 corresponds correspond VBZ work_htfht4hrybdz3jty5t7367hreu 172 4 to to IN work_htfht4hrybdz3jty5t7367hreu 172 5 each each DT work_htfht4hrybdz3jty5t7367hreu 172 6 Gu Gu NNP work_htfht4hrybdz3jty5t7367hreu 172 7 , , , work_htfht4hrybdz3jty5t7367hreu 172 8 where where WRB work_htfht4hrybdz3jty5t7367hreu 172 9 each each DT work_htfht4hrybdz3jty5t7367hreu 172 10 table table NN work_htfht4hrybdz3jty5t7367hreu 172 11 is be VBZ work_htfht4hrybdz3jty5t7367hreu 172 12 served serve VBN work_htfht4hrybdz3jty5t7367hreu 172 13 a a DT work_htfht4hrybdz3jty5t7367hreu 172 14 dish dish NN work_htfht4hrybdz3jty5t7367hreu 172 15 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 172 16 value value NN work_htfht4hrybdz3jty5t7367hreu 172 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 172 18 cho- cho- RB work_htfht4hrybdz3jty5t7367hreu 172 19 sen sen NNP work_htfht4hrybdz3jty5t7367hreu 172 20 from from IN work_htfht4hrybdz3jty5t7367hreu 172 21 the the DT work_htfht4hrybdz3jty5t7367hreu 172 22 base base NN work_htfht4hrybdz3jty5t7367hreu 172 23 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 172 24 Gu−1 Gu−1 NNP work_htfht4hrybdz3jty5t7367hreu 172 25 . . . work_htfht4hrybdz3jty5t7367hreu 173 1 The the DT work_htfht4hrybdz3jty5t7367hreu 173 2 first first JJ work_htfht4hrybdz3jty5t7367hreu 173 3 customer customer NN work_htfht4hrybdz3jty5t7367hreu 173 4 sits sit VBZ work_htfht4hrybdz3jty5t7367hreu 173 5 at at IN work_htfht4hrybdz3jty5t7367hreu 173 6 the the DT work_htfht4hrybdz3jty5t7367hreu 173 7 first first JJ work_htfht4hrybdz3jty5t7367hreu 173 8 table table NN work_htfht4hrybdz3jty5t7367hreu 173 9 ; ; : work_htfht4hrybdz3jty5t7367hreu 173 10 the the DT work_htfht4hrybdz3jty5t7367hreu 173 11 n n JJ work_htfht4hrybdz3jty5t7367hreu 173 12 + + CC work_htfht4hrybdz3jty5t7367hreu 173 13 1th 1th JJ work_htfht4hrybdz3jty5t7367hreu 173 14 customer customer NN work_htfht4hrybdz3jty5t7367hreu 173 15 chooses choose VBZ work_htfht4hrybdz3jty5t7367hreu 173 16 an an DT work_htfht4hrybdz3jty5t7367hreu 173 17 occupied occupy VBN work_htfht4hrybdz3jty5t7367hreu 173 18 table table NN work_htfht4hrybdz3jty5t7367hreu 173 19 in in IN work_htfht4hrybdz3jty5t7367hreu 173 20 proportion proportion NN work_htfht4hrybdz3jty5t7367hreu 173 21 to to IN work_htfht4hrybdz3jty5t7367hreu 173 22 the the DT work_htfht4hrybdz3jty5t7367hreu 173 23 number number NN work_htfht4hrybdz3jty5t7367hreu 173 24 of of IN work_htfht4hrybdz3jty5t7367hreu 173 25 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 173 26 already already RB work_htfht4hrybdz3jty5t7367hreu 173 27 sitting sit VBG work_htfht4hrybdz3jty5t7367hreu 173 28 there there RB work_htfht4hrybdz3jty5t7367hreu 173 29 and and CC work_htfht4hrybdz3jty5t7367hreu 173 30 takes take VBZ work_htfht4hrybdz3jty5t7367hreu 173 31 the the DT work_htfht4hrybdz3jty5t7367hreu 173 32 value value NN work_htfht4hrybdz3jty5t7367hreu 173 33 of of IN work_htfht4hrybdz3jty5t7367hreu 173 34 dish dish NN work_htfht4hrybdz3jty5t7367hreu 173 35 on on IN work_htfht4hrybdz3jty5t7367hreu 173 36 the the DT work_htfht4hrybdz3jty5t7367hreu 173 37 table table NN work_htfht4hrybdz3jty5t7367hreu 173 38 , , , work_htfht4hrybdz3jty5t7367hreu 173 39 or or CC work_htfht4hrybdz3jty5t7367hreu 173 40 chooses choose VBZ work_htfht4hrybdz3jty5t7367hreu 173 41 a a DT work_htfht4hrybdz3jty5t7367hreu 173 42 new new JJ work_htfht4hrybdz3jty5t7367hreu 173 43 table table NN work_htfht4hrybdz3jty5t7367hreu 173 44 proportional proportional JJ work_htfht4hrybdz3jty5t7367hreu 173 45 to to IN work_htfht4hrybdz3jty5t7367hreu 173 46 a a DT work_htfht4hrybdz3jty5t7367hreu 173 47 constant constant JJ work_htfht4hrybdz3jty5t7367hreu 173 48 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 173 49 and and CC work_htfht4hrybdz3jty5t7367hreu 173 50 orders order VBZ work_htfht4hrybdz3jty5t7367hreu 173 51 a a DT work_htfht4hrybdz3jty5t7367hreu 173 52 dish dish NN work_htfht4hrybdz3jty5t7367hreu 173 53 from from IN work_htfht4hrybdz3jty5t7367hreu 173 54 the the DT work_htfht4hrybdz3jty5t7367hreu 173 55 base base NN work_htfht4hrybdz3jty5t7367hreu 173 56 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 173 57 . . . work_htfht4hrybdz3jty5t7367hreu 174 1 This this DT work_htfht4hrybdz3jty5t7367hreu 174 2 process process NN work_htfht4hrybdz3jty5t7367hreu 174 3 continues continue VBZ work_htfht4hrybdz3jty5t7367hreu 174 4 until until IN work_htfht4hrybdz3jty5t7367hreu 174 5 the the DT work_htfht4hrybdz3jty5t7367hreu 174 6 proxy proxy NNP work_htfht4hrybdz3jty5t7367hreu 174 7 cus- cus- NNP work_htfht4hrybdz3jty5t7367hreu 174 8 tomer tomer NNP work_htfht4hrybdz3jty5t7367hreu 174 9 sits sit VBZ work_htfht4hrybdz3jty5t7367hreu 174 10 in in IN work_htfht4hrybdz3jty5t7367hreu 174 11 an an DT work_htfht4hrybdz3jty5t7367hreu 174 12 existing exist VBG work_htfht4hrybdz3jty5t7367hreu 174 13 table table NN work_htfht4hrybdz3jty5t7367hreu 174 14 or or CC work_htfht4hrybdz3jty5t7367hreu 174 15 there there EX work_htfht4hrybdz3jty5t7367hreu 174 16 is be VBZ work_htfht4hrybdz3jty5t7367hreu 174 17 no no DT work_htfht4hrybdz3jty5t7367hreu 174 18 parent parent NN work_htfht4hrybdz3jty5t7367hreu 174 19 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 174 20 . . . work_htfht4hrybdz3jty5t7367hreu 175 1 As as IN work_htfht4hrybdz3jty5t7367hreu 175 2 such such JJ work_htfht4hrybdz3jty5t7367hreu 175 3 , , , work_htfht4hrybdz3jty5t7367hreu 175 4 the the DT work_htfht4hrybdz3jty5t7367hreu 175 5 probability probability NN work_htfht4hrybdz3jty5t7367hreu 175 6 of of IN work_htfht4hrybdz3jty5t7367hreu 175 7 the the DT work_htfht4hrybdz3jty5t7367hreu 175 8 uth uth NNP work_htfht4hrybdz3jty5t7367hreu 175 9 word word NN work_htfht4hrybdz3jty5t7367hreu 175 10 given give VBN work_htfht4hrybdz3jty5t7367hreu 175 11 the the DT work_htfht4hrybdz3jty5t7367hreu 175 12 seating seating NN work_htfht4hrybdz3jty5t7367hreu 175 13 ar- ar- NNP work_htfht4hrybdz3jty5t7367hreu 175 14 rangement rangement NN work_htfht4hrybdz3jty5t7367hreu 175 15 is be VBZ work_htfht4hrybdz3jty5t7367hreu 175 16 p(w|Λu p(w|λu JJ work_htfht4hrybdz3jty5t7367hreu 175 17 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 175 18 = = NFP work_htfht4hrybdz3jty5t7367hreu 175 19 Cuw Cuw NNP work_htfht4hrybdz3jty5t7367hreu 175 20 − − NNP work_htfht4hrybdz3jty5t7367hreu 175 21 au−1Tuw au−1Tuw NNP work_htfht4hrybdz3jty5t7367hreu 175 22 Cu Cu NNP work_htfht4hrybdz3jty5t7367hreu 175 23 · · NFP work_htfht4hrybdz3jty5t7367hreu 175 24 + + NFP work_htfht4hrybdz3jty5t7367hreu 175 25 bu−1 bu−1 NN work_htfht4hrybdz3jty5t7367hreu 175 26 + + SYM work_htfht4hrybdz3jty5t7367hreu 175 27 au−1Tu au−1Tu NNP work_htfht4hrybdz3jty5t7367hreu 175 28 · · NFP work_htfht4hrybdz3jty5t7367hreu 175 29 + + NFP work_htfht4hrybdz3jty5t7367hreu 175 30 bu−1 bu−1 FW work_htfht4hrybdz3jty5t7367hreu 175 31 Cu cu NN work_htfht4hrybdz3jty5t7367hreu 175 32 · · NFP work_htfht4hrybdz3jty5t7367hreu 175 33 + + NFP work_htfht4hrybdz3jty5t7367hreu 175 34 bu−1 bu−1 NNP work_htfht4hrybdz3jty5t7367hreu 175 35 × × NNP work_htfht4hrybdz3jty5t7367hreu 175 36 p(w|Λu−1 p(w|Λu−1 NNP work_htfht4hrybdz3jty5t7367hreu 175 37 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 175 38 , , , work_htfht4hrybdz3jty5t7367hreu 175 39 where where WRB work_htfht4hrybdz3jty5t7367hreu 175 40 Cuw Cuw NNP work_htfht4hrybdz3jty5t7367hreu 175 41 is be VBZ work_htfht4hrybdz3jty5t7367hreu 175 42 the the DT work_htfht4hrybdz3jty5t7367hreu 175 43 number number NN work_htfht4hrybdz3jty5t7367hreu 175 44 of of IN work_htfht4hrybdz3jty5t7367hreu 175 45 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 175 46 having have VBG work_htfht4hrybdz3jty5t7367hreu 175 47 dish dish VB work_htfht4hrybdz3jty5t7367hreu 175 48 w w NNP work_htfht4hrybdz3jty5t7367hreu 175 49 in in IN work_htfht4hrybdz3jty5t7367hreu 175 50 the the DT work_htfht4hrybdz3jty5t7367hreu 175 51 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 175 52 u u NN work_htfht4hrybdz3jty5t7367hreu 175 53 , , , work_htfht4hrybdz3jty5t7367hreu 175 54 Tuw Tuw NNP work_htfht4hrybdz3jty5t7367hreu 175 55 denotes denote VBZ work_htfht4hrybdz3jty5t7367hreu 175 56 the the DT work_htfht4hrybdz3jty5t7367hreu 175 57 number number NN work_htfht4hrybdz3jty5t7367hreu 175 58 of of IN work_htfht4hrybdz3jty5t7367hreu 175 59 tables table NNS work_htfht4hrybdz3jty5t7367hreu 175 60 serving serve VBG work_htfht4hrybdz3jty5t7367hreu 175 61 dish dish NN work_htfht4hrybdz3jty5t7367hreu 175 62 w w NNP work_htfht4hrybdz3jty5t7367hreu 175 63 in in IN work_htfht4hrybdz3jty5t7367hreu 175 64 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 175 65 u u NN work_htfht4hrybdz3jty5t7367hreu 175 66 , , , work_htfht4hrybdz3jty5t7367hreu 175 67 Cu Cu NNP work_htfht4hrybdz3jty5t7367hreu 175 68 · · NFP work_htfht4hrybdz3jty5t7367hreu 175 69 = = NFP work_htfht4hrybdz3jty5t7367hreu 175 70 ∑ ∑ XX work_htfht4hrybdz3jty5t7367hreu 175 71 w w XX work_htfht4hrybdz3jty5t7367hreu 175 72 Cuw Cuw NNP work_htfht4hrybdz3jty5t7367hreu 175 73 and and CC work_htfht4hrybdz3jty5t7367hreu 175 74 Tu Tu NNP work_htfht4hrybdz3jty5t7367hreu 175 75 · · NFP work_htfht4hrybdz3jty5t7367hreu 175 76 = = SYM work_htfht4hrybdz3jty5t7367hreu 175 77 ∑ ∑ . work_htfht4hrybdz3jty5t7367hreu 175 78 w w NNP work_htfht4hrybdz3jty5t7367hreu 175 79 Tuw Tuw NNP work_htfht4hrybdz3jty5t7367hreu 175 80 . . . work_htfht4hrybdz3jty5t7367hreu 176 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 176 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 176 3 worth worth JJ work_htfht4hrybdz3jty5t7367hreu 176 4 noting note VBG work_htfht4hrybdz3jty5t7367hreu 176 5 that that IN work_htfht4hrybdz3jty5t7367hreu 176 6 the the DT work_htfht4hrybdz3jty5t7367hreu 176 7 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 176 8 setup setup NN work_htfht4hrybdz3jty5t7367hreu 176 9 here here RB work_htfht4hrybdz3jty5t7367hreu 176 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 176 11 different different JJ work_htfht4hrybdz3jty5t7367hreu 176 12 from from IN work_htfht4hrybdz3jty5t7367hreu 176 13 that that DT work_htfht4hrybdz3jty5t7367hreu 176 14 in in IN work_htfht4hrybdz3jty5t7367hreu 176 15 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 176 16 . . . work_htfht4hrybdz3jty5t7367hreu 177 1 In in IN work_htfht4hrybdz3jty5t7367hreu 177 2 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 177 3 each each DT work_htfht4hrybdz3jty5t7367hreu 177 4 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 177 5 is be VBZ work_htfht4hrybdz3jty5t7367hreu 177 6 a a DT work_htfht4hrybdz3jty5t7367hreu 177 7 customer customer NN work_htfht4hrybdz3jty5t7367hreu 177 8 and and CC work_htfht4hrybdz3jty5t7367hreu 177 9 each each DT work_htfht4hrybdz3jty5t7367hreu 177 10 topic topic NN work_htfht4hrybdz3jty5t7367hreu 177 11 is be VBZ work_htfht4hrybdz3jty5t7367hreu 177 12 a a DT work_htfht4hrybdz3jty5t7367hreu 177 13 table table NN work_htfht4hrybdz3jty5t7367hreu 177 14 . . . work_htfht4hrybdz3jty5t7367hreu 178 1 A a DT work_htfht4hrybdz3jty5t7367hreu 178 2 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 178 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 178 4 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 178 5 with with IN work_htfht4hrybdz3jty5t7367hreu 178 6 L l NN work_htfht4hrybdz3jty5t7367hreu 178 7 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 178 8 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 178 9 or or CC work_htfht4hrybdz3jty5t7367hreu 178 10 tables table NNS work_htfht4hrybdz3jty5t7367hreu 178 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 178 12 from from IN work_htfht4hrybdz3jty5t7367hreu 178 13 the the DT work_htfht4hrybdz3jty5t7367hreu 178 14 root root NN work_htfht4hrybdz3jty5t7367hreu 178 15 to to IN work_htfht4hrybdz3jty5t7367hreu 178 16 the the DT work_htfht4hrybdz3jty5t7367hreu 178 17 leaf leaf NN work_htfht4hrybdz3jty5t7367hreu 178 18 . . . work_htfht4hrybdz3jty5t7367hreu 179 1 In in IN work_htfht4hrybdz3jty5t7367hreu 179 2 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 179 3 for for IN work_htfht4hrybdz3jty5t7367hreu 179 4 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 179 5 generation generation NN work_htfht4hrybdz3jty5t7367hreu 179 6 , , , work_htfht4hrybdz3jty5t7367hreu 179 7 each each DT work_htfht4hrybdz3jty5t7367hreu 179 8 word word NN work_htfht4hrybdz3jty5t7367hreu 179 9 w w NN work_htfht4hrybdz3jty5t7367hreu 179 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 179 11 a a DT work_htfht4hrybdz3jty5t7367hreu 179 12 customer customer NN work_htfht4hrybdz3jty5t7367hreu 179 13 and and CC work_htfht4hrybdz3jty5t7367hreu 179 14 a a DT work_htfht4hrybdz3jty5t7367hreu 179 15 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 179 16 u u NN work_htfht4hrybdz3jty5t7367hreu 179 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 179 18 the the DT work_htfht4hrybdz3jty5t7367hreu 179 19 context context NN work_htfht4hrybdz3jty5t7367hreu 179 20 of of IN work_htfht4hrybdz3jty5t7367hreu 179 21 the the DT work_htfht4hrybdz3jty5t7367hreu 179 22 word word NN work_htfht4hrybdz3jty5t7367hreu 179 23 . . . work_htfht4hrybdz3jty5t7367hreu 180 1 For for IN work_htfht4hrybdz3jty5t7367hreu 180 2 example example NN work_htfht4hrybdz3jty5t7367hreu 180 3 , , , work_htfht4hrybdz3jty5t7367hreu 180 4 for for IN work_htfht4hrybdz3jty5t7367hreu 180 5 an an DT work_htfht4hrybdz3jty5t7367hreu 180 6 n n NNP work_htfht4hrybdz3jty5t7367hreu 180 7 - - HYPH work_htfht4hrybdz3jty5t7367hreu 180 8 gram gram NN work_htfht4hrybdz3jty5t7367hreu 180 9 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 180 10 , , , work_htfht4hrybdz3jty5t7367hreu 180 11 the the DT work_htfht4hrybdz3jty5t7367hreu 180 12 context context NN work_htfht4hrybdz3jty5t7367hreu 180 13 of of IN work_htfht4hrybdz3jty5t7367hreu 180 14 the the DT work_htfht4hrybdz3jty5t7367hreu 180 15 nth nth NNP work_htfht4hrybdz3jty5t7367hreu 180 16 word word NN work_htfht4hrybdz3jty5t7367hreu 180 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 180 18 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 180 19 preceding precede VBG work_htfht4hrybdz3jty5t7367hreu 180 20 n n NN work_htfht4hrybdz3jty5t7367hreu 180 21 − − NNP work_htfht4hrybdz3jty5t7367hreu 180 22 1 1 CD work_htfht4hrybdz3jty5t7367hreu 180 23 words word NNS work_htfht4hrybdz3jty5t7367hreu 180 24 . . . work_htfht4hrybdz3jty5t7367hreu 181 1 Based base VBN work_htfht4hrybdz3jty5t7367hreu 181 2 on on IN work_htfht4hrybdz3jty5t7367hreu 181 3 the the DT work_htfht4hrybdz3jty5t7367hreu 181 4 above above JJ work_htfht4hrybdz3jty5t7367hreu 181 5 description description NN work_htfht4hrybdz3jty5t7367hreu 181 6 , , , work_htfht4hrybdz3jty5t7367hreu 181 7 the the DT work_htfht4hrybdz3jty5t7367hreu 181 8 generative generative JJ work_htfht4hrybdz3jty5t7367hreu 181 9 process process NN work_htfht4hrybdz3jty5t7367hreu 181 10 of of IN work_htfht4hrybdz3jty5t7367hreu 181 11 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 181 12 is be VBZ work_htfht4hrybdz3jty5t7367hreu 181 13 given give VBN work_htfht4hrybdz3jty5t7367hreu 181 14 below below RP work_htfht4hrybdz3jty5t7367hreu 181 15 . . . work_htfht4hrybdz3jty5t7367hreu 182 1 • • VB work_htfht4hrybdz3jty5t7367hreu 182 2 For for IN work_htfht4hrybdz3jty5t7367hreu 182 3 each each DT work_htfht4hrybdz3jty5t7367hreu 182 4 topic topic NN work_htfht4hrybdz3jty5t7367hreu 182 5 k k NN work_htfht4hrybdz3jty5t7367hreu 182 6 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 182 7 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 182 8 1 1 CD work_htfht4hrybdz3jty5t7367hreu 182 9 , , , work_htfht4hrybdz3jty5t7367hreu 182 10 2 2 CD work_htfht4hrybdz3jty5t7367hreu 182 11 , , , work_htfht4hrybdz3jty5t7367hreu 182 12 3 3 CD work_htfht4hrybdz3jty5t7367hreu 182 13 , , , work_htfht4hrybdz3jty5t7367hreu 182 14 . . . work_htfht4hrybdz3jty5t7367hreu 183 1 . . . work_htfht4hrybdz3jty5t7367hreu 184 1 . . . work_htfht4hrybdz3jty5t7367hreu 185 1 , , , work_htfht4hrybdz3jty5t7367hreu 185 2 ∞ ∞ NNP work_htfht4hrybdz3jty5t7367hreu 185 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 185 4 : : : work_htfht4hrybdz3jty5t7367hreu 185 5 – – : work_htfht4hrybdz3jty5t7367hreu 185 6 Gk1 Gk1 NNP work_htfht4hrybdz3jty5t7367hreu 185 7 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 185 8 PYP(a0 PYP(a0 NNP work_htfht4hrybdz3jty5t7367hreu 185 9 , , , work_htfht4hrybdz3jty5t7367hreu 185 10 b0 b0 NNP work_htfht4hrybdz3jty5t7367hreu 185 11 , , , work_htfht4hrybdz3jty5t7367hreu 185 12 G0 G0 NNP work_htfht4hrybdz3jty5t7367hreu 185 13 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 185 14 – – : work_htfht4hrybdz3jty5t7367hreu 185 15 Gk2 Gk2 NNP work_htfht4hrybdz3jty5t7367hreu 185 16 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 185 17 PYP(a1 PYP(a1 NNP work_htfht4hrybdz3jty5t7367hreu 185 18 , , , work_htfht4hrybdz3jty5t7367hreu 185 19 b1 b1 NN work_htfht4hrybdz3jty5t7367hreu 185 20 , , , work_htfht4hrybdz3jty5t7367hreu 185 21 G G NNP work_htfht4hrybdz3jty5t7367hreu 185 22 k k NNP work_htfht4hrybdz3jty5t7367hreu 185 23 1 1 CD work_htfht4hrybdz3jty5t7367hreu 185 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 185 25 · · NFP work_htfht4hrybdz3jty5t7367hreu 185 26 · · NFP work_htfht4hrybdz3jty5t7367hreu 185 27 · · NFP work_htfht4hrybdz3jty5t7367hreu 185 28 – – : work_htfht4hrybdz3jty5t7367hreu 185 29 GkU GkU NNP work_htfht4hrybdz3jty5t7367hreu 185 30 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 185 31 PYP(aU−1 PYP(aU−1 NNP work_htfht4hrybdz3jty5t7367hreu 185 32 , , , work_htfht4hrybdz3jty5t7367hreu 185 33 bU−1 bu−1 NN work_htfht4hrybdz3jty5t7367hreu 185 34 , , , work_htfht4hrybdz3jty5t7367hreu 185 35 G G NNP work_htfht4hrybdz3jty5t7367hreu 185 36 k k NNP work_htfht4hrybdz3jty5t7367hreu 185 37 U−1 u−1 XX work_htfht4hrybdz3jty5t7367hreu 185 38 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 185 39 • • NN work_htfht4hrybdz3jty5t7367hreu 185 40 Set set NN work_htfht4hrybdz3jty5t7367hreu 185 41 c1 c1 NN work_htfht4hrybdz3jty5t7367hreu 185 42 to to TO work_htfht4hrybdz3jty5t7367hreu 185 43 be be VB work_htfht4hrybdz3jty5t7367hreu 185 44 the the DT work_htfht4hrybdz3jty5t7367hreu 185 45 root root NN work_htfht4hrybdz3jty5t7367hreu 185 46 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 185 47 • • NNP work_htfht4hrybdz3jty5t7367hreu 185 48 For for IN work_htfht4hrybdz3jty5t7367hreu 185 49 each each DT work_htfht4hrybdz3jty5t7367hreu 185 50 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 185 51 d d NN work_htfht4hrybdz3jty5t7367hreu 185 52 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 185 53 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 185 54 1 1 CD work_htfht4hrybdz3jty5t7367hreu 185 55 , , , work_htfht4hrybdz3jty5t7367hreu 185 56 2 2 CD work_htfht4hrybdz3jty5t7367hreu 185 57 , , , work_htfht4hrybdz3jty5t7367hreu 185 58 3 3 CD work_htfht4hrybdz3jty5t7367hreu 185 59 , , , work_htfht4hrybdz3jty5t7367hreu 185 60 . . . work_htfht4hrybdz3jty5t7367hreu 186 1 . . . work_htfht4hrybdz3jty5t7367hreu 187 1 . . . work_htfht4hrybdz3jty5t7367hreu 188 1 , , , work_htfht4hrybdz3jty5t7367hreu 188 2 D D NNP work_htfht4hrybdz3jty5t7367hreu 188 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 188 4 : : : work_htfht4hrybdz3jty5t7367hreu 188 5 October October NNP work_htfht4hrybdz3jty5t7367hreu 188 6 8 8 CD work_htfht4hrybdz3jty5t7367hreu 188 7 , , , work_htfht4hrybdz3jty5t7367hreu 188 8 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 188 9 http://radimrehurek.com/gensim/models/phrases.html#id1 http://radimrehurek.com/gensim/models/phrases.html#id1 NNP work_htfht4hrybdz3jty5t7367hreu 188 10 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 11 1 1 CD work_htfht4hrybdz3jty5t7367hreu 188 12 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 13 2 2 CD work_htfht4hrybdz3jty5t7367hreu 188 14 β β NN work_htfht4hrybdz3jty5t7367hreu 188 15 3 3 CD work_htfht4hrybdz3jty5t7367hreu 188 16 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 17 11 11 CD work_htfht4hrybdz3jty5t7367hreu 188 18 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 19 12 12 CD work_htfht4hrybdz3jty5t7367hreu 188 20 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 21 13 13 CD work_htfht4hrybdz3jty5t7367hreu 188 22 d3 d3 NNP work_htfht4hrybdz3jty5t7367hreu 188 23 d5 d5 NNP work_htfht4hrybdz3jty5t7367hreu 188 24 d9 d9 NNP work_htfht4hrybdz3jty5t7367hreu 188 25 d1 d1 RB work_htfht4hrybdz3jty5t7367hreu 188 26 d2 d2 NNP work_htfht4hrybdz3jty5t7367hreu 188 27 d7 d7 NNP work_htfht4hrybdz3jty5t7367hreu 188 28 d8 d8 NNP work_htfht4hrybdz3jty5t7367hreu 188 29 d4 d4 NNP work_htfht4hrybdz3jty5t7367hreu 188 30 d6 d6 NNP work_htfht4hrybdz3jty5t7367hreu 188 31 d9 d9 NNP work_htfht4hrybdz3jty5t7367hreu 188 32 d5 d5 NNP work_htfht4hrybdz3jty5t7367hreu 188 33 d3 d3 NNP work_htfht4hrybdz3jty5t7367hreu 188 34 d1 d1 NNP work_htfht4hrybdz3jty5t7367hreu 188 35 d2 d2 NNP work_htfht4hrybdz3jty5t7367hreu 188 36 d7 d7 NNP work_htfht4hrybdz3jty5t7367hreu 188 37 d8 d8 NNP work_htfht4hrybdz3jty5t7367hreu 188 38 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 39 21 21 CD work_htfht4hrybdz3jty5t7367hreu 188 40 β β NN work_htfht4hrybdz3jty5t7367hreu 188 41 22 22 CD work_htfht4hrybdz3jty5t7367hreu 188 42 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 43 23 23 CD work_htfht4hrybdz3jty5t7367hreu 188 44 β β NN work_htfht4hrybdz3jty5t7367hreu 188 45 31 31 CD work_htfht4hrybdz3jty5t7367hreu 188 46 β β NNP work_htfht4hrybdz3jty5t7367hreu 188 47 32 32 CD work_htfht4hrybdz3jty5t7367hreu 188 48 β β NN work_htfht4hrybdz3jty5t7367hreu 188 49 33 33 CD work_htfht4hrybdz3jty5t7367hreu 188 50 d4 d4 NN work_htfht4hrybdz3jty5t7367hreu 188 51 d6 d6 NN work_htfht4hrybdz3jty5t7367hreu 188 52 R r NN work_htfht4hrybdz3jty5t7367hreu 188 53 0 0 CD work_htfht4hrybdz3jty5t7367hreu 188 54 R r NN work_htfht4hrybdz3jty5t7367hreu 188 55 1 1 CD work_htfht4hrybdz3jty5t7367hreu 188 56 R r NN work_htfht4hrybdz3jty5t7367hreu 188 57 2 2 CD work_htfht4hrybdz3jty5t7367hreu 188 58 R r NN work_htfht4hrybdz3jty5t7367hreu 188 59 3 3 CD work_htfht4hrybdz3jty5t7367hreu 188 60 Figure figure NN work_htfht4hrybdz3jty5t7367hreu 188 61 3 3 CD work_htfht4hrybdz3jty5t7367hreu 188 62 : : : work_htfht4hrybdz3jty5t7367hreu 188 63 Illustration illustration NN work_htfht4hrybdz3jty5t7367hreu 188 64 of of IN work_htfht4hrybdz3jty5t7367hreu 188 65 the the DT work_htfht4hrybdz3jty5t7367hreu 188 66 nested nest VBN work_htfht4hrybdz3jty5t7367hreu 188 67 Chinese Chinese NNP work_htfht4hrybdz3jty5t7367hreu 188 68 Restaurant Restaurant NNP work_htfht4hrybdz3jty5t7367hreu 188 69 Process Process NNP work_htfht4hrybdz3jty5t7367hreu 188 70 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 188 71 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 188 72 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 188 73 . . . work_htfht4hrybdz3jty5t7367hreu 189 1 Each each DT work_htfht4hrybdz3jty5t7367hreu 189 2 circle circle NN work_htfht4hrybdz3jty5t7367hreu 189 3 represents represent VBZ work_htfht4hrybdz3jty5t7367hreu 189 4 a a DT work_htfht4hrybdz3jty5t7367hreu 189 5 table table NN work_htfht4hrybdz3jty5t7367hreu 189 6 which which WDT work_htfht4hrybdz3jty5t7367hreu 189 7 points point VBZ work_htfht4hrybdz3jty5t7367hreu 189 8 to to IN work_htfht4hrybdz3jty5t7367hreu 189 9 a a DT work_htfht4hrybdz3jty5t7367hreu 189 10 unique unique JJ work_htfht4hrybdz3jty5t7367hreu 189 11 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 189 12 denoted denote VBN work_htfht4hrybdz3jty5t7367hreu 189 13 as as IN work_htfht4hrybdz3jty5t7367hreu 189 14 a a DT work_htfht4hrybdz3jty5t7367hreu 189 15 rectangle rectangle NN work_htfht4hrybdz3jty5t7367hreu 189 16 . . . work_htfht4hrybdz3jty5t7367hreu 190 1 Each each DT work_htfht4hrybdz3jty5t7367hreu 190 2 customer customer NN work_htfht4hrybdz3jty5t7367hreu 190 3 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 190 4 or or CC work_htfht4hrybdz3jty5t7367hreu 190 5 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 190 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 190 7 will will MD work_htfht4hrybdz3jty5t7367hreu 190 8 first first RB work_htfht4hrybdz3jty5t7367hreu 190 9 choose choose VB work_htfht4hrybdz3jty5t7367hreu 190 10 a a DT work_htfht4hrybdz3jty5t7367hreu 190 11 table table NN work_htfht4hrybdz3jty5t7367hreu 190 12 in in IN work_htfht4hrybdz3jty5t7367hreu 190 13 the the DT work_htfht4hrybdz3jty5t7367hreu 190 14 upper upper JJ work_htfht4hrybdz3jty5t7367hreu 190 15 level level NN work_htfht4hrybdz3jty5t7367hreu 190 16 then then RB work_htfht4hrybdz3jty5t7367hreu 190 17 follow follow VBP work_htfht4hrybdz3jty5t7367hreu 190 18 the the DT work_htfht4hrybdz3jty5t7367hreu 190 19 link link NN work_htfht4hrybdz3jty5t7367hreu 190 20 pointed point VBN work_htfht4hrybdz3jty5t7367hreu 190 21 to to IN work_htfht4hrybdz3jty5t7367hreu 190 22 by by IN work_htfht4hrybdz3jty5t7367hreu 190 23 the the DT work_htfht4hrybdz3jty5t7367hreu 190 24 table table NN work_htfht4hrybdz3jty5t7367hreu 190 25 to to TO work_htfht4hrybdz3jty5t7367hreu 190 26 reach reach VB work_htfht4hrybdz3jty5t7367hreu 190 27 a a DT work_htfht4hrybdz3jty5t7367hreu 190 28 lower low JJR work_htfht4hrybdz3jty5t7367hreu 190 29 - - HYPH work_htfht4hrybdz3jty5t7367hreu 190 30 level level NN work_htfht4hrybdz3jty5t7367hreu 190 31 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 190 32 and and CC work_htfht4hrybdz3jty5t7367hreu 190 33 choose choose VB work_htfht4hrybdz3jty5t7367hreu 190 34 another another DT work_htfht4hrybdz3jty5t7367hreu 190 35 table table NN work_htfht4hrybdz3jty5t7367hreu 190 36 there there RB work_htfht4hrybdz3jty5t7367hreu 190 37 . . . work_htfht4hrybdz3jty5t7367hreu 191 1 – – : work_htfht4hrybdz3jty5t7367hreu 191 2 Select select VB work_htfht4hrybdz3jty5t7367hreu 191 3 the the DT work_htfht4hrybdz3jty5t7367hreu 191 4 Level-2 Level-2 NNP work_htfht4hrybdz3jty5t7367hreu 191 5 topic topic NN work_htfht4hrybdz3jty5t7367hreu 191 6 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 191 7 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 191 8 Bernoulli(λ Bernoulli(λ NNP work_htfht4hrybdz3jty5t7367hreu 191 9 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 191 10 – – : work_htfht4hrybdz3jty5t7367hreu 191 11 For for IN work_htfht4hrybdz3jty5t7367hreu 191 12 level level NN work_htfht4hrybdz3jty5t7367hreu 191 13 l l NN work_htfht4hrybdz3jty5t7367hreu 191 14 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 191 15 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 191 16 3 3 CD work_htfht4hrybdz3jty5t7367hreu 191 17 , , , work_htfht4hrybdz3jty5t7367hreu 191 18 . . . work_htfht4hrybdz3jty5t7367hreu 192 1 . . . work_htfht4hrybdz3jty5t7367hreu 193 1 . . . work_htfht4hrybdz3jty5t7367hreu 194 1 , , , work_htfht4hrybdz3jty5t7367hreu 194 2 L L NNP work_htfht4hrybdz3jty5t7367hreu 194 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 194 4 , , , work_htfht4hrybdz3jty5t7367hreu 194 5 select select VB work_htfht4hrybdz3jty5t7367hreu 194 6 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 194 7 corresponding correspond VBG work_htfht4hrybdz3jty5t7367hreu 194 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 194 9 cd cd NN work_htfht4hrybdz3jty5t7367hreu 194 10 , , , work_htfht4hrybdz3jty5t7367hreu 194 11 l l NNP work_htfht4hrybdz3jty5t7367hreu 194 12 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 194 13 CRP(γ CRP(γ NNP work_htfht4hrybdz3jty5t7367hreu 194 14 , , , work_htfht4hrybdz3jty5t7367hreu 194 15 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 194 16 , , , work_htfht4hrybdz3jty5t7367hreu 194 17 l−1 l−1 NNP work_htfht4hrybdz3jty5t7367hreu 194 18 , , , work_htfht4hrybdz3jty5t7367hreu 194 19 . . . work_htfht4hrybdz3jty5t7367hreu 195 1 . . . work_htfht4hrybdz3jty5t7367hreu 196 1 . . . work_htfht4hrybdz3jty5t7367hreu 197 1 , , , work_htfht4hrybdz3jty5t7367hreu 197 2 cd,2 cd,2 NNP work_htfht4hrybdz3jty5t7367hreu 197 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 197 4 – – : work_htfht4hrybdz3jty5t7367hreu 197 5 Draw draw VB work_htfht4hrybdz3jty5t7367hreu 197 6 a a DT work_htfht4hrybdz3jty5t7367hreu 197 7 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 197 8 over over IN work_htfht4hrybdz3jty5t7367hreu 197 9 levels level NNS work_htfht4hrybdz3jty5t7367hreu 197 10 θd θd VBP work_htfht4hrybdz3jty5t7367hreu 197 11 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 197 12 Dirichlet(α Dirichlet(α NNP work_htfht4hrybdz3jty5t7367hreu 197 13 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 197 14 – – : work_htfht4hrybdz3jty5t7367hreu 197 15 For for IN work_htfht4hrybdz3jty5t7367hreu 197 16 each each DT work_htfht4hrybdz3jty5t7367hreu 197 17 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 197 18 n n CD work_htfht4hrybdz3jty5t7367hreu 197 19 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 197 20 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 197 21 1 1 CD work_htfht4hrybdz3jty5t7367hreu 197 22 , , , work_htfht4hrybdz3jty5t7367hreu 197 23 2 2 CD work_htfht4hrybdz3jty5t7367hreu 197 24 , , , work_htfht4hrybdz3jty5t7367hreu 197 25 . . . work_htfht4hrybdz3jty5t7367hreu 198 1 . . . work_htfht4hrybdz3jty5t7367hreu 199 1 . . . work_htfht4hrybdz3jty5t7367hreu 200 1 , , , work_htfht4hrybdz3jty5t7367hreu 200 2 Nd Nd NNP work_htfht4hrybdz3jty5t7367hreu 200 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 200 4 : : : work_htfht4hrybdz3jty5t7367hreu 200 5 * * NFP work_htfht4hrybdz3jty5t7367hreu 200 6 For for IN work_htfht4hrybdz3jty5t7367hreu 200 7 each each DT work_htfht4hrybdz3jty5t7367hreu 200 8 word word NN work_htfht4hrybdz3jty5t7367hreu 200 9 u u NNP work_htfht4hrybdz3jty5t7367hreu 200 10 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 200 11 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 200 12 1 1 CD work_htfht4hrybdz3jty5t7367hreu 200 13 , , , work_htfht4hrybdz3jty5t7367hreu 200 14 2 2 CD work_htfht4hrybdz3jty5t7367hreu 200 15 , , , work_htfht4hrybdz3jty5t7367hreu 200 16 . . . work_htfht4hrybdz3jty5t7367hreu 201 1 . . . work_htfht4hrybdz3jty5t7367hreu 202 1 . . . work_htfht4hrybdz3jty5t7367hreu 203 1 , , , work_htfht4hrybdz3jty5t7367hreu 203 2 Ud Ud NNP work_htfht4hrybdz3jty5t7367hreu 203 3 , , , work_htfht4hrybdz3jty5t7367hreu 203 4 n n JJ work_htfht4hrybdz3jty5t7367hreu 203 5 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 203 6 : : : work_htfht4hrybdz3jty5t7367hreu 203 7 If if IN work_htfht4hrybdz3jty5t7367hreu 203 8 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 203 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 203 10 the the DT work_htfht4hrybdz3jty5t7367hreu 203 11 first first JJ work_htfht4hrybdz3jty5t7367hreu 203 12 word word NN work_htfht4hrybdz3jty5t7367hreu 203 13 in in IN work_htfht4hrybdz3jty5t7367hreu 203 14 a a DT work_htfht4hrybdz3jty5t7367hreu 203 15 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 203 16 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 203 17 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 18 = = SYM work_htfht4hrybdz3jty5t7367hreu 203 19 1 1 CD work_htfht4hrybdz3jty5t7367hreu 203 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 203 21 : : : work_htfht4hrybdz3jty5t7367hreu 203 22 · · NFP work_htfht4hrybdz3jty5t7367hreu 203 23 Assign assign VB work_htfht4hrybdz3jty5t7367hreu 203 24 a a DT work_htfht4hrybdz3jty5t7367hreu 203 25 level level NN work_htfht4hrybdz3jty5t7367hreu 203 26 zd zd IN work_htfht4hrybdz3jty5t7367hreu 203 27 , , , work_htfht4hrybdz3jty5t7367hreu 203 28 n n NNP work_htfht4hrybdz3jty5t7367hreu 203 29 , , , work_htfht4hrybdz3jty5t7367hreu 203 30 u|θd u|θd NNPS work_htfht4hrybdz3jty5t7367hreu 203 31 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 203 32 Discrete(θd discrete(θd NN work_htfht4hrybdz3jty5t7367hreu 203 33 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 203 34 · · NFP work_htfht4hrybdz3jty5t7367hreu 203 35 Draw draw VB work_htfht4hrybdz3jty5t7367hreu 203 36 a a DT work_htfht4hrybdz3jty5t7367hreu 203 37 word word NN work_htfht4hrybdz3jty5t7367hreu 203 38 wd wd UH work_htfht4hrybdz3jty5t7367hreu 203 39 , , , work_htfht4hrybdz3jty5t7367hreu 203 40 n n NN work_htfht4hrybdz3jty5t7367hreu 203 41 , , , work_htfht4hrybdz3jty5t7367hreu 203 42 u|{zd u|{zd NNP work_htfht4hrybdz3jty5t7367hreu 203 43 , , , work_htfht4hrybdz3jty5t7367hreu 203 44 n n NN work_htfht4hrybdz3jty5t7367hreu 203 45 , , , work_htfht4hrybdz3jty5t7367hreu 203 46 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 47 , , , work_htfht4hrybdz3jty5t7367hreu 203 48 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 203 49 , , , work_htfht4hrybdz3jty5t7367hreu 203 50 G G NNP work_htfht4hrybdz3jty5t7367hreu 203 51 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 203 52 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 203 53 Discrete(G Discrete(G NNP work_htfht4hrybdz3jty5t7367hreu 203 54 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 203 55 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 203 56 zd zd IN work_htfht4hrybdz3jty5t7367hreu 203 57 , , , work_htfht4hrybdz3jty5t7367hreu 203 58 n n NN work_htfht4hrybdz3jty5t7367hreu 203 59 , , , work_htfht4hrybdz3jty5t7367hreu 203 60 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 61 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 203 62 1 1 CD work_htfht4hrybdz3jty5t7367hreu 203 63 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 203 64 Else else RB work_htfht4hrybdz3jty5t7367hreu 203 65 : : : work_htfht4hrybdz3jty5t7367hreu 203 66 · · NFP work_htfht4hrybdz3jty5t7367hreu 203 67 Set Set VBN work_htfht4hrybdz3jty5t7367hreu 203 68 zd zd RP work_htfht4hrybdz3jty5t7367hreu 203 69 , , , work_htfht4hrybdz3jty5t7367hreu 203 70 n n NN work_htfht4hrybdz3jty5t7367hreu 203 71 , , , work_htfht4hrybdz3jty5t7367hreu 203 72 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 73 = = SYM work_htfht4hrybdz3jty5t7367hreu 203 74 zd zd NNP work_htfht4hrybdz3jty5t7367hreu 203 75 , , , work_htfht4hrybdz3jty5t7367hreu 203 76 n n NN work_htfht4hrybdz3jty5t7367hreu 203 77 , , , work_htfht4hrybdz3jty5t7367hreu 203 78 u−1 u−1 NNP work_htfht4hrybdz3jty5t7367hreu 203 79 · · NFP work_htfht4hrybdz3jty5t7367hreu 203 80 Draw draw VB work_htfht4hrybdz3jty5t7367hreu 203 81 a a DT work_htfht4hrybdz3jty5t7367hreu 203 82 word word NN work_htfht4hrybdz3jty5t7367hreu 203 83 wd wd UH work_htfht4hrybdz3jty5t7367hreu 203 84 , , , work_htfht4hrybdz3jty5t7367hreu 203 85 n n NN work_htfht4hrybdz3jty5t7367hreu 203 86 , , , work_htfht4hrybdz3jty5t7367hreu 203 87 u|{zd u|{zd NNP work_htfht4hrybdz3jty5t7367hreu 203 88 , , , work_htfht4hrybdz3jty5t7367hreu 203 89 n n NN work_htfht4hrybdz3jty5t7367hreu 203 90 , , , work_htfht4hrybdz3jty5t7367hreu 203 91 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 92 , , , work_htfht4hrybdz3jty5t7367hreu 203 93 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 203 94 , , , work_htfht4hrybdz3jty5t7367hreu 203 95 G G NNP work_htfht4hrybdz3jty5t7367hreu 203 96 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 203 97 ∼ ∼ NNP work_htfht4hrybdz3jty5t7367hreu 203 98 Discrete(G Discrete(G NNP work_htfht4hrybdz3jty5t7367hreu 203 99 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 203 100 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 203 101 zd zd IN work_htfht4hrybdz3jty5t7367hreu 203 102 , , , work_htfht4hrybdz3jty5t7367hreu 203 103 n n NN work_htfht4hrybdz3jty5t7367hreu 203 104 , , , work_htfht4hrybdz3jty5t7367hreu 203 105 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 106 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 203 107 u u NNP work_htfht4hrybdz3jty5t7367hreu 203 108 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 203 109 . . . work_htfht4hrybdz3jty5t7367hreu 204 1 Here here RB work_htfht4hrybdz3jty5t7367hreu 204 2 , , , work_htfht4hrybdz3jty5t7367hreu 204 3 cd cd NN work_htfht4hrybdz3jty5t7367hreu 204 4 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 204 5 zd zd IN work_htfht4hrybdz3jty5t7367hreu 204 6 , , , work_htfht4hrybdz3jty5t7367hreu 204 7 n n NN work_htfht4hrybdz3jty5t7367hreu 204 8 , , , work_htfht4hrybdz3jty5t7367hreu 204 9 u u NNP work_htfht4hrybdz3jty5t7367hreu 204 10 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 204 11 denotes denote VBZ work_htfht4hrybdz3jty5t7367hreu 204 12 the the DT work_htfht4hrybdz3jty5t7367hreu 204 13 zd zd NNP work_htfht4hrybdz3jty5t7367hreu 204 14 , , , work_htfht4hrybdz3jty5t7367hreu 204 15 n n NNP work_htfht4hrybdz3jty5t7367hreu 204 16 , , , work_htfht4hrybdz3jty5t7367hreu 204 17 uth uth NNP work_htfht4hrybdz3jty5t7367hreu 204 18 component component NN work_htfht4hrybdz3jty5t7367hreu 204 19 of of IN work_htfht4hrybdz3jty5t7367hreu 204 20 vector vector NN work_htfht4hrybdz3jty5t7367hreu 204 21 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 204 22 , , , work_htfht4hrybdz3jty5t7367hreu 204 23 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 204 24 is be VBZ work_htfht4hrybdz3jty5t7367hreu 204 25 a a DT work_htfht4hrybdz3jty5t7367hreu 204 26 uniform uniform JJ work_htfht4hrybdz3jty5t7367hreu 204 27 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 204 28 over over IN work_htfht4hrybdz3jty5t7367hreu 204 29 a a DT work_htfht4hrybdz3jty5t7367hreu 204 30 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 204 31 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 204 32 W w NN work_htfht4hrybdz3jty5t7367hreu 204 33 of of IN work_htfht4hrybdz3jty5t7367hreu 204 34 V V NNP work_htfht4hrybdz3jty5t7367hreu 204 35 words word NNS work_htfht4hrybdz3jty5t7367hreu 204 36 , , , work_htfht4hrybdz3jty5t7367hreu 204 37 for for IN work_htfht4hrybdz3jty5t7367hreu 204 38 ∀w ∀w CD work_htfht4hrybdz3jty5t7367hreu 204 39 ∈ ∈ NNP work_htfht4hrybdz3jty5t7367hreu 204 40 W W NNP work_htfht4hrybdz3jty5t7367hreu 204 41 , , , work_htfht4hrybdz3jty5t7367hreu 204 42 G0(w G0(w NNP work_htfht4hrybdz3jty5t7367hreu 204 43 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 204 44 = = NN work_htfht4hrybdz3jty5t7367hreu 204 45 1 1 CD work_htfht4hrybdz3jty5t7367hreu 204 46 V v NN work_htfht4hrybdz3jty5t7367hreu 204 47 . . . work_htfht4hrybdz3jty5t7367hreu 205 1 2 2 CD work_htfht4hrybdz3jty5t7367hreu 205 2 Since since IN work_htfht4hrybdz3jty5t7367hreu 205 3 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 205 4 have have VBP work_htfht4hrybdz3jty5t7367hreu 205 5 already already RB work_htfht4hrybdz3jty5t7367hreu 205 6 been be VBN work_htfht4hrybdz3jty5t7367hreu 205 7 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 205 8 prior prior RB work_htfht4hrybdz3jty5t7367hreu 205 9 to to IN work_htfht4hrybdz3jty5t7367hreu 205 10 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 205 11 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 205 12 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 205 13 , , , work_htfht4hrybdz3jty5t7367hreu 205 14 the the DT work_htfht4hrybdz3jty5t7367hreu 205 15 bound- bound- JJ work_htfht4hrybdz3jty5t7367hreu 205 16 aries arie NNS work_htfht4hrybdz3jty5t7367hreu 205 17 of of IN work_htfht4hrybdz3jty5t7367hreu 205 18 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 205 19 are be VBP work_htfht4hrybdz3jty5t7367hreu 205 20 observed observe VBN work_htfht4hrybdz3jty5t7367hreu 205 21 and and CC work_htfht4hrybdz3jty5t7367hreu 205 22 need nee MD work_htfht4hrybdz3jty5t7367hreu 205 23 not not RB work_htfht4hrybdz3jty5t7367hreu 205 24 be be VB work_htfht4hrybdz3jty5t7367hreu 205 25 sampled sample VBN work_htfht4hrybdz3jty5t7367hreu 205 26 from from IN work_htfht4hrybdz3jty5t7367hreu 205 27 data datum NNS work_htfht4hrybdz3jty5t7367hreu 205 28 . . . work_htfht4hrybdz3jty5t7367hreu 206 1 3.2 3.2 CD work_htfht4hrybdz3jty5t7367hreu 206 2 . . . work_htfht4hrybdz3jty5t7367hreu 207 1 Inference inference NN work_htfht4hrybdz3jty5t7367hreu 207 2 and and CC work_htfht4hrybdz3jty5t7367hreu 207 3 Parameter Parameter NNP work_htfht4hrybdz3jty5t7367hreu 207 4 Estimation Estimation NNP work_htfht4hrybdz3jty5t7367hreu 207 5 Given give VBN work_htfht4hrybdz3jty5t7367hreu 207 6 the the DT work_htfht4hrybdz3jty5t7367hreu 207 7 observed observed JJ work_htfht4hrybdz3jty5t7367hreu 207 8 variable variable NN work_htfht4hrybdz3jty5t7367hreu 207 9 w w NN work_htfht4hrybdz3jty5t7367hreu 207 10 = = NN work_htfht4hrybdz3jty5t7367hreu 207 11 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 207 12 w1 w1 NNP work_htfht4hrybdz3jty5t7367hreu 207 13 , , , work_htfht4hrybdz3jty5t7367hreu 207 14 w2 w2 NNP work_htfht4hrybdz3jty5t7367hreu 207 15 , , , work_htfht4hrybdz3jty5t7367hreu 207 16 . . . work_htfht4hrybdz3jty5t7367hreu 208 1 . . . work_htfht4hrybdz3jty5t7367hreu 209 1 . . . work_htfht4hrybdz3jty5t7367hreu 210 1 , , , work_htfht4hrybdz3jty5t7367hreu 210 2 wD wD NNP work_htfht4hrybdz3jty5t7367hreu 210 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 210 4 , , , work_htfht4hrybdz3jty5t7367hreu 210 5 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 210 6 goal goal NN work_htfht4hrybdz3jty5t7367hreu 210 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 210 8 to to TO work_htfht4hrybdz3jty5t7367hreu 210 9 infer infer VB work_htfht4hrybdz3jty5t7367hreu 210 10 the the DT work_htfht4hrybdz3jty5t7367hreu 210 11 hidden hidden JJ work_htfht4hrybdz3jty5t7367hreu 210 12 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 210 13 c c NNP work_htfht4hrybdz3jty5t7367hreu 210 14 and and CC work_htfht4hrybdz3jty5t7367hreu 210 15 z z NNP work_htfht4hrybdz3jty5t7367hreu 210 16 using use VBG work_htfht4hrybdz3jty5t7367hreu 210 17 the the DT work_htfht4hrybdz3jty5t7367hreu 210 18 posterior posterior NNP work_htfht4hrybdz3jty5t7367hreu 210 19 distri- distri- XX work_htfht4hrybdz3jty5t7367hreu 210 20 bution bution NNP work_htfht4hrybdz3jty5t7367hreu 210 21 p(c p(c NNP work_htfht4hrybdz3jty5t7367hreu 210 22 , , , work_htfht4hrybdz3jty5t7367hreu 210 23 z|w z|w NNP work_htfht4hrybdz3jty5t7367hreu 210 24 , , , work_htfht4hrybdz3jty5t7367hreu 210 25 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 210 26 , , , work_htfht4hrybdz3jty5t7367hreu 210 27 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 210 28 , , , work_htfht4hrybdz3jty5t7367hreu 210 29 α α NNP work_htfht4hrybdz3jty5t7367hreu 210 30 , , , work_htfht4hrybdz3jty5t7367hreu 210 31 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 210 32 , , , work_htfht4hrybdz3jty5t7367hreu 210 33 Ω ω NN work_htfht4hrybdz3jty5t7367hreu 210 34 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 210 35 where where WRB work_htfht4hrybdz3jty5t7367hreu 210 36 Ω ω NN work_htfht4hrybdz3jty5t7367hreu 210 37 = = NFP work_htfht4hrybdz3jty5t7367hreu 210 38 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 210 39 a0 a0 NN work_htfht4hrybdz3jty5t7367hreu 210 40 , , , work_htfht4hrybdz3jty5t7367hreu 210 41 b0 b0 RB work_htfht4hrybdz3jty5t7367hreu 210 42 , , , work_htfht4hrybdz3jty5t7367hreu 210 43 . . . work_htfht4hrybdz3jty5t7367hreu 211 1 . . . work_htfht4hrybdz3jty5t7367hreu 212 1 . . . work_htfht4hrybdz3jty5t7367hreu 213 1 , , , work_htfht4hrybdz3jty5t7367hreu 213 2 aU aU NNP work_htfht4hrybdz3jty5t7367hreu 213 3 , , , work_htfht4hrybdz3jty5t7367hreu 213 4 bU bU NNP work_htfht4hrybdz3jty5t7367hreu 213 5 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 213 6 denotes denote VBZ work_htfht4hrybdz3jty5t7367hreu 213 7 the the DT work_htfht4hrybdz3jty5t7367hreu 213 8 hyper hyper NN work_htfht4hrybdz3jty5t7367hreu 213 9 - - NNS work_htfht4hrybdz3jty5t7367hreu 213 10 parameters parameter NNS work_htfht4hrybdz3jty5t7367hreu 213 11 of of IN work_htfht4hrybdz3jty5t7367hreu 213 12 HPYPs hpyp NNS work_htfht4hrybdz3jty5t7367hreu 213 13 . . . work_htfht4hrybdz3jty5t7367hreu 214 1 Since since IN work_htfht4hrybdz3jty5t7367hreu 214 2 exact exact JJ work_htfht4hrybdz3jty5t7367hreu 214 3 infer- infer- JJ work_htfht4hrybdz3jty5t7367hreu 214 4 ence ence NN work_htfht4hrybdz3jty5t7367hreu 214 5 of of IN work_htfht4hrybdz3jty5t7367hreu 214 6 the the DT work_htfht4hrybdz3jty5t7367hreu 214 7 posterior posterior NN work_htfht4hrybdz3jty5t7367hreu 214 8 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 214 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 214 10 intractable intractable JJ work_htfht4hrybdz3jty5t7367hreu 214 11 , , , work_htfht4hrybdz3jty5t7367hreu 214 12 Gibbs Gibbs NNP work_htfht4hrybdz3jty5t7367hreu 214 13 sam- sam- JJ work_htfht4hrybdz3jty5t7367hreu 214 14 pling pling NN work_htfht4hrybdz3jty5t7367hreu 214 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 214 16 Griffiths griffith NNS work_htfht4hrybdz3jty5t7367hreu 214 17 and and CC work_htfht4hrybdz3jty5t7367hreu 214 18 Steyvers Steyvers NNPS work_htfht4hrybdz3jty5t7367hreu 214 19 , , , work_htfht4hrybdz3jty5t7367hreu 214 20 2004 2004 CD work_htfht4hrybdz3jty5t7367hreu 214 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 214 22 is be VBZ work_htfht4hrybdz3jty5t7367hreu 214 23 employed employ VBN work_htfht4hrybdz3jty5t7367hreu 214 24 to to TO work_htfht4hrybdz3jty5t7367hreu 214 25 approximate approximate VB work_htfht4hrybdz3jty5t7367hreu 214 26 the the DT work_htfht4hrybdz3jty5t7367hreu 214 27 hidden hidden JJ work_htfht4hrybdz3jty5t7367hreu 214 28 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 214 29 , , , work_htfht4hrybdz3jty5t7367hreu 214 30 which which WDT work_htfht4hrybdz3jty5t7367hreu 214 31 sequentially sequentially RB work_htfht4hrybdz3jty5t7367hreu 214 32 samples sample VBZ work_htfht4hrybdz3jty5t7367hreu 214 33 each each DT work_htfht4hrybdz3jty5t7367hreu 214 34 variable variable NN work_htfht4hrybdz3jty5t7367hreu 214 35 of of IN work_htfht4hrybdz3jty5t7367hreu 214 36 interest interest NN work_htfht4hrybdz3jty5t7367hreu 214 37 using use VBG work_htfht4hrybdz3jty5t7367hreu 214 38 the the DT work_htfht4hrybdz3jty5t7367hreu 214 39 conditional conditional JJ work_htfht4hrybdz3jty5t7367hreu 214 40 probability probability NN work_htfht4hrybdz3jty5t7367hreu 214 41 of of IN work_htfht4hrybdz3jty5t7367hreu 214 42 that that DT work_htfht4hrybdz3jty5t7367hreu 214 43 variable variable NN work_htfht4hrybdz3jty5t7367hreu 214 44 given give VBN work_htfht4hrybdz3jty5t7367hreu 214 45 the the DT work_htfht4hrybdz3jty5t7367hreu 214 46 current current JJ work_htfht4hrybdz3jty5t7367hreu 214 47 values value NNS work_htfht4hrybdz3jty5t7367hreu 214 48 of of IN work_htfht4hrybdz3jty5t7367hreu 214 49 all all DT work_htfht4hrybdz3jty5t7367hreu 214 50 other other JJ work_htfht4hrybdz3jty5t7367hreu 214 51 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 214 52 and and CC work_htfht4hrybdz3jty5t7367hreu 214 53 the the DT work_htfht4hrybdz3jty5t7367hreu 214 54 data datum NNS work_htfht4hrybdz3jty5t7367hreu 214 55 . . . work_htfht4hrybdz3jty5t7367hreu 215 1 With with IN work_htfht4hrybdz3jty5t7367hreu 215 2 sufficient sufficient JJ work_htfht4hrybdz3jty5t7367hreu 215 3 iterations iteration NNS work_htfht4hrybdz3jty5t7367hreu 215 4 , , , work_htfht4hrybdz3jty5t7367hreu 215 5 the the DT work_htfht4hrybdz3jty5t7367hreu 215 6 sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 215 7 process process NN work_htfht4hrybdz3jty5t7367hreu 215 8 will will MD work_htfht4hrybdz3jty5t7367hreu 215 9 finally finally RB work_htfht4hrybdz3jty5t7367hreu 215 10 reach reach VB work_htfht4hrybdz3jty5t7367hreu 215 11 a a DT work_htfht4hrybdz3jty5t7367hreu 215 12 status status NN work_htfht4hrybdz3jty5t7367hreu 215 13 when when WRB work_htfht4hrybdz3jty5t7367hreu 215 14 all all PDT work_htfht4hrybdz3jty5t7367hreu 215 15 the the DT work_htfht4hrybdz3jty5t7367hreu 215 16 samples sample NNS work_htfht4hrybdz3jty5t7367hreu 215 17 can can MD work_htfht4hrybdz3jty5t7367hreu 215 18 be be VB work_htfht4hrybdz3jty5t7367hreu 215 19 seen see VBN work_htfht4hrybdz3jty5t7367hreu 215 20 as as IN work_htfht4hrybdz3jty5t7367hreu 215 21 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 215 22 by by IN work_htfht4hrybdz3jty5t7367hreu 215 23 a a DT work_htfht4hrybdz3jty5t7367hreu 215 24 sta- sta- JJ work_htfht4hrybdz3jty5t7367hreu 215 25 tionary tionary JJ work_htfht4hrybdz3jty5t7367hreu 215 26 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 215 27 . . . work_htfht4hrybdz3jty5t7367hreu 216 1 The the DT work_htfht4hrybdz3jty5t7367hreu 216 2 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 216 3 used use VBN work_htfht4hrybdz3jty5t7367hreu 216 4 in in IN work_htfht4hrybdz3jty5t7367hreu 216 5 the the DT work_htfht4hrybdz3jty5t7367hreu 216 6 sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 216 7 process process NN work_htfht4hrybdz3jty5t7367hreu 216 8 are be VBP work_htfht4hrybdz3jty5t7367hreu 216 9 : : : work_htfht4hrybdz3jty5t7367hreu 216 10 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 216 11 1 1 LS work_htfht4hrybdz3jty5t7367hreu 216 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 216 13 zd zd CD work_htfht4hrybdz3jty5t7367hreu 216 14 , , , work_htfht4hrybdz3jty5t7367hreu 216 15 n n NN work_htfht4hrybdz3jty5t7367hreu 216 16 , , , work_htfht4hrybdz3jty5t7367hreu 216 17 u u NNP work_htfht4hrybdz3jty5t7367hreu 216 18 , , , work_htfht4hrybdz3jty5t7367hreu 216 19 the the DT work_htfht4hrybdz3jty5t7367hreu 216 20 level level NN work_htfht4hrybdz3jty5t7367hreu 216 21 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 216 22 of of IN work_htfht4hrybdz3jty5t7367hreu 216 23 the the DT work_htfht4hrybdz3jty5t7367hreu 216 24 uth uth NNP work_htfht4hrybdz3jty5t7367hreu 216 25 word word NN work_htfht4hrybdz3jty5t7367hreu 216 26 in in IN work_htfht4hrybdz3jty5t7367hreu 216 27 the the DT work_htfht4hrybdz3jty5t7367hreu 216 28 nth nth NNP work_htfht4hrybdz3jty5t7367hreu 216 29 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 216 30 of of IN work_htfht4hrybdz3jty5t7367hreu 216 31 the the DT work_htfht4hrybdz3jty5t7367hreu 216 32 dth dth NNP work_htfht4hrybdz3jty5t7367hreu 216 33 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 216 34 ; ; : work_htfht4hrybdz3jty5t7367hreu 216 35 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 216 36 2 2 LS work_htfht4hrybdz3jty5t7367hreu 216 37 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 216 38 cd cd NN work_htfht4hrybdz3jty5t7367hreu 216 39 , , , work_htfht4hrybdz3jty5t7367hreu 216 40 the the DT work_htfht4hrybdz3jty5t7367hreu 216 41 path path NN work_htfht4hrybdz3jty5t7367hreu 216 42 of of IN work_htfht4hrybdz3jty5t7367hreu 216 43 the the DT work_htfht4hrybdz3jty5t7367hreu 216 44 dth dth NNP work_htfht4hrybdz3jty5t7367hreu 216 45 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 216 46 . . . work_htfht4hrybdz3jty5t7367hreu 217 1 The the DT work_htfht4hrybdz3jty5t7367hreu 217 2 objective objective NN work_htfht4hrybdz3jty5t7367hreu 217 3 of of IN work_htfht4hrybdz3jty5t7367hreu 217 4 the the DT work_htfht4hrybdz3jty5t7367hreu 217 5 Gibbs Gibbs NNP work_htfht4hrybdz3jty5t7367hreu 217 6 sampler sampler NN work_htfht4hrybdz3jty5t7367hreu 217 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 217 8 to to TO work_htfht4hrybdz3jty5t7367hreu 217 9 approximate approximate VB work_htfht4hrybdz3jty5t7367hreu 217 10 p(c p(c NNP work_htfht4hrybdz3jty5t7367hreu 217 11 , , , work_htfht4hrybdz3jty5t7367hreu 217 12 z|w z|w NNP work_htfht4hrybdz3jty5t7367hreu 217 13 , , , work_htfht4hrybdz3jty5t7367hreu 217 14 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 217 15 , , , work_htfht4hrybdz3jty5t7367hreu 217 16 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 217 17 , , , work_htfht4hrybdz3jty5t7367hreu 217 18 α α NNP work_htfht4hrybdz3jty5t7367hreu 217 19 , , , work_htfht4hrybdz3jty5t7367hreu 217 20 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 217 21 , , , work_htfht4hrybdz3jty5t7367hreu 217 22 Ω ω NN work_htfht4hrybdz3jty5t7367hreu 217 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 217 24 . . . work_htfht4hrybdz3jty5t7367hreu 218 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 218 2 omit omit VBP work_htfht4hrybdz3jty5t7367hreu 218 3 Ω ω NN work_htfht4hrybdz3jty5t7367hreu 218 4 for for IN work_htfht4hrybdz3jty5t7367hreu 218 5 clarity clarity NN work_htfht4hrybdz3jty5t7367hreu 218 6 . . . work_htfht4hrybdz3jty5t7367hreu 219 1 In in IN work_htfht4hrybdz3jty5t7367hreu 219 2 Gibbs gibb NNS work_htfht4hrybdz3jty5t7367hreu 219 3 sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 219 4 , , , work_htfht4hrybdz3jty5t7367hreu 219 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 219 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 219 7 focused focus VBN work_htfht4hrybdz3jty5t7367hreu 219 8 2Note 2note CD work_htfht4hrybdz3jty5t7367hreu 219 9 that that IN work_htfht4hrybdz3jty5t7367hreu 219 10 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 219 11 abuse abuse VBP work_htfht4hrybdz3jty5t7367hreu 219 12 the the DT work_htfht4hrybdz3jty5t7367hreu 219 13 notation notation NN work_htfht4hrybdz3jty5t7367hreu 219 14 here here RB work_htfht4hrybdz3jty5t7367hreu 219 15 that that IN work_htfht4hrybdz3jty5t7367hreu 219 16 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 219 17 use use VBP work_htfht4hrybdz3jty5t7367hreu 219 18 n n NNP work_htfht4hrybdz3jty5t7367hreu 219 19 to to TO work_htfht4hrybdz3jty5t7367hreu 219 20 denote denote VB work_htfht4hrybdz3jty5t7367hreu 219 21 the the DT work_htfht4hrybdz3jty5t7367hreu 219 22 nth nth NNP work_htfht4hrybdz3jty5t7367hreu 219 23 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 219 24 . . . work_htfht4hrybdz3jty5t7367hreu 220 1 on on IN work_htfht4hrybdz3jty5t7367hreu 220 2 the the DT work_htfht4hrybdz3jty5t7367hreu 220 3 per per IN work_htfht4hrybdz3jty5t7367hreu 220 4 - - HYPH work_htfht4hrybdz3jty5t7367hreu 220 5 document document NN work_htfht4hrybdz3jty5t7367hreu 220 6 posterior posterior NN work_htfht4hrybdz3jty5t7367hreu 220 7 p(cd p(cd NNP work_htfht4hrybdz3jty5t7367hreu 220 8 , , , work_htfht4hrybdz3jty5t7367hreu 220 9 zd|c−d zd|c−d NNP work_htfht4hrybdz3jty5t7367hreu 220 10 , , , work_htfht4hrybdz3jty5t7367hreu 220 11 z−d z−d NNP work_htfht4hrybdz3jty5t7367hreu 220 12 , , , work_htfht4hrybdz3jty5t7367hreu 220 13 w w NNP work_htfht4hrybdz3jty5t7367hreu 220 14 , , , work_htfht4hrybdz3jty5t7367hreu 220 15 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 220 16 , , , work_htfht4hrybdz3jty5t7367hreu 220 17 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 220 18 , , , work_htfht4hrybdz3jty5t7367hreu 220 19 α α NNP work_htfht4hrybdz3jty5t7367hreu 220 20 , , , work_htfht4hrybdz3jty5t7367hreu 220 21 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 220 22 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 220 23 . . . work_htfht4hrybdz3jty5t7367hreu 221 1 For for IN work_htfht4hrybdz3jty5t7367hreu 221 2 d d NN work_htfht4hrybdz3jty5t7367hreu 221 3 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 221 4 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 221 5 1 1 CD work_htfht4hrybdz3jty5t7367hreu 221 6 , , , work_htfht4hrybdz3jty5t7367hreu 221 7 2 2 CD work_htfht4hrybdz3jty5t7367hreu 221 8 , , , work_htfht4hrybdz3jty5t7367hreu 221 9 . . . work_htfht4hrybdz3jty5t7367hreu 222 1 . . . work_htfht4hrybdz3jty5t7367hreu 223 1 . . . work_htfht4hrybdz3jty5t7367hreu 224 1 , , , work_htfht4hrybdz3jty5t7367hreu 224 2 D D NNP work_htfht4hrybdz3jty5t7367hreu 224 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 224 4 , , , work_htfht4hrybdz3jty5t7367hreu 224 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 224 6 first first RB work_htfht4hrybdz3jty5t7367hreu 224 7 sample sample NN work_htfht4hrybdz3jty5t7367hreu 224 8 word word NN work_htfht4hrybdz3jty5t7367hreu 224 9 - - HYPH work_htfht4hrybdz3jty5t7367hreu 224 10 wise wise JJ work_htfht4hrybdz3jty5t7367hreu 224 11 level level NN work_htfht4hrybdz3jty5t7367hreu 224 12 alloca- alloca- VBN work_htfht4hrybdz3jty5t7367hreu 224 13 tion tion NN work_htfht4hrybdz3jty5t7367hreu 224 14 p(zd p(zd NNP work_htfht4hrybdz3jty5t7367hreu 224 15 , , , work_htfht4hrybdz3jty5t7367hreu 224 16 n n NN work_htfht4hrybdz3jty5t7367hreu 224 17 , , , work_htfht4hrybdz3jty5t7367hreu 224 18 u|c u|c CD work_htfht4hrybdz3jty5t7367hreu 224 19 , , , work_htfht4hrybdz3jty5t7367hreu 224 20 z−d,−n,−u z−d,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 224 21 , , , work_htfht4hrybdz3jty5t7367hreu 224 22 w w NNP work_htfht4hrybdz3jty5t7367hreu 224 23 , , , work_htfht4hrybdz3jty5t7367hreu 224 24 α α NNP work_htfht4hrybdz3jty5t7367hreu 224 25 , , , work_htfht4hrybdz3jty5t7367hreu 224 26 G0 G0 NNP work_htfht4hrybdz3jty5t7367hreu 224 27 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 224 28 , , , work_htfht4hrybdz3jty5t7367hreu 224 29 where where WRB work_htfht4hrybdz3jty5t7367hreu 224 30 z−d,−n,−u z−d,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 224 31 is be VBZ work_htfht4hrybdz3jty5t7367hreu 224 32 the the DT work_htfht4hrybdz3jty5t7367hreu 224 33 vector vector NN work_htfht4hrybdz3jty5t7367hreu 224 34 of of IN work_htfht4hrybdz3jty5t7367hreu 224 35 level level NN work_htfht4hrybdz3jty5t7367hreu 224 36 allocations allocation NNS work_htfht4hrybdz3jty5t7367hreu 224 37 leaving leave VBG work_htfht4hrybdz3jty5t7367hreu 224 38 out out RP work_htfht4hrybdz3jty5t7367hreu 224 39 zd zd IN work_htfht4hrybdz3jty5t7367hreu 224 40 , , , work_htfht4hrybdz3jty5t7367hreu 224 41 n n NN work_htfht4hrybdz3jty5t7367hreu 224 42 , , , work_htfht4hrybdz3jty5t7367hreu 224 43 u u NNP work_htfht4hrybdz3jty5t7367hreu 224 44 . . . work_htfht4hrybdz3jty5t7367hreu 225 1 Then then RB work_htfht4hrybdz3jty5t7367hreu 225 2 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 225 3 sample sample VBP work_htfht4hrybdz3jty5t7367hreu 225 4 path path NN work_htfht4hrybdz3jty5t7367hreu 225 5 p(cd|c−d p(cd|c−d NN work_htfht4hrybdz3jty5t7367hreu 225 6 , , , work_htfht4hrybdz3jty5t7367hreu 225 7 z z NNP work_htfht4hrybdz3jty5t7367hreu 225 8 , , , work_htfht4hrybdz3jty5t7367hreu 225 9 w w NNP work_htfht4hrybdz3jty5t7367hreu 225 10 , , , work_htfht4hrybdz3jty5t7367hreu 225 11 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 225 12 , , , work_htfht4hrybdz3jty5t7367hreu 225 13 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 225 14 , , , work_htfht4hrybdz3jty5t7367hreu 225 15 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 225 16 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 225 17 . . . work_htfht4hrybdz3jty5t7367hreu 226 1 3.2.1 3.2.1 NN work_htfht4hrybdz3jty5t7367hreu 226 2 . . . work_htfht4hrybdz3jty5t7367hreu 227 1 Level Level NNP work_htfht4hrybdz3jty5t7367hreu 227 2 Allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 227 3 Sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 227 4 Given Given NNP work_htfht4hrybdz3jty5t7367hreu 227 5 a a DT work_htfht4hrybdz3jty5t7367hreu 227 6 path path NN work_htfht4hrybdz3jty5t7367hreu 227 7 , , , work_htfht4hrybdz3jty5t7367hreu 227 8 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 227 9 need need VBP work_htfht4hrybdz3jty5t7367hreu 227 10 to to TO work_htfht4hrybdz3jty5t7367hreu 227 11 sample sample VB work_htfht4hrybdz3jty5t7367hreu 227 12 level level NN work_htfht4hrybdz3jty5t7367hreu 227 13 allocations allocation NNS work_htfht4hrybdz3jty5t7367hreu 227 14 for for IN work_htfht4hrybdz3jty5t7367hreu 227 15 the the DT work_htfht4hrybdz3jty5t7367hreu 227 16 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 227 17 d. d. NNP work_htfht4hrybdz3jty5t7367hreu 227 18 According accord VBG work_htfht4hrybdz3jty5t7367hreu 227 19 to to IN work_htfht4hrybdz3jty5t7367hreu 227 20 Bayes Bayes NNP work_htfht4hrybdz3jty5t7367hreu 227 21 ’ ’ POS work_htfht4hrybdz3jty5t7367hreu 227 22 rule rule NN work_htfht4hrybdz3jty5t7367hreu 227 23 and and CC work_htfht4hrybdz3jty5t7367hreu 227 24 conditional conditional JJ work_htfht4hrybdz3jty5t7367hreu 227 25 indepen- indepen- NN work_htfht4hrybdz3jty5t7367hreu 227 26 dence dence NN work_htfht4hrybdz3jty5t7367hreu 227 27 , , , work_htfht4hrybdz3jty5t7367hreu 227 28 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 227 29 obtain obtain VBP work_htfht4hrybdz3jty5t7367hreu 227 30 p(zd p(zd JJ work_htfht4hrybdz3jty5t7367hreu 227 31 , , , work_htfht4hrybdz3jty5t7367hreu 227 32 n n NN work_htfht4hrybdz3jty5t7367hreu 227 33 , , , work_htfht4hrybdz3jty5t7367hreu 227 34 u u NNP work_htfht4hrybdz3jty5t7367hreu 227 35 = = SYM work_htfht4hrybdz3jty5t7367hreu 227 36 l|c l|c CD work_htfht4hrybdz3jty5t7367hreu 227 37 , , , work_htfht4hrybdz3jty5t7367hreu 227 38 z−d,−n,−u z−d,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 227 39 , , , work_htfht4hrybdz3jty5t7367hreu 227 40 w w NNP work_htfht4hrybdz3jty5t7367hreu 227 41 , , , work_htfht4hrybdz3jty5t7367hreu 227 42 α α NNP work_htfht4hrybdz3jty5t7367hreu 227 43 , , , work_htfht4hrybdz3jty5t7367hreu 227 44 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 227 45 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 227 46 ∝ ∝ NN work_htfht4hrybdz3jty5t7367hreu 227 47 p(zd p(zd NN work_htfht4hrybdz3jty5t7367hreu 227 48 , , , work_htfht4hrybdz3jty5t7367hreu 227 49 n n NN work_htfht4hrybdz3jty5t7367hreu 227 50 , , , work_htfht4hrybdz3jty5t7367hreu 227 51 u u NNP work_htfht4hrybdz3jty5t7367hreu 227 52 = = SYM work_htfht4hrybdz3jty5t7367hreu 227 53 l|zd,−n,−u l|zd,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 227 54 , , , work_htfht4hrybdz3jty5t7367hreu 227 55 α)× α)× NNP work_htfht4hrybdz3jty5t7367hreu 227 56 p(wd p(wd JJ work_htfht4hrybdz3jty5t7367hreu 227 57 , , , work_htfht4hrybdz3jty5t7367hreu 227 58 n|c n|c CD work_htfht4hrybdz3jty5t7367hreu 227 59 , , , work_htfht4hrybdz3jty5t7367hreu 227 60 z z NNP work_htfht4hrybdz3jty5t7367hreu 227 61 , , , work_htfht4hrybdz3jty5t7367hreu 227 62 w−d,−n w−d,−n NNP work_htfht4hrybdz3jty5t7367hreu 227 63 , , , work_htfht4hrybdz3jty5t7367hreu 227 64 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 227 65 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 227 66 . . . work_htfht4hrybdz3jty5t7367hreu 228 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 228 2 1 1 LS work_htfht4hrybdz3jty5t7367hreu 228 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 228 4 The the DT work_htfht4hrybdz3jty5t7367hreu 228 5 first first JJ work_htfht4hrybdz3jty5t7367hreu 228 6 term term NN work_htfht4hrybdz3jty5t7367hreu 228 7 in in IN work_htfht4hrybdz3jty5t7367hreu 228 8 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 228 9 . . . work_htfht4hrybdz3jty5t7367hreu 229 1 1 1 CD work_htfht4hrybdz3jty5t7367hreu 229 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 229 3 a a DT work_htfht4hrybdz3jty5t7367hreu 229 4 conditional conditional JJ work_htfht4hrybdz3jty5t7367hreu 229 5 probability probability NN work_htfht4hrybdz3jty5t7367hreu 229 6 marginal- marginal- NN work_htfht4hrybdz3jty5t7367hreu 229 7 izing ize VBG work_htfht4hrybdz3jty5t7367hreu 229 8 out out RP work_htfht4hrybdz3jty5t7367hreu 229 9 θd θd NNP work_htfht4hrybdz3jty5t7367hreu 229 10 . . . work_htfht4hrybdz3jty5t7367hreu 230 1 Since since IN work_htfht4hrybdz3jty5t7367hreu 230 2 the the DT work_htfht4hrybdz3jty5t7367hreu 230 3 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 230 4 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 230 5 p(θd|α p(θd|α NN work_htfht4hrybdz3jty5t7367hreu 230 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 230 7 and and CC work_htfht4hrybdz3jty5t7367hreu 230 8 the the DT work_htfht4hrybdz3jty5t7367hreu 230 9 discrete discrete JJ work_htfht4hrybdz3jty5t7367hreu 230 10 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 230 11 p(zd p(zd NNP work_htfht4hrybdz3jty5t7367hreu 230 12 , , , work_htfht4hrybdz3jty5t7367hreu 230 13 n n CC work_htfht4hrybdz3jty5t7367hreu 230 14 , , , work_htfht4hrybdz3jty5t7367hreu 230 15 u|θd u|θd ADD work_htfht4hrybdz3jty5t7367hreu 230 16 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 230 17 form form VBP work_htfht4hrybdz3jty5t7367hreu 230 18 a a DT work_htfht4hrybdz3jty5t7367hreu 230 19 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 230 20 - - HYPH work_htfht4hrybdz3jty5t7367hreu 230 21 Multinomial Multinomial NNP work_htfht4hrybdz3jty5t7367hreu 230 22 conjugate conjugate NN work_htfht4hrybdz3jty5t7367hreu 230 23 , , , work_htfht4hrybdz3jty5t7367hreu 230 24 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 230 25 have have VBP work_htfht4hrybdz3jty5t7367hreu 230 26 p(zd p(zd VBN work_htfht4hrybdz3jty5t7367hreu 230 27 , , , work_htfht4hrybdz3jty5t7367hreu 230 28 n n NN work_htfht4hrybdz3jty5t7367hreu 230 29 , , , work_htfht4hrybdz3jty5t7367hreu 230 30 u u NNP work_htfht4hrybdz3jty5t7367hreu 230 31 = = SYM work_htfht4hrybdz3jty5t7367hreu 230 32 l|zd,−n,−u l|zd,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 230 33 , , , work_htfht4hrybdz3jty5t7367hreu 230 34 α α LS work_htfht4hrybdz3jty5t7367hreu 230 35 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 230 36 = = NFP work_htfht4hrybdz3jty5t7367hreu 230 37 Cld,−n,−u cld,−n,−u NN work_htfht4hrybdz3jty5t7367hreu 230 38 + + CC work_htfht4hrybdz3jty5t7367hreu 230 39 α[l α[l NN work_htfht4hrybdz3jty5t7367hreu 230 40 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 230 41 C·d,−n,−u C·d,−n,−u NNP work_htfht4hrybdz3jty5t7367hreu 230 42 + + SYM work_htfht4hrybdz3jty5t7367hreu 230 43 ∑L ∑l NN work_htfht4hrybdz3jty5t7367hreu 230 44 l=1 l=1 JJ work_htfht4hrybdz3jty5t7367hreu 230 45 α[l α[l NN work_htfht4hrybdz3jty5t7367hreu 230 46 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 230 47 . . . work_htfht4hrybdz3jty5t7367hreu 231 1 Here here RB work_htfht4hrybdz3jty5t7367hreu 231 2 , , , work_htfht4hrybdz3jty5t7367hreu 231 3 Cld,−n,−u cld,−n,−u NN work_htfht4hrybdz3jty5t7367hreu 231 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 231 5 the the DT work_htfht4hrybdz3jty5t7367hreu 231 6 number number NN work_htfht4hrybdz3jty5t7367hreu 231 7 of of IN work_htfht4hrybdz3jty5t7367hreu 231 8 times time NNS work_htfht4hrybdz3jty5t7367hreu 231 9 level level NN work_htfht4hrybdz3jty5t7367hreu 231 10 label label NN work_htfht4hrybdz3jty5t7367hreu 231 11 l l NNP work_htfht4hrybdz3jty5t7367hreu 231 12 being be VBG work_htfht4hrybdz3jty5t7367hreu 231 13 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 231 14 to to IN work_htfht4hrybdz3jty5t7367hreu 231 15 some some DT work_htfht4hrybdz3jty5t7367hreu 231 16 word word NN work_htfht4hrybdz3jty5t7367hreu 231 17 tokens token NNS work_htfht4hrybdz3jty5t7367hreu 231 18 in in IN work_htfht4hrybdz3jty5t7367hreu 231 19 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 231 20 d d NNP work_htfht4hrybdz3jty5t7367hreu 231 21 leaving leave VBG work_htfht4hrybdz3jty5t7367hreu 231 22 out out RP work_htfht4hrybdz3jty5t7367hreu 231 23 zd zd IN work_htfht4hrybdz3jty5t7367hreu 231 24 , , , work_htfht4hrybdz3jty5t7367hreu 231 25 n n NN work_htfht4hrybdz3jty5t7367hreu 231 26 , , , work_htfht4hrybdz3jty5t7367hreu 231 27 u u NNP work_htfht4hrybdz3jty5t7367hreu 231 28 , , , work_htfht4hrybdz3jty5t7367hreu 231 29 C·d,−n,−u c·d,−n,−u ADD work_htfht4hrybdz3jty5t7367hreu 231 30 = = NFP work_htfht4hrybdz3jty5t7367hreu 231 31 ∑L ∑L NNP work_htfht4hrybdz3jty5t7367hreu 231 32 l=1 l=1 NNP work_htfht4hrybdz3jty5t7367hreu 231 33 C C NNP work_htfht4hrybdz3jty5t7367hreu 231 34 l l NNP work_htfht4hrybdz3jty5t7367hreu 231 35 d,−n,−u d,−n,−u NN work_htfht4hrybdz3jty5t7367hreu 231 36 , , , work_htfht4hrybdz3jty5t7367hreu 231 37 L L NNP work_htfht4hrybdz3jty5t7367hreu 231 38 is be VBZ work_htfht4hrybdz3jty5t7367hreu 231 39 the the DT work_htfht4hrybdz3jty5t7367hreu 231 40 total total JJ work_htfht4hrybdz3jty5t7367hreu 231 41 depth depth NN work_htfht4hrybdz3jty5t7367hreu 231 42 of of IN work_htfht4hrybdz3jty5t7367hreu 231 43 the the DT work_htfht4hrybdz3jty5t7367hreu 231 44 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 231 45 . . . work_htfht4hrybdz3jty5t7367hreu 232 1 The the DT work_htfht4hrybdz3jty5t7367hreu 232 2 second second JJ work_htfht4hrybdz3jty5t7367hreu 232 3 term term NN work_htfht4hrybdz3jty5t7367hreu 232 4 in in IN work_htfht4hrybdz3jty5t7367hreu 232 5 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 232 6 . . . work_htfht4hrybdz3jty5t7367hreu 233 1 1 1 CD work_htfht4hrybdz3jty5t7367hreu 233 2 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 233 3 a a DT work_htfht4hrybdz3jty5t7367hreu 233 4 zd zd NN work_htfht4hrybdz3jty5t7367hreu 233 5 , , , work_htfht4hrybdz3jty5t7367hreu 233 6 n n NN work_htfht4hrybdz3jty5t7367hreu 233 7 , , , work_htfht4hrybdz3jty5t7367hreu 233 8 u u NNP work_htfht4hrybdz3jty5t7367hreu 233 9 - - HYPH work_htfht4hrybdz3jty5t7367hreu 233 10 specified specify VBN work_htfht4hrybdz3jty5t7367hreu 233 11 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 233 12 with with IN work_htfht4hrybdz3jty5t7367hreu 233 13 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 233 14 , , , work_htfht4hrybdz3jty5t7367hreu 233 15 n n CC work_htfht4hrybdz3jty5t7367hreu 233 16 as as IN work_htfht4hrybdz3jty5t7367hreu 233 17 a a DT work_htfht4hrybdz3jty5t7367hreu 233 18 new new JJ work_htfht4hrybdz3jty5t7367hreu 233 19 random random JJ work_htfht4hrybdz3jty5t7367hreu 233 20 variable variable NN work_htfht4hrybdz3jty5t7367hreu 233 21 given give VBN work_htfht4hrybdz3jty5t7367hreu 233 22 the the DT work_htfht4hrybdz3jty5t7367hreu 233 23 particular particular JJ work_htfht4hrybdz3jty5t7367hreu 233 24 status status NN work_htfht4hrybdz3jty5t7367hreu 233 25 of of IN work_htfht4hrybdz3jty5t7367hreu 233 26 that that DT work_htfht4hrybdz3jty5t7367hreu 233 27 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 233 28 . . . work_htfht4hrybdz3jty5t7367hreu 234 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 234 2 use use VBP work_htfht4hrybdz3jty5t7367hreu 234 3 the the DT work_htfht4hrybdz3jty5t7367hreu 234 4 generalised generalise VBN work_htfht4hrybdz3jty5t7367hreu 234 5 CRP CRP NNP work_htfht4hrybdz3jty5t7367hreu 234 6 to to TO work_htfht4hrybdz3jty5t7367hreu 234 7 perform perform VB work_htfht4hrybdz3jty5t7367hreu 234 8 sam- sam- JJ work_htfht4hrybdz3jty5t7367hreu 234 9 pling pling NN work_htfht4hrybdz3jty5t7367hreu 234 10 . . . work_htfht4hrybdz3jty5t7367hreu 235 1 Let let VB work_htfht4hrybdz3jty5t7367hreu 235 2 Λcd Λcd NNP work_htfht4hrybdz3jty5t7367hreu 235 3 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 235 4 l l NN work_htfht4hrybdz3jty5t7367hreu 235 5 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 235 6 denote denote VB work_htfht4hrybdz3jty5t7367hreu 235 7 the the DT work_htfht4hrybdz3jty5t7367hreu 235 8 current current JJ work_htfht4hrybdz3jty5t7367hreu 235 9 seating seat VBG work_htfht4hrybdz3jty5t7367hreu 235 10 arrangement arrangement NN work_htfht4hrybdz3jty5t7367hreu 235 11 of of IN work_htfht4hrybdz3jty5t7367hreu 235 12 topic topic NN work_htfht4hrybdz3jty5t7367hreu 235 13 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 235 14 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 235 15 l l NN work_htfht4hrybdz3jty5t7367hreu 235 16 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 235 17 , , , work_htfht4hrybdz3jty5t7367hreu 235 18 the the DT work_htfht4hrybdz3jty5t7367hreu 235 19 second second JJ work_htfht4hrybdz3jty5t7367hreu 235 20 term term NN work_htfht4hrybdz3jty5t7367hreu 235 21 is be VBZ work_htfht4hrybdz3jty5t7367hreu 235 22 rewritten rewrite VBN work_htfht4hrybdz3jty5t7367hreu 235 23 as as IN work_htfht4hrybdz3jty5t7367hreu 235 24 p(wd p(wd JJ work_htfht4hrybdz3jty5t7367hreu 235 25 , , , work_htfht4hrybdz3jty5t7367hreu 235 26 n|Λcd n|Λcd NNP work_htfht4hrybdz3jty5t7367hreu 235 27 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 235 28 l l NN work_htfht4hrybdz3jty5t7367hreu 235 29 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 235 30 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 235 31 . . . work_htfht4hrybdz3jty5t7367hreu 236 1 Thereafter thereafter RB work_htfht4hrybdz3jty5t7367hreu 236 2 , , , work_htfht4hrybdz3jty5t7367hreu 236 3 the the DT work_htfht4hrybdz3jty5t7367hreu 236 4 random random JJ work_htfht4hrybdz3jty5t7367hreu 236 5 process process NN work_htfht4hrybdz3jty5t7367hreu 236 6 can can MD work_htfht4hrybdz3jty5t7367hreu 236 7 be be VB work_htfht4hrybdz3jty5t7367hreu 236 8 simulated simulate VBN work_htfht4hrybdz3jty5t7367hreu 236 9 by by IN work_htfht4hrybdz3jty5t7367hreu 236 10 the the DT work_htfht4hrybdz3jty5t7367hreu 236 11 situation situation NN work_htfht4hrybdz3jty5t7367hreu 236 12 that that IN work_htfht4hrybdz3jty5t7367hreu 236 13 the the DT work_htfht4hrybdz3jty5t7367hreu 236 14 first first JJ work_htfht4hrybdz3jty5t7367hreu 236 15 word word NN work_htfht4hrybdz3jty5t7367hreu 236 16 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 236 17 , , , work_htfht4hrybdz3jty5t7367hreu 236 18 n,1 n,1 NNP work_htfht4hrybdz3jty5t7367hreu 236 19 enters enter VBZ work_htfht4hrybdz3jty5t7367hreu 236 20 the the DT work_htfht4hrybdz3jty5t7367hreu 236 21 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 236 22 Λ λ NN work_htfht4hrybdz3jty5t7367hreu 236 23 cd cd NN work_htfht4hrybdz3jty5t7367hreu 236 24 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 236 25 l l NN work_htfht4hrybdz3jty5t7367hreu 236 26 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 236 27 1 1 CD work_htfht4hrybdz3jty5t7367hreu 236 28 as as IN work_htfht4hrybdz3jty5t7367hreu 236 29 a a DT work_htfht4hrybdz3jty5t7367hreu 236 30 customer customer NN work_htfht4hrybdz3jty5t7367hreu 236 31 . . . work_htfht4hrybdz3jty5t7367hreu 237 1 The the DT work_htfht4hrybdz3jty5t7367hreu 237 2 probability probability NN work_htfht4hrybdz3jty5t7367hreu 237 3 of of IN work_htfht4hrybdz3jty5t7367hreu 237 4 the the DT work_htfht4hrybdz3jty5t7367hreu 237 5 next next JJ work_htfht4hrybdz3jty5t7367hreu 237 6 word word NN work_htfht4hrybdz3jty5t7367hreu 237 7 w w NNP work_htfht4hrybdz3jty5t7367hreu 237 8 from from IN work_htfht4hrybdz3jty5t7367hreu 237 9 Gcd Gcd NNP work_htfht4hrybdz3jty5t7367hreu 237 10 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 11 l]u l]u NN work_htfht4hrybdz3jty5t7367hreu 237 12 can can MD work_htfht4hrybdz3jty5t7367hreu 237 13 be be VB work_htfht4hrybdz3jty5t7367hreu 237 14 calculated calculate VBN work_htfht4hrybdz3jty5t7367hreu 237 15 re- re- RB work_htfht4hrybdz3jty5t7367hreu 237 16 cursively cursively RB work_htfht4hrybdz3jty5t7367hreu 237 17 as as IN work_htfht4hrybdz3jty5t7367hreu 237 18 p(w|Λcd p(w|λcd ADD work_htfht4hrybdz3jty5t7367hreu 237 19 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 20 l]u l]u NN work_htfht4hrybdz3jty5t7367hreu 237 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 237 22 = = NFP work_htfht4hrybdz3jty5t7367hreu 237 23 Ccd ccd NN work_htfht4hrybdz3jty5t7367hreu 237 24 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 25 l]uw l]uw : work_htfht4hrybdz3jty5t7367hreu 237 26 − − NNP work_htfht4hrybdz3jty5t7367hreu 237 27 au−1 au−1 NNP work_htfht4hrybdz3jty5t7367hreu 237 28 T T NNP work_htfht4hrybdz3jty5t7367hreu 237 29 cd cd NN work_htfht4hrybdz3jty5t7367hreu 237 30 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 31 l l NN work_htfht4hrybdz3jty5t7367hreu 237 32 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 237 33 uw uw NNP work_htfht4hrybdz3jty5t7367hreu 237 34 Ccd Ccd NNP work_htfht4hrybdz3jty5t7367hreu 237 35 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 36 l]u l]u NN work_htfht4hrybdz3jty5t7367hreu 237 37 · · NFP work_htfht4hrybdz3jty5t7367hreu 237 38 + + NFP work_htfht4hrybdz3jty5t7367hreu 237 39 bu−1 bu−1 NNP work_htfht4hrybdz3jty5t7367hreu 237 40 + + SYM work_htfht4hrybdz3jty5t7367hreu 237 41 au−1 au−1 NNP work_htfht4hrybdz3jty5t7367hreu 237 42 T T NNP work_htfht4hrybdz3jty5t7367hreu 237 43 cd cd NN work_htfht4hrybdz3jty5t7367hreu 237 44 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 45 l l NN work_htfht4hrybdz3jty5t7367hreu 237 46 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 237 47 u u NNP work_htfht4hrybdz3jty5t7367hreu 237 48 · · NFP work_htfht4hrybdz3jty5t7367hreu 237 49 + + SYM work_htfht4hrybdz3jty5t7367hreu 237 50 bu−1 bu−1 NNP work_htfht4hrybdz3jty5t7367hreu 237 51 Ccd Ccd NNP work_htfht4hrybdz3jty5t7367hreu 237 52 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 53 l]u l]u NN work_htfht4hrybdz3jty5t7367hreu 237 54 · · NFP work_htfht4hrybdz3jty5t7367hreu 237 55 + + NFP work_htfht4hrybdz3jty5t7367hreu 237 56 bu−1 bu−1 FW work_htfht4hrybdz3jty5t7367hreu 237 57 ×p(w|Λcd ×p(w|Λcd NNP work_htfht4hrybdz3jty5t7367hreu 237 58 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 237 59 l]u−1 l]u−1 NNP work_htfht4hrybdz3jty5t7367hreu 237 60 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 237 61 . . . work_htfht4hrybdz3jty5t7367hreu 238 1 Here here RB work_htfht4hrybdz3jty5t7367hreu 238 2 , , , work_htfht4hrybdz3jty5t7367hreu 238 3 Ccd Ccd NNP work_htfht4hrybdz3jty5t7367hreu 238 4 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 5 l]uw l]uw NFP work_htfht4hrybdz3jty5t7367hreu 238 6 denotes denote VBZ work_htfht4hrybdz3jty5t7367hreu 238 7 the the DT work_htfht4hrybdz3jty5t7367hreu 238 8 number number NN work_htfht4hrybdz3jty5t7367hreu 238 9 of of IN work_htfht4hrybdz3jty5t7367hreu 238 10 customers customer NNS work_htfht4hrybdz3jty5t7367hreu 238 11 eating eat VBG work_htfht4hrybdz3jty5t7367hreu 238 12 dish dish NN work_htfht4hrybdz3jty5t7367hreu 238 13 w w NNP work_htfht4hrybdz3jty5t7367hreu 238 14 in in IN work_htfht4hrybdz3jty5t7367hreu 238 15 the the DT work_htfht4hrybdz3jty5t7367hreu 238 16 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 238 17 u u NN work_htfht4hrybdz3jty5t7367hreu 238 18 owned own VBN work_htfht4hrybdz3jty5t7367hreu 238 19 by by IN work_htfht4hrybdz3jty5t7367hreu 238 20 topic topic NN work_htfht4hrybdz3jty5t7367hreu 238 21 cd cd NN work_htfht4hrybdz3jty5t7367hreu 238 22 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 23 l l NN work_htfht4hrybdz3jty5t7367hreu 238 24 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 25 , , , work_htfht4hrybdz3jty5t7367hreu 238 26 T T NNP work_htfht4hrybdz3jty5t7367hreu 238 27 cd cd NN work_htfht4hrybdz3jty5t7367hreu 238 28 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 29 l l NN work_htfht4hrybdz3jty5t7367hreu 238 30 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 31 uw uw NNP work_htfht4hrybdz3jty5t7367hreu 238 32 denotes denote VBZ work_htfht4hrybdz3jty5t7367hreu 238 33 the the DT work_htfht4hrybdz3jty5t7367hreu 238 34 number number NN work_htfht4hrybdz3jty5t7367hreu 238 35 of of IN work_htfht4hrybdz3jty5t7367hreu 238 36 tables table NNS work_htfht4hrybdz3jty5t7367hreu 238 37 serving serve VBG work_htfht4hrybdz3jty5t7367hreu 238 38 dish dish NN work_htfht4hrybdz3jty5t7367hreu 238 39 w w NNP work_htfht4hrybdz3jty5t7367hreu 238 40 in in IN work_htfht4hrybdz3jty5t7367hreu 238 41 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 238 42 u u NN work_htfht4hrybdz3jty5t7367hreu 238 43 owned own VBN work_htfht4hrybdz3jty5t7367hreu 238 44 by by IN work_htfht4hrybdz3jty5t7367hreu 238 45 topic topic NN work_htfht4hrybdz3jty5t7367hreu 238 46 cd cd NN work_htfht4hrybdz3jty5t7367hreu 238 47 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 48 l l NN work_htfht4hrybdz3jty5t7367hreu 238 49 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 50 , , , work_htfht4hrybdz3jty5t7367hreu 238 51 October October NNP work_htfht4hrybdz3jty5t7367hreu 238 52 8 8 CD work_htfht4hrybdz3jty5t7367hreu 238 53 , , , work_htfht4hrybdz3jty5t7367hreu 238 54 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 238 55 Ccd ccd NN work_htfht4hrybdz3jty5t7367hreu 238 56 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 57 l]u l]u NNP work_htfht4hrybdz3jty5t7367hreu 238 58 · · NFP work_htfht4hrybdz3jty5t7367hreu 238 59 = = NFP work_htfht4hrybdz3jty5t7367hreu 238 60 ∑ ∑ XX work_htfht4hrybdz3jty5t7367hreu 238 61 w w NN work_htfht4hrybdz3jty5t7367hreu 238 62 C C NNP work_htfht4hrybdz3jty5t7367hreu 238 63 cd cd NNP work_htfht4hrybdz3jty5t7367hreu 238 64 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 65 l l NN work_htfht4hrybdz3jty5t7367hreu 238 66 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 67 uw uw NN work_htfht4hrybdz3jty5t7367hreu 238 68 and and CC work_htfht4hrybdz3jty5t7367hreu 238 69 T t NN work_htfht4hrybdz3jty5t7367hreu 238 70 cd cd NN work_htfht4hrybdz3jty5t7367hreu 238 71 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 72 l l NN work_htfht4hrybdz3jty5t7367hreu 238 73 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 74 u u NNP work_htfht4hrybdz3jty5t7367hreu 238 75 · · NFP work_htfht4hrybdz3jty5t7367hreu 238 76 = = NN work_htfht4hrybdz3jty5t7367hreu 238 77 ∑ ∑ XX work_htfht4hrybdz3jty5t7367hreu 238 78 w w NN work_htfht4hrybdz3jty5t7367hreu 238 79 T T NNP work_htfht4hrybdz3jty5t7367hreu 238 80 cd cd NN work_htfht4hrybdz3jty5t7367hreu 238 81 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 238 82 l l NN work_htfht4hrybdz3jty5t7367hreu 238 83 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 238 84 uw uw NN work_htfht4hrybdz3jty5t7367hreu 238 85 . . . work_htfht4hrybdz3jty5t7367hreu 239 1 The the DT work_htfht4hrybdz3jty5t7367hreu 239 2 recursion recursion NN work_htfht4hrybdz3jty5t7367hreu 239 3 ends end VBZ work_htfht4hrybdz3jty5t7367hreu 239 4 when when WRB work_htfht4hrybdz3jty5t7367hreu 239 5 u u NNP work_htfht4hrybdz3jty5t7367hreu 239 6 = = SYM work_htfht4hrybdz3jty5t7367hreu 239 7 1 1 CD work_htfht4hrybdz3jty5t7367hreu 239 8 , , , work_htfht4hrybdz3jty5t7367hreu 239 9 that that DT work_htfht4hrybdz3jty5t7367hreu 239 10 is is RB work_htfht4hrybdz3jty5t7367hreu 239 11 p(w|Λcd p(w|Λcd . work_htfht4hrybdz3jty5t7367hreu 239 12 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 13 l]1 l]1 VBP work_htfht4hrybdz3jty5t7367hreu 239 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 239 15 = = NFP work_htfht4hrybdz3jty5t7367hreu 239 16 Ccd ccd NN work_htfht4hrybdz3jty5t7367hreu 239 17 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 18 l]1w l]1w XX work_htfht4hrybdz3jty5t7367hreu 239 19 − − NNP work_htfht4hrybdz3jty5t7367hreu 239 20 a0 a0 VBD work_htfht4hrybdz3jty5t7367hreu 239 21 T t NN work_htfht4hrybdz3jty5t7367hreu 239 22 cd cd NN work_htfht4hrybdz3jty5t7367hreu 239 23 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 24 l l NN work_htfht4hrybdz3jty5t7367hreu 239 25 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 239 26 1w 1w CD work_htfht4hrybdz3jty5t7367hreu 239 27 Ccd ccd NN work_htfht4hrybdz3jty5t7367hreu 239 28 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 29 l]1 l]1 IN work_htfht4hrybdz3jty5t7367hreu 239 30 · · NFP work_htfht4hrybdz3jty5t7367hreu 239 31 + + CC work_htfht4hrybdz3jty5t7367hreu 239 32 b0 b0 RB work_htfht4hrybdz3jty5t7367hreu 239 33 + + SYM work_htfht4hrybdz3jty5t7367hreu 239 34 a0 a0 NN work_htfht4hrybdz3jty5t7367hreu 239 35 T t NN work_htfht4hrybdz3jty5t7367hreu 239 36 cd cd NN work_htfht4hrybdz3jty5t7367hreu 239 37 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 38 l l NN work_htfht4hrybdz3jty5t7367hreu 239 39 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 239 40 1 1 CD work_htfht4hrybdz3jty5t7367hreu 239 41 · · NFP work_htfht4hrybdz3jty5t7367hreu 239 42 + + CC work_htfht4hrybdz3jty5t7367hreu 239 43 b0 b0 IN work_htfht4hrybdz3jty5t7367hreu 239 44 Ccd ccd NN work_htfht4hrybdz3jty5t7367hreu 239 45 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 239 46 l]1 l]1 IN work_htfht4hrybdz3jty5t7367hreu 239 47 · · NFP work_htfht4hrybdz3jty5t7367hreu 239 48 + + CC work_htfht4hrybdz3jty5t7367hreu 239 49 b0 b0 IN work_htfht4hrybdz3jty5t7367hreu 239 50 1 1 CD work_htfht4hrybdz3jty5t7367hreu 239 51 V v NN work_htfht4hrybdz3jty5t7367hreu 239 52 . . . work_htfht4hrybdz3jty5t7367hreu 240 1 If if IN work_htfht4hrybdz3jty5t7367hreu 240 2 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 240 3 , , , work_htfht4hrybdz3jty5t7367hreu 240 4 n n NN work_htfht4hrybdz3jty5t7367hreu 240 5 , , , work_htfht4hrybdz3jty5t7367hreu 240 6 u u NNP work_htfht4hrybdz3jty5t7367hreu 240 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 240 8 not not RB work_htfht4hrybdz3jty5t7367hreu 240 9 the the DT work_htfht4hrybdz3jty5t7367hreu 240 10 first first JJ work_htfht4hrybdz3jty5t7367hreu 240 11 word word NN work_htfht4hrybdz3jty5t7367hreu 240 12 of of IN work_htfht4hrybdz3jty5t7367hreu 240 13 a a DT work_htfht4hrybdz3jty5t7367hreu 240 14 multi multi JJ work_htfht4hrybdz3jty5t7367hreu 240 15 - - JJ work_htfht4hrybdz3jty5t7367hreu 240 16 term term JJ work_htfht4hrybdz3jty5t7367hreu 240 17 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 240 18 , , , work_htfht4hrybdz3jty5t7367hreu 240 19 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 240 20 just just RB work_htfht4hrybdz3jty5t7367hreu 240 21 take take VBP work_htfht4hrybdz3jty5t7367hreu 240 22 zd zd RP work_htfht4hrybdz3jty5t7367hreu 240 23 , , , work_htfht4hrybdz3jty5t7367hreu 240 24 n n NNP work_htfht4hrybdz3jty5t7367hreu 240 25 , , , work_htfht4hrybdz3jty5t7367hreu 240 26 u u NNP work_htfht4hrybdz3jty5t7367hreu 240 27 = = SYM work_htfht4hrybdz3jty5t7367hreu 240 28 zd zd NNP work_htfht4hrybdz3jty5t7367hreu 240 29 , , , work_htfht4hrybdz3jty5t7367hreu 240 30 n n NNP work_htfht4hrybdz3jty5t7367hreu 240 31 , , , work_htfht4hrybdz3jty5t7367hreu 240 32 u−1 u−1 NNP work_htfht4hrybdz3jty5t7367hreu 240 33 and and CC work_htfht4hrybdz3jty5t7367hreu 240 34 do do VBP work_htfht4hrybdz3jty5t7367hreu 240 35 not not RB work_htfht4hrybdz3jty5t7367hreu 240 36 sample sample VB work_htfht4hrybdz3jty5t7367hreu 240 37 a a DT work_htfht4hrybdz3jty5t7367hreu 240 38 new new JJ work_htfht4hrybdz3jty5t7367hreu 240 39 topic topic NN work_htfht4hrybdz3jty5t7367hreu 240 40 . . . work_htfht4hrybdz3jty5t7367hreu 241 1 3.2.2 3.2.2 CD work_htfht4hrybdz3jty5t7367hreu 241 2 . . . work_htfht4hrybdz3jty5t7367hreu 242 1 Path path NN work_htfht4hrybdz3jty5t7367hreu 242 2 Sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 242 3 Given give VBN work_htfht4hrybdz3jty5t7367hreu 242 4 paths path NNS work_htfht4hrybdz3jty5t7367hreu 242 5 of of IN work_htfht4hrybdz3jty5t7367hreu 242 6 other other JJ work_htfht4hrybdz3jty5t7367hreu 242 7 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 242 8 and and CC work_htfht4hrybdz3jty5t7367hreu 242 9 level level NN work_htfht4hrybdz3jty5t7367hreu 242 10 allocations allocation NNS work_htfht4hrybdz3jty5t7367hreu 242 11 , , , work_htfht4hrybdz3jty5t7367hreu 242 12 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 242 13 have have VBP work_htfht4hrybdz3jty5t7367hreu 242 14 to to TO work_htfht4hrybdz3jty5t7367hreu 242 15 sample sample VB work_htfht4hrybdz3jty5t7367hreu 242 16 the the DT work_htfht4hrybdz3jty5t7367hreu 242 17 path path NN work_htfht4hrybdz3jty5t7367hreu 242 18 for for IN work_htfht4hrybdz3jty5t7367hreu 242 19 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 242 20 d. d. NNP work_htfht4hrybdz3jty5t7367hreu 242 21 By by IN work_htfht4hrybdz3jty5t7367hreu 242 22 applying apply VBG work_htfht4hrybdz3jty5t7367hreu 242 23 the the DT work_htfht4hrybdz3jty5t7367hreu 242 24 Bayes Bayes NNP work_htfht4hrybdz3jty5t7367hreu 242 25 ’ ’ POS work_htfht4hrybdz3jty5t7367hreu 242 26 rule rule NN work_htfht4hrybdz3jty5t7367hreu 242 27 , , , work_htfht4hrybdz3jty5t7367hreu 242 28 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 242 29 have have VBP work_htfht4hrybdz3jty5t7367hreu 242 30 p(cd|c−d p(cd|c−d NN work_htfht4hrybdz3jty5t7367hreu 242 31 , , , work_htfht4hrybdz3jty5t7367hreu 242 32 z z NNP work_htfht4hrybdz3jty5t7367hreu 242 33 , , , work_htfht4hrybdz3jty5t7367hreu 242 34 w w NNP work_htfht4hrybdz3jty5t7367hreu 242 35 , , , work_htfht4hrybdz3jty5t7367hreu 242 36 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 242 37 , , , work_htfht4hrybdz3jty5t7367hreu 242 38 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 242 39 , , , work_htfht4hrybdz3jty5t7367hreu 242 40 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 242 41 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 242 42 ∝ ∝ CD work_htfht4hrybdz3jty5t7367hreu 242 43 p(cd|c−d p(cd|c−d NN work_htfht4hrybdz3jty5t7367hreu 242 44 , , , work_htfht4hrybdz3jty5t7367hreu 242 45 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 242 46 , , , work_htfht4hrybdz3jty5t7367hreu 242 47 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 242 48 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 242 49 × × NNP work_htfht4hrybdz3jty5t7367hreu 242 50 p(wd|c p(wd|c NNP work_htfht4hrybdz3jty5t7367hreu 242 51 , , , work_htfht4hrybdz3jty5t7367hreu 242 52 z z NNP work_htfht4hrybdz3jty5t7367hreu 242 53 , , , work_htfht4hrybdz3jty5t7367hreu 242 54 w−d w−d NNP work_htfht4hrybdz3jty5t7367hreu 242 55 , , , work_htfht4hrybdz3jty5t7367hreu 242 56 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 242 57 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 242 58 . . . work_htfht4hrybdz3jty5t7367hreu 243 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 243 2 2 2 LS work_htfht4hrybdz3jty5t7367hreu 243 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 243 4 The the DT work_htfht4hrybdz3jty5t7367hreu 243 5 first first JJ work_htfht4hrybdz3jty5t7367hreu 243 6 term term NN work_htfht4hrybdz3jty5t7367hreu 243 7 in in IN work_htfht4hrybdz3jty5t7367hreu 243 8 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 243 9 . . . work_htfht4hrybdz3jty5t7367hreu 244 1 2 2 CD work_htfht4hrybdz3jty5t7367hreu 244 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 244 3 a a DT work_htfht4hrybdz3jty5t7367hreu 244 4 prior prior NN work_htfht4hrybdz3jty5t7367hreu 244 5 over over IN work_htfht4hrybdz3jty5t7367hreu 244 6 paths path NNS work_htfht4hrybdz3jty5t7367hreu 244 7 . . . work_htfht4hrybdz3jty5t7367hreu 245 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 245 2 can can MD work_htfht4hrybdz3jty5t7367hreu 245 3 be be VB work_htfht4hrybdz3jty5t7367hreu 245 4 com- com- RB work_htfht4hrybdz3jty5t7367hreu 245 5 puted put VBN work_htfht4hrybdz3jty5t7367hreu 245 6 by by IN work_htfht4hrybdz3jty5t7367hreu 245 7 first first RB work_htfht4hrybdz3jty5t7367hreu 245 8 calculating calculate VBG work_htfht4hrybdz3jty5t7367hreu 245 9 a a DT work_htfht4hrybdz3jty5t7367hreu 245 10 Bernoulli Bernoulli NNP work_htfht4hrybdz3jty5t7367hreu 245 11 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 245 12 then then RB work_htfht4hrybdz3jty5t7367hreu 245 13 calculat- calculat- VBD work_htfht4hrybdz3jty5t7367hreu 245 14 ing e VBG work_htfht4hrybdz3jty5t7367hreu 245 15 each each DT work_htfht4hrybdz3jty5t7367hreu 245 16 level level NN work_htfht4hrybdz3jty5t7367hreu 245 17 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 245 18 seating seat VBG work_htfht4hrybdz3jty5t7367hreu 245 19 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 245 20 in in IN work_htfht4hrybdz3jty5t7367hreu 245 21 the the DT work_htfht4hrybdz3jty5t7367hreu 245 22 corresponding corresponding JJ work_htfht4hrybdz3jty5t7367hreu 245 23 restau- restau- JJ work_htfht4hrybdz3jty5t7367hreu 245 24 rant rant NN work_htfht4hrybdz3jty5t7367hreu 245 25 . . . work_htfht4hrybdz3jty5t7367hreu 246 1 The the DT work_htfht4hrybdz3jty5t7367hreu 246 2 second second JJ work_htfht4hrybdz3jty5t7367hreu 246 3 term term NN work_htfht4hrybdz3jty5t7367hreu 246 4 in in IN work_htfht4hrybdz3jty5t7367hreu 246 5 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 246 6 . . . work_htfht4hrybdz3jty5t7367hreu 247 1 2 2 CD work_htfht4hrybdz3jty5t7367hreu 247 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 247 3 the the DT work_htfht4hrybdz3jty5t7367hreu 247 4 probability probability NN work_htfht4hrybdz3jty5t7367hreu 247 5 of of IN work_htfht4hrybdz3jty5t7367hreu 247 6 a a DT work_htfht4hrybdz3jty5t7367hreu 247 7 given give VBN work_htfht4hrybdz3jty5t7367hreu 247 8 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 247 9 under under IN work_htfht4hrybdz3jty5t7367hreu 247 10 a a DT work_htfht4hrybdz3jty5t7367hreu 247 11 possible possible JJ work_htfht4hrybdz3jty5t7367hreu 247 12 seating seating NN work_htfht4hrybdz3jty5t7367hreu 247 13 arrangement arrangement NN work_htfht4hrybdz3jty5t7367hreu 247 14 in in IN work_htfht4hrybdz3jty5t7367hreu 247 15 the the DT work_htfht4hrybdz3jty5t7367hreu 247 16 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 247 17 tree tree NN work_htfht4hrybdz3jty5t7367hreu 247 18 . . . work_htfht4hrybdz3jty5t7367hreu 248 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 248 2 can can MD work_htfht4hrybdz3jty5t7367hreu 248 3 be be VB work_htfht4hrybdz3jty5t7367hreu 248 4 decomposed decompose VBN work_htfht4hrybdz3jty5t7367hreu 248 5 into into IN work_htfht4hrybdz3jty5t7367hreu 248 6 probabilities probability NNS work_htfht4hrybdz3jty5t7367hreu 248 7 of of IN work_htfht4hrybdz3jty5t7367hreu 248 8 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 248 9 / / SYM work_htfht4hrybdz3jty5t7367hreu 248 10 words word NNS work_htfht4hrybdz3jty5t7367hreu 248 11 occurred occur VBD work_htfht4hrybdz3jty5t7367hreu 248 12 in in IN work_htfht4hrybdz3jty5t7367hreu 248 13 the the DT work_htfht4hrybdz3jty5t7367hreu 248 14 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 248 15 , , , work_htfht4hrybdz3jty5t7367hreu 248 16 p(wd|c p(wd|c NNP work_htfht4hrybdz3jty5t7367hreu 248 17 , , , work_htfht4hrybdz3jty5t7367hreu 248 18 z z NNP work_htfht4hrybdz3jty5t7367hreu 248 19 , , , work_htfht4hrybdz3jty5t7367hreu 248 20 w−d w−d NNP work_htfht4hrybdz3jty5t7367hreu 248 21 , , , work_htfht4hrybdz3jty5t7367hreu 248 22 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 248 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 248 24 = = NFP work_htfht4hrybdz3jty5t7367hreu 248 25 p(wd,1|c p(wd,1|c NNS work_htfht4hrybdz3jty5t7367hreu 248 26 , , , work_htfht4hrybdz3jty5t7367hreu 248 27 z z NNP work_htfht4hrybdz3jty5t7367hreu 248 28 , , , work_htfht4hrybdz3jty5t7367hreu 248 29 w−d w−d NNP work_htfht4hrybdz3jty5t7367hreu 248 30 , , , work_htfht4hrybdz3jty5t7367hreu 248 31 G0)× g0)× ADD work_htfht4hrybdz3jty5t7367hreu 248 32 p(wd,2|c p(wd,2|c NNP work_htfht4hrybdz3jty5t7367hreu 248 33 , , , work_htfht4hrybdz3jty5t7367hreu 248 34 z z NNP work_htfht4hrybdz3jty5t7367hreu 248 35 , , , work_htfht4hrybdz3jty5t7367hreu 248 36 w−d w−d NNP work_htfht4hrybdz3jty5t7367hreu 248 37 , , , work_htfht4hrybdz3jty5t7367hreu 248 38 wd,1 wd,1 ADD work_htfht4hrybdz3jty5t7367hreu 248 39 , , , work_htfht4hrybdz3jty5t7367hreu 248 40 G0)× g0)× ADD work_htfht4hrybdz3jty5t7367hreu 248 41 · · NFP work_htfht4hrybdz3jty5t7367hreu 248 42 · · NFP work_htfht4hrybdz3jty5t7367hreu 248 43 · · NFP work_htfht4hrybdz3jty5t7367hreu 248 44 p(wd p(wd JJ work_htfht4hrybdz3jty5t7367hreu 248 45 , , , work_htfht4hrybdz3jty5t7367hreu 248 46 Nd Nd NNP work_htfht4hrybdz3jty5t7367hreu 248 47 |c |c NNP work_htfht4hrybdz3jty5t7367hreu 248 48 , , , work_htfht4hrybdz3jty5t7367hreu 248 49 z z NNP work_htfht4hrybdz3jty5t7367hreu 248 50 , , , work_htfht4hrybdz3jty5t7367hreu 248 51 w−d w−d NNP work_htfht4hrybdz3jty5t7367hreu 248 52 , , , work_htfht4hrybdz3jty5t7367hreu 248 53 wd,1 wd,1 ADD work_htfht4hrybdz3jty5t7367hreu 248 54 , , , work_htfht4hrybdz3jty5t7367hreu 248 55 . . . work_htfht4hrybdz3jty5t7367hreu 249 1 . . . work_htfht4hrybdz3jty5t7367hreu 250 1 . . . work_htfht4hrybdz3jty5t7367hreu 251 1 , , , work_htfht4hrybdz3jty5t7367hreu 251 2 wd wd NNP work_htfht4hrybdz3jty5t7367hreu 251 3 , , , work_htfht4hrybdz3jty5t7367hreu 251 4 Nd−1 Nd−1 NNP work_htfht4hrybdz3jty5t7367hreu 251 5 , , , work_htfht4hrybdz3jty5t7367hreu 251 6 G0 g0 NN work_htfht4hrybdz3jty5t7367hreu 251 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 251 8 . . . work_htfht4hrybdz3jty5t7367hreu 252 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 252 2 3 3 LS work_htfht4hrybdz3jty5t7367hreu 252 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 252 4 Each each DT work_htfht4hrybdz3jty5t7367hreu 252 5 term term NN work_htfht4hrybdz3jty5t7367hreu 252 6 in in IN work_htfht4hrybdz3jty5t7367hreu 252 7 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 252 8 . . . work_htfht4hrybdz3jty5t7367hreu 253 1 3 3 CD work_htfht4hrybdz3jty5t7367hreu 253 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 253 3 a a DT work_htfht4hrybdz3jty5t7367hreu 253 4 posterior posterior JJ work_htfht4hrybdz3jty5t7367hreu 253 5 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 253 6 of of IN work_htfht4hrybdz3jty5t7367hreu 253 7 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 253 8 wd wd UH work_htfht4hrybdz3jty5t7367hreu 253 9 , , , work_htfht4hrybdz3jty5t7367hreu 253 10 n n IN work_htfht4hrybdz3jty5t7367hreu 253 11 conditioned condition VBN work_htfht4hrybdz3jty5t7367hreu 253 12 on on IN work_htfht4hrybdz3jty5t7367hreu 253 13 other other JJ work_htfht4hrybdz3jty5t7367hreu 253 14 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 253 15 allocated allocate VBN work_htfht4hrybdz3jty5t7367hreu 253 16 with with IN work_htfht4hrybdz3jty5t7367hreu 253 17 the the DT work_htfht4hrybdz3jty5t7367hreu 253 18 same same JJ work_htfht4hrybdz3jty5t7367hreu 253 19 topic topic NN work_htfht4hrybdz3jty5t7367hreu 253 20 . . . work_htfht4hrybdz3jty5t7367hreu 254 1 The the DT work_htfht4hrybdz3jty5t7367hreu 254 2 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 254 3 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 254 4 an an DT work_htfht4hrybdz3jty5t7367hreu 254 5 HPYP hpyp NN work_htfht4hrybdz3jty5t7367hreu 254 6 , , , work_htfht4hrybdz3jty5t7367hreu 254 7 and and CC work_htfht4hrybdz3jty5t7367hreu 254 8 thus thus RB work_htfht4hrybdz3jty5t7367hreu 254 9 can can MD work_htfht4hrybdz3jty5t7367hreu 254 10 be be VB work_htfht4hrybdz3jty5t7367hreu 254 11 sampled sample VBN work_htfht4hrybdz3jty5t7367hreu 254 12 in in IN work_htfht4hrybdz3jty5t7367hreu 254 13 the the DT work_htfht4hrybdz3jty5t7367hreu 254 14 same same JJ work_htfht4hrybdz3jty5t7367hreu 254 15 way way NN work_htfht4hrybdz3jty5t7367hreu 254 16 as as IN work_htfht4hrybdz3jty5t7367hreu 254 17 described describe VBN work_htfht4hrybdz3jty5t7367hreu 254 18 for for IN work_htfht4hrybdz3jty5t7367hreu 254 19 the the DT work_htfht4hrybdz3jty5t7367hreu 254 20 second second JJ work_htfht4hrybdz3jty5t7367hreu 254 21 term term NN work_htfht4hrybdz3jty5t7367hreu 254 22 in in IN work_htfht4hrybdz3jty5t7367hreu 254 23 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 254 24 . . . work_htfht4hrybdz3jty5t7367hreu 255 1 1 1 LS work_htfht4hrybdz3jty5t7367hreu 255 2 . . . work_htfht4hrybdz3jty5t7367hreu 256 1 3.2.3 3.2.3 CD work_htfht4hrybdz3jty5t7367hreu 256 2 . . . work_htfht4hrybdz3jty5t7367hreu 257 1 Complete Complete NNP work_htfht4hrybdz3jty5t7367hreu 257 2 Sampling Sampling NNP work_htfht4hrybdz3jty5t7367hreu 257 3 Procedure Procedure NNP work_htfht4hrybdz3jty5t7367hreu 257 4 Algorithm Algorithm NNP work_htfht4hrybdz3jty5t7367hreu 257 5 1 1 CD work_htfht4hrybdz3jty5t7367hreu 257 6 Gibbs gibb NNS work_htfht4hrybdz3jty5t7367hreu 257 7 sampling sample VBG work_htfht4hrybdz3jty5t7367hreu 257 8 for for IN work_htfht4hrybdz3jty5t7367hreu 257 9 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 257 10 1 1 CD work_htfht4hrybdz3jty5t7367hreu 257 11 . . . work_htfht4hrybdz3jty5t7367hreu 258 1 Initialize initialize VB work_htfht4hrybdz3jty5t7367hreu 258 2 the the DT work_htfht4hrybdz3jty5t7367hreu 258 3 model model NN work_htfht4hrybdz3jty5t7367hreu 258 4 by by IN work_htfht4hrybdz3jty5t7367hreu 258 5 arbitrarily arbitrarily RB work_htfht4hrybdz3jty5t7367hreu 258 6 assigning assign VBG work_htfht4hrybdz3jty5t7367hreu 258 7 a a DT work_htfht4hrybdz3jty5t7367hreu 258 8 path path NN work_htfht4hrybdz3jty5t7367hreu 258 9 to to IN work_htfht4hrybdz3jty5t7367hreu 258 10 each each DT work_htfht4hrybdz3jty5t7367hreu 258 11 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 258 12 . . . work_htfht4hrybdz3jty5t7367hreu 259 1 Randomly randomly RB work_htfht4hrybdz3jty5t7367hreu 259 2 assign assign VB work_htfht4hrybdz3jty5t7367hreu 259 3 a a DT work_htfht4hrybdz3jty5t7367hreu 259 4 level level NN work_htfht4hrybdz3jty5t7367hreu 259 5 number number NN work_htfht4hrybdz3jty5t7367hreu 259 6 of of IN work_htfht4hrybdz3jty5t7367hreu 259 7 the the DT work_htfht4hrybdz3jty5t7367hreu 259 8 path path NN work_htfht4hrybdz3jty5t7367hreu 259 9 to to IN work_htfht4hrybdz3jty5t7367hreu 259 10 each each DT work_htfht4hrybdz3jty5t7367hreu 259 11 word word NN work_htfht4hrybdz3jty5t7367hreu 259 12 / / SYM work_htfht4hrybdz3jty5t7367hreu 259 13 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 259 14 in in IN work_htfht4hrybdz3jty5t7367hreu 259 15 the the DT work_htfht4hrybdz3jty5t7367hreu 259 16 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 259 17 . . . work_htfht4hrybdz3jty5t7367hreu 260 1 Initialize initialize VB work_htfht4hrybdz3jty5t7367hreu 260 2 the the DT work_htfht4hrybdz3jty5t7367hreu 260 3 HPYP hpyp JJ work_htfht4hrybdz3jty5t7367hreu 260 4 configuration configuration NN work_htfht4hrybdz3jty5t7367hreu 260 5 within within IN work_htfht4hrybdz3jty5t7367hreu 260 6 each each DT work_htfht4hrybdz3jty5t7367hreu 260 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 260 8 for for IN work_htfht4hrybdz3jty5t7367hreu 260 9 each each DT work_htfht4hrybdz3jty5t7367hreu 260 10 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 260 11 word word NN work_htfht4hrybdz3jty5t7367hreu 260 12 / / SYM work_htfht4hrybdz3jty5t7367hreu 260 13 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 260 14 . . . work_htfht4hrybdz3jty5t7367hreu 261 1 2 2 LS work_htfht4hrybdz3jty5t7367hreu 261 2 . . . work_htfht4hrybdz3jty5t7367hreu 262 1 For for IN work_htfht4hrybdz3jty5t7367hreu 262 2 each each DT work_htfht4hrybdz3jty5t7367hreu 262 3 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 262 4 d d NN work_htfht4hrybdz3jty5t7367hreu 262 5 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 262 6 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 262 7 1 1 CD work_htfht4hrybdz3jty5t7367hreu 262 8 , , , work_htfht4hrybdz3jty5t7367hreu 262 9 2 2 CD work_htfht4hrybdz3jty5t7367hreu 262 10 , , , work_htfht4hrybdz3jty5t7367hreu 262 11 . . . work_htfht4hrybdz3jty5t7367hreu 263 1 . . . work_htfht4hrybdz3jty5t7367hreu 264 1 . . . work_htfht4hrybdz3jty5t7367hreu 265 1 , , , work_htfht4hrybdz3jty5t7367hreu 265 2 D D NNP work_htfht4hrybdz3jty5t7367hreu 265 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 265 4 : : : work_htfht4hrybdz3jty5t7367hreu 265 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 265 6 a a LS work_htfht4hrybdz3jty5t7367hreu 265 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 265 8 Sample Sample NNP work_htfht4hrybdz3jty5t7367hreu 265 9 c(t+1)d c(t+1)d NNP work_htfht4hrybdz3jty5t7367hreu 265 10 using use VBG work_htfht4hrybdz3jty5t7367hreu 265 11 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 265 12 . . . work_htfht4hrybdz3jty5t7367hreu 266 1 2 2 LS work_htfht4hrybdz3jty5t7367hreu 266 2 . . . work_htfht4hrybdz3jty5t7367hreu 267 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 267 2 b b LS work_htfht4hrybdz3jty5t7367hreu 267 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 267 4 For for IN work_htfht4hrybdz3jty5t7367hreu 267 5 each each DT work_htfht4hrybdz3jty5t7367hreu 267 6 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 267 7 n n NNP work_htfht4hrybdz3jty5t7367hreu 267 8 in in IN work_htfht4hrybdz3jty5t7367hreu 267 9 tweet tweet NNP work_htfht4hrybdz3jty5t7367hreu 267 10 d d NNP work_htfht4hrybdz3jty5t7367hreu 267 11 , , , work_htfht4hrybdz3jty5t7367hreu 267 12 n n CC work_htfht4hrybdz3jty5t7367hreu 267 13 ∈ ∈ JJ work_htfht4hrybdz3jty5t7367hreu 267 14 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 267 15 1 1 CD work_htfht4hrybdz3jty5t7367hreu 267 16 , , , work_htfht4hrybdz3jty5t7367hreu 267 17 2 2 CD work_htfht4hrybdz3jty5t7367hreu 267 18 , , , work_htfht4hrybdz3jty5t7367hreu 267 19 . . . work_htfht4hrybdz3jty5t7367hreu 268 1 . . . work_htfht4hrybdz3jty5t7367hreu 269 1 . . . work_htfht4hrybdz3jty5t7367hreu 270 1 , , , work_htfht4hrybdz3jty5t7367hreu 270 2 Nd Nd NNP work_htfht4hrybdz3jty5t7367hreu 270 3 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 270 4 : : : work_htfht4hrybdz3jty5t7367hreu 270 5 i. i. NNP work_htfht4hrybdz3jty5t7367hreu 271 1 For for IN work_htfht4hrybdz3jty5t7367hreu 271 2 each each DT work_htfht4hrybdz3jty5t7367hreu 271 3 word word NN work_htfht4hrybdz3jty5t7367hreu 271 4 u u NN work_htfht4hrybdz3jty5t7367hreu 271 5 in in IN work_htfht4hrybdz3jty5t7367hreu 271 6 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 271 7 n n NN work_htfht4hrybdz3jty5t7367hreu 271 8 , , , work_htfht4hrybdz3jty5t7367hreu 271 9 u u NNP work_htfht4hrybdz3jty5t7367hreu 271 10 ∈ ∈ NNP work_htfht4hrybdz3jty5t7367hreu 271 11 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 271 12 1 1 CD work_htfht4hrybdz3jty5t7367hreu 271 13 , , , work_htfht4hrybdz3jty5t7367hreu 271 14 2 2 CD work_htfht4hrybdz3jty5t7367hreu 271 15 , , , work_htfht4hrybdz3jty5t7367hreu 271 16 . . . work_htfht4hrybdz3jty5t7367hreu 272 1 . . . work_htfht4hrybdz3jty5t7367hreu 273 1 . . . work_htfht4hrybdz3jty5t7367hreu 274 1 , , , work_htfht4hrybdz3jty5t7367hreu 274 2 Ud Ud NNP work_htfht4hrybdz3jty5t7367hreu 274 3 , , , work_htfht4hrybdz3jty5t7367hreu 274 4 n n JJ work_htfht4hrybdz3jty5t7367hreu 274 5 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 274 6 : : : work_htfht4hrybdz3jty5t7367hreu 274 7 A. a. NN work_htfht4hrybdz3jty5t7367hreu 275 1 Sample Sample NNP work_htfht4hrybdz3jty5t7367hreu 275 2 z(t+1)d z(t+1)d NNP work_htfht4hrybdz3jty5t7367hreu 275 3 , , , work_htfht4hrybdz3jty5t7367hreu 275 4 n n NNP work_htfht4hrybdz3jty5t7367hreu 275 5 , , , work_htfht4hrybdz3jty5t7367hreu 275 6 u u NNP work_htfht4hrybdz3jty5t7367hreu 275 7 using use VBG work_htfht4hrybdz3jty5t7367hreu 275 8 Eq Eq NNP work_htfht4hrybdz3jty5t7367hreu 275 9 . . . work_htfht4hrybdz3jty5t7367hreu 276 1 1 1 LS work_htfht4hrybdz3jty5t7367hreu 276 2 . . . work_htfht4hrybdz3jty5t7367hreu 277 1 3 3 LS work_htfht4hrybdz3jty5t7367hreu 277 2 . . . work_htfht4hrybdz3jty5t7367hreu 278 1 Repeat repeat NN work_htfht4hrybdz3jty5t7367hreu 278 2 step step NN work_htfht4hrybdz3jty5t7367hreu 278 3 2 2 CD work_htfht4hrybdz3jty5t7367hreu 278 4 until until IN work_htfht4hrybdz3jty5t7367hreu 278 5 the the DT work_htfht4hrybdz3jty5t7367hreu 278 6 global global JJ work_htfht4hrybdz3jty5t7367hreu 278 7 log log NN work_htfht4hrybdz3jty5t7367hreu 278 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 278 9 likelihood likelihood NN work_htfht4hrybdz3jty5t7367hreu 278 10 converges converge NNS work_htfht4hrybdz3jty5t7367hreu 278 11 or or CC work_htfht4hrybdz3jty5t7367hreu 278 12 a a DT work_htfht4hrybdz3jty5t7367hreu 278 13 fixed fix VBN work_htfht4hrybdz3jty5t7367hreu 278 14 number number NN work_htfht4hrybdz3jty5t7367hreu 278 15 of of IN work_htfht4hrybdz3jty5t7367hreu 278 16 iterations iteration NNS work_htfht4hrybdz3jty5t7367hreu 278 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 278 18 reached reach VBN work_htfht4hrybdz3jty5t7367hreu 278 19 . . . work_htfht4hrybdz3jty5t7367hreu 279 1 4 4 LS work_htfht4hrybdz3jty5t7367hreu 279 2 . . . work_htfht4hrybdz3jty5t7367hreu 280 1 Output output VB work_htfht4hrybdz3jty5t7367hreu 280 2 the the DT work_htfht4hrybdz3jty5t7367hreu 280 3 final final JJ work_htfht4hrybdz3jty5t7367hreu 280 4 sample sample NN work_htfht4hrybdz3jty5t7367hreu 280 5 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 280 6 c c NNP work_htfht4hrybdz3jty5t7367hreu 280 7 , , , work_htfht4hrybdz3jty5t7367hreu 280 8 z z NNP work_htfht4hrybdz3jty5t7367hreu 280 9 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 280 10 . . . work_htfht4hrybdz3jty5t7367hreu 281 1 Given give VBN work_htfht4hrybdz3jty5t7367hreu 281 2 the the DT work_htfht4hrybdz3jty5t7367hreu 281 3 conditional conditional JJ work_htfht4hrybdz3jty5t7367hreu 281 4 distributions distribution NNS work_htfht4hrybdz3jty5t7367hreu 281 5 defined define VBN work_htfht4hrybdz3jty5t7367hreu 281 6 above above RB work_htfht4hrybdz3jty5t7367hreu 281 7 , , , work_htfht4hrybdz3jty5t7367hreu 281 8 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 281 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 281 10 able able JJ work_htfht4hrybdz3jty5t7367hreu 281 11 to to TO work_htfht4hrybdz3jty5t7367hreu 281 12 perform perform VB work_htfht4hrybdz3jty5t7367hreu 281 13 the the DT work_htfht4hrybdz3jty5t7367hreu 281 14 full full JJ work_htfht4hrybdz3jty5t7367hreu 281 15 Gibbs Gibbs NNPS work_htfht4hrybdz3jty5t7367hreu 281 16 sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 281 17 . . . work_htfht4hrybdz3jty5t7367hreu 282 1 Let let VB work_htfht4hrybdz3jty5t7367hreu 282 2 { { -LRB- work_htfht4hrybdz3jty5t7367hreu 282 3 c(t c(t NN work_htfht4hrybdz3jty5t7367hreu 282 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 282 5 , , , work_htfht4hrybdz3jty5t7367hreu 282 6 z(t z(t NNP work_htfht4hrybdz3jty5t7367hreu 282 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 282 8 } } -RRB- work_htfht4hrybdz3jty5t7367hreu 282 9 denote denote VB work_htfht4hrybdz3jty5t7367hreu 282 10 the the DT work_htfht4hrybdz3jty5t7367hreu 282 11 current current JJ work_htfht4hrybdz3jty5t7367hreu 282 12 state state NN work_htfht4hrybdz3jty5t7367hreu 282 13 , , , work_htfht4hrybdz3jty5t7367hreu 282 14 the the DT work_htfht4hrybdz3jty5t7367hreu 282 15 sampling sampling NN work_htfht4hrybdz3jty5t7367hreu 282 16 process process NN work_htfht4hrybdz3jty5t7367hreu 282 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 282 18 described describe VBN work_htfht4hrybdz3jty5t7367hreu 282 19 in in IN work_htfht4hrybdz3jty5t7367hreu 282 20 Algo- Algo- NNP work_htfht4hrybdz3jty5t7367hreu 282 21 rithm rithm NNP work_htfht4hrybdz3jty5t7367hreu 282 22 1 1 CD work_htfht4hrybdz3jty5t7367hreu 282 23 . . . work_htfht4hrybdz3jty5t7367hreu 283 1 4 4 LS work_htfht4hrybdz3jty5t7367hreu 283 2 . . . work_htfht4hrybdz3jty5t7367hreu 284 1 Experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 284 2 In in IN work_htfht4hrybdz3jty5t7367hreu 284 3 this this DT work_htfht4hrybdz3jty5t7367hreu 284 4 section section NN work_htfht4hrybdz3jty5t7367hreu 284 5 , , , work_htfht4hrybdz3jty5t7367hreu 284 6 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 284 7 first first RB work_htfht4hrybdz3jty5t7367hreu 284 8 describe describe VBP work_htfht4hrybdz3jty5t7367hreu 284 9 the the DT work_htfht4hrybdz3jty5t7367hreu 284 10 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 284 11 and and CC work_htfht4hrybdz3jty5t7367hreu 284 12 baselines baseline NNS work_htfht4hrybdz3jty5t7367hreu 284 13 used use VBN work_htfht4hrybdz3jty5t7367hreu 284 14 in in IN work_htfht4hrybdz3jty5t7367hreu 284 15 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 284 16 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 284 17 . . . work_htfht4hrybdz3jty5t7367hreu 285 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 285 2 then then RB work_htfht4hrybdz3jty5t7367hreu 285 3 evaluate evaluate VBP work_htfht4hrybdz3jty5t7367hreu 285 4 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 285 5 against against IN work_htfht4hrybdz3jty5t7367hreu 285 6 the the DT work_htfht4hrybdz3jty5t7367hreu 285 7 baselines baseline NNS work_htfht4hrybdz3jty5t7367hreu 285 8 quantitatively quantitatively RB work_htfht4hrybdz3jty5t7367hreu 285 9 and and CC work_htfht4hrybdz3jty5t7367hreu 285 10 qualitatively qualitatively RB work_htfht4hrybdz3jty5t7367hreu 285 11 . . . work_htfht4hrybdz3jty5t7367hreu 286 1 4.1 4.1 CD work_htfht4hrybdz3jty5t7367hreu 286 2 . . . work_htfht4hrybdz3jty5t7367hreu 287 1 Experimental experimental JJ work_htfht4hrybdz3jty5t7367hreu 287 2 Setup setup NN work_htfht4hrybdz3jty5t7367hreu 287 3 Algorithm Algorithm NNP work_htfht4hrybdz3jty5t7367hreu 287 4 2 2 CD work_htfht4hrybdz3jty5t7367hreu 287 5 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 287 6 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 287 7 retrieval retrieval NN work_htfht4hrybdz3jty5t7367hreu 287 8 . . . work_htfht4hrybdz3jty5t7367hreu 288 1 1 1 LS work_htfht4hrybdz3jty5t7367hreu 288 2 . . . work_htfht4hrybdz3jty5t7367hreu 289 1 Define define VB work_htfht4hrybdz3jty5t7367hreu 289 2 the the DT work_htfht4hrybdz3jty5t7367hreu 289 3 seed seed NN work_htfht4hrybdz3jty5t7367hreu 289 4 patterns pattern NNS work_htfht4hrybdz3jty5t7367hreu 289 5 “ " `` work_htfht4hrybdz3jty5t7367hreu 289 6 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 289 7 brexit|leaving brexit|leave VBG work_htfht4hrybdz3jty5t7367hreu 289 8 the the DT work_htfht4hrybdz3jty5t7367hreu 289 9 EU|staying eu|staying NN work_htfht4hrybdz3jty5t7367hreu 289 10 in in IN work_htfht4hrybdz3jty5t7367hreu 289 11 the the DT work_htfht4hrybdz3jty5t7367hreu 289 12 EU]+ EU]+ NNP work_htfht4hrybdz3jty5t7367hreu 289 13 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 289 14 would|can|might|won’t|can’t would|can|might|won’t|can’t NN work_htfht4hrybdz3jty5t7367hreu 289 15 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 289 16 ” " '' work_htfht4hrybdz3jty5t7367hreu 289 17 for for IN work_htfht4hrybdz3jty5t7367hreu 289 18 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 289 19 I I NNP work_htfht4hrybdz3jty5t7367hreu 289 20 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 289 21 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 289 22 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 289 23 , , , work_htfht4hrybdz3jty5t7367hreu 289 24 and and CC work_htfht4hrybdz3jty5t7367hreu 289 25 “ " `` work_htfht4hrybdz3jty5t7367hreu 289 26 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 289 27 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 289 28 |Hillary|Donald |hillary|donald NN work_htfht4hrybdz3jty5t7367hreu 289 29 Trump|Hillary trump|hillary NN work_htfht4hrybdz3jty5t7367hreu 289 30 Clinton]+[would|can|might|won’t|can’t clinton]+[would|can|might|won’t|can’t NN work_htfht4hrybdz3jty5t7367hreu 289 31 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 289 32 ” " '' work_htfht4hrybdz3jty5t7367hreu 289 33 for for IN work_htfht4hrybdz3jty5t7367hreu 289 34 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 289 35 II II NNP work_htfht4hrybdz3jty5t7367hreu 289 36 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 289 37 US US NNP work_htfht4hrybdz3jty5t7367hreu 289 38 General General NNP work_htfht4hrybdz3jty5t7367hreu 289 39 Election Election NNP work_htfht4hrybdz3jty5t7367hreu 289 40 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 289 41 . . . work_htfht4hrybdz3jty5t7367hreu 290 1 These these DT work_htfht4hrybdz3jty5t7367hreu 290 2 seed seed NN work_htfht4hrybdz3jty5t7367hreu 290 3 patterns pattern NNS work_htfht4hrybdz3jty5t7367hreu 290 4 are be VBP work_htfht4hrybdz3jty5t7367hreu 290 5 used use VBN work_htfht4hrybdz3jty5t7367hreu 290 6 for for IN work_htfht4hrybdz3jty5t7367hreu 290 7 retriev- retriev- JJ work_htfht4hrybdz3jty5t7367hreu 290 8 ing ing NN work_htfht4hrybdz3jty5t7367hreu 290 9 seed seed NN work_htfht4hrybdz3jty5t7367hreu 290 10 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 290 11 such such JJ work_htfht4hrybdz3jty5t7367hreu 290 12 as as IN work_htfht4hrybdz3jty5t7367hreu 290 13 “ " `` work_htfht4hrybdz3jty5t7367hreu 290 14 Top top JJ work_htfht4hrybdz3jty5t7367hreu 290 15 economic economic JJ work_htfht4hrybdz3jty5t7367hreu 290 16 think think NN work_htfht4hrybdz3jty5t7367hreu 290 17 tanks tank NNS work_htfht4hrybdz3jty5t7367hreu 290 18 agree agree VBP work_htfht4hrybdz3jty5t7367hreu 290 19 that that IN work_htfht4hrybdz3jty5t7367hreu 290 20 brexit brexit NNP work_htfht4hrybdz3jty5t7367hreu 290 21 would would MD work_htfht4hrybdz3jty5t7367hreu 290 22 harm harm VB work_htfht4hrybdz3jty5t7367hreu 290 23 economy economy NN work_htfht4hrybdz3jty5t7367hreu 290 24 . . . work_htfht4hrybdz3jty5t7367hreu 291 1 Vote Vote NNP work_htfht4hrybdz3jty5t7367hreu 291 2 Remain Remain NNP work_htfht4hrybdz3jty5t7367hreu 291 3 in in IN work_htfht4hrybdz3jty5t7367hreu 291 4 the the DT work_htfht4hrybdz3jty5t7367hreu 291 5 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 291 6 ” " '' work_htfht4hrybdz3jty5t7367hreu 291 7 or or CC work_htfht4hrybdz3jty5t7367hreu 291 8 “ " `` work_htfht4hrybdz3jty5t7367hreu 291 9 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 291 10 would would MD work_htfht4hrybdz3jty5t7367hreu 291 11 start start VB work_htfht4hrybdz3jty5t7367hreu 291 12 WW3 WW3 NNP work_htfht4hrybdz3jty5t7367hreu 291 13 ! ! . work_htfht4hrybdz3jty5t7367hreu 292 1 There there EX work_htfht4hrybdz3jty5t7367hreu 292 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 292 3 no no DT work_htfht4hrybdz3jty5t7367hreu 292 4 one one NN work_htfht4hrybdz3jty5t7367hreu 292 5 he -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 292 6 has have VBZ work_htfht4hrybdz3jty5t7367hreu 292 7 n’t not RB work_htfht4hrybdz3jty5t7367hreu 292 8 of- of- RB work_htfht4hrybdz3jty5t7367hreu 292 9 fended fended JJ work_htfht4hrybdz3jty5t7367hreu 292 10 ” " '' work_htfht4hrybdz3jty5t7367hreu 292 11 . . . work_htfht4hrybdz3jty5t7367hreu 293 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 293 2 denote denote VBP work_htfht4hrybdz3jty5t7367hreu 293 3 the the DT work_htfht4hrybdz3jty5t7367hreu 293 4 set set NN work_htfht4hrybdz3jty5t7367hreu 293 5 of of IN work_htfht4hrybdz3jty5t7367hreu 293 6 the the DT work_htfht4hrybdz3jty5t7367hreu 293 7 seed seed NN work_htfht4hrybdz3jty5t7367hreu 293 8 patterns pattern NNS work_htfht4hrybdz3jty5t7367hreu 293 9 as as IN work_htfht4hrybdz3jty5t7367hreu 293 10 P p NN work_htfht4hrybdz3jty5t7367hreu 293 11 and and CC work_htfht4hrybdz3jty5t7367hreu 293 12 the the DT work_htfht4hrybdz3jty5t7367hreu 293 13 set set NN work_htfht4hrybdz3jty5t7367hreu 293 14 of of IN work_htfht4hrybdz3jty5t7367hreu 293 15 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 293 16 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 293 17 as as IN work_htfht4hrybdz3jty5t7367hreu 293 18 T T NNP work_htfht4hrybdz3jty5t7367hreu 293 19 . . . work_htfht4hrybdz3jty5t7367hreu 294 1 2 2 LS work_htfht4hrybdz3jty5t7367hreu 294 2 . . . work_htfht4hrybdz3jty5t7367hreu 295 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 295 2 a a LS work_htfht4hrybdz3jty5t7367hreu 295 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 295 4 Perform perform VB work_htfht4hrybdz3jty5t7367hreu 295 5 Part part NN work_htfht4hrybdz3jty5t7367hreu 295 6 - - HYPH work_htfht4hrybdz3jty5t7367hreu 295 7 of of IN work_htfht4hrybdz3jty5t7367hreu 295 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 295 9 Speech speech NN work_htfht4hrybdz3jty5t7367hreu 295 10 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 295 11 POS POS NNP work_htfht4hrybdz3jty5t7367hreu 295 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 295 13 tagging tag VBG work_htfht4hrybdz3jty5t7367hreu 295 14 on on IN work_htfht4hrybdz3jty5t7367hreu 295 15 the the DT work_htfht4hrybdz3jty5t7367hreu 295 16 seed seed NN work_htfht4hrybdz3jty5t7367hreu 295 17 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 295 18 T T NNP work_htfht4hrybdz3jty5t7367hreu 295 19 . . . work_htfht4hrybdz3jty5t7367hreu 296 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 296 2 b b LS work_htfht4hrybdz3jty5t7367hreu 296 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 296 4 Extract extract VB work_htfht4hrybdz3jty5t7367hreu 296 5 keywords keyword NNS work_htfht4hrybdz3jty5t7367hreu 296 6 which which WDT work_htfht4hrybdz3jty5t7367hreu 296 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 296 8 tagged tag VBN work_htfht4hrybdz3jty5t7367hreu 296 9 as as IN work_htfht4hrybdz3jty5t7367hreu 296 10 the the DT work_htfht4hrybdz3jty5t7367hreu 296 11 latter latter JJ work_htfht4hrybdz3jty5t7367hreu 296 12 noun noun NN work_htfht4hrybdz3jty5t7367hreu 296 13 in in IN work_htfht4hrybdz3jty5t7367hreu 296 14 the the DT work_htfht4hrybdz3jty5t7367hreu 296 15 POS POS NNP work_htfht4hrybdz3jty5t7367hreu 296 16 tag tag NN work_htfht4hrybdz3jty5t7367hreu 296 17 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 296 18 “ " `` work_htfht4hrybdz3jty5t7367hreu 296 19 NN+MD+VB+NN NN+MD+VB+NN NNP work_htfht4hrybdz3jty5t7367hreu 296 20 ” " '' work_htfht4hrybdz3jty5t7367hreu 296 21 . . . work_htfht4hrybdz3jty5t7367hreu 297 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 297 2 c c NN work_htfht4hrybdz3jty5t7367hreu 297 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 297 4 Enlarge enlarge VB work_htfht4hrybdz3jty5t7367hreu 297 5 the the DT work_htfht4hrybdz3jty5t7367hreu 297 6 seed seed NN work_htfht4hrybdz3jty5t7367hreu 297 7 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 297 8 set set VBN work_htfht4hrybdz3jty5t7367hreu 297 9 P p NN work_htfht4hrybdz3jty5t7367hreu 297 10 by by IN work_htfht4hrybdz3jty5t7367hreu 297 11 adding add VBG work_htfht4hrybdz3jty5t7367hreu 297 12 new new JJ work_htfht4hrybdz3jty5t7367hreu 297 13 rules rule NNS work_htfht4hrybdz3jty5t7367hreu 297 14 based base VBN work_htfht4hrybdz3jty5t7367hreu 297 15 on on IN work_htfht4hrybdz3jty5t7367hreu 297 16 the the DT work_htfht4hrybdz3jty5t7367hreu 297 17 newly newly RB work_htfht4hrybdz3jty5t7367hreu 297 18 extracted extract VBN work_htfht4hrybdz3jty5t7367hreu 297 19 keywords keyword NNS work_htfht4hrybdz3jty5t7367hreu 297 20 such such JJ work_htfht4hrybdz3jty5t7367hreu 297 21 as as IN work_htfht4hrybdz3jty5t7367hreu 297 22 “ " `` work_htfht4hrybdz3jty5t7367hreu 297 23 keyword+[would|can|might|won’t|can’t keyword+[would|can|might|won’t|can’t NNP work_htfht4hrybdz3jty5t7367hreu 297 24 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 297 25 ” " '' work_htfht4hrybdz3jty5t7367hreu 297 26 . . . work_htfht4hrybdz3jty5t7367hreu 298 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 298 2 d d LS work_htfht4hrybdz3jty5t7367hreu 298 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 298 4 Retrieve retrieve NN work_htfht4hrybdz3jty5t7367hreu 298 5 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 298 6 based base VBN work_htfht4hrybdz3jty5t7367hreu 298 7 on on IN work_htfht4hrybdz3jty5t7367hreu 298 8 the the DT work_htfht4hrybdz3jty5t7367hreu 298 9 enlarged enlarged JJ work_htfht4hrybdz3jty5t7367hreu 298 10 seed seed NN work_htfht4hrybdz3jty5t7367hreu 298 11 pattern pattern NN work_htfht4hrybdz3jty5t7367hreu 298 12 set set VBN work_htfht4hrybdz3jty5t7367hreu 298 13 . . . work_htfht4hrybdz3jty5t7367hreu 299 1 Add add VB work_htfht4hrybdz3jty5t7367hreu 299 2 the the DT work_htfht4hrybdz3jty5t7367hreu 299 3 retrieved retrieved JJ work_htfht4hrybdz3jty5t7367hreu 299 4 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 299 5 to to IN work_htfht4hrybdz3jty5t7367hreu 299 6 T T NNP work_htfht4hrybdz3jty5t7367hreu 299 7 . . . work_htfht4hrybdz3jty5t7367hreu 300 1 3 3 LS work_htfht4hrybdz3jty5t7367hreu 300 2 . . . work_htfht4hrybdz3jty5t7367hreu 301 1 Repeat repeat NN work_htfht4hrybdz3jty5t7367hreu 301 2 step step NN work_htfht4hrybdz3jty5t7367hreu 301 3 2 2 CD work_htfht4hrybdz3jty5t7367hreu 301 4 until until IN work_htfht4hrybdz3jty5t7367hreu 301 5 no no DT work_htfht4hrybdz3jty5t7367hreu 301 6 more more JJR work_htfht4hrybdz3jty5t7367hreu 301 7 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 301 8 are be VBP work_htfht4hrybdz3jty5t7367hreu 301 9 found find VBN work_htfht4hrybdz3jty5t7367hreu 301 10 . . . work_htfht4hrybdz3jty5t7367hreu 302 1 To to TO work_htfht4hrybdz3jty5t7367hreu 302 2 evaluate evaluate VB work_htfht4hrybdz3jty5t7367hreu 302 3 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 302 4 , , , work_htfht4hrybdz3jty5t7367hreu 302 5 two two CD work_htfht4hrybdz3jty5t7367hreu 302 6 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 302 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 302 8 constructed construct VBN work_htfht4hrybdz3jty5t7367hreu 302 9 . . . work_htfht4hrybdz3jty5t7367hreu 303 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 303 2 devel- devel- VBP work_htfht4hrybdz3jty5t7367hreu 303 3 oped ope VBD work_htfht4hrybdz3jty5t7367hreu 303 4 a a DT work_htfht4hrybdz3jty5t7367hreu 303 5 crawler3 crawler3 NN work_htfht4hrybdz3jty5t7367hreu 303 6 using use VBG work_htfht4hrybdz3jty5t7367hreu 303 7 the the DT work_htfht4hrybdz3jty5t7367hreu 303 8 Twitter4j twitter4j JJ work_htfht4hrybdz3jty5t7367hreu 303 9 toolkit toolkit NNS work_htfht4hrybdz3jty5t7367hreu 303 10 and and CC work_htfht4hrybdz3jty5t7367hreu 303 11 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 303 12 Stream- Stream- NNP work_htfht4hrybdz3jty5t7367hreu 303 13 ing ing NNP work_htfht4hrybdz3jty5t7367hreu 303 14 API4 API4 NNP work_htfht4hrybdz3jty5t7367hreu 303 15 . . . work_htfht4hrybdz3jty5t7367hreu 304 1 The the DT work_htfht4hrybdz3jty5t7367hreu 304 2 crawler crawler NN work_htfht4hrybdz3jty5t7367hreu 304 3 listens listen VBZ work_htfht4hrybdz3jty5t7367hreu 304 4 to to IN work_htfht4hrybdz3jty5t7367hreu 304 5 the the DT work_htfht4hrybdz3jty5t7367hreu 304 6 global global JJ work_htfht4hrybdz3jty5t7367hreu 304 7 timeline timeline NN work_htfht4hrybdz3jty5t7367hreu 304 8 and and CC work_htfht4hrybdz3jty5t7367hreu 304 9 fil- fil- JJ work_htfht4hrybdz3jty5t7367hreu 304 10 ters ter NNS work_htfht4hrybdz3jty5t7367hreu 304 11 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 304 12 with with IN work_htfht4hrybdz3jty5t7367hreu 304 13 specific specific JJ work_htfht4hrybdz3jty5t7367hreu 304 14 keywords keyword NNS work_htfht4hrybdz3jty5t7367hreu 304 15 . . . work_htfht4hrybdz3jty5t7367hreu 305 1 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 305 2 I -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 305 3 contains contain VBZ work_htfht4hrybdz3jty5t7367hreu 305 4 515 515 CD work_htfht4hrybdz3jty5t7367hreu 305 5 , , , work_htfht4hrybdz3jty5t7367hreu 305 6 113 113 CD work_htfht4hrybdz3jty5t7367hreu 305 7 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 305 8 crawled crawl VBD work_htfht4hrybdz3jty5t7367hreu 305 9 using use VBG work_htfht4hrybdz3jty5t7367hreu 305 10 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 305 11 such such JJ work_htfht4hrybdz3jty5t7367hreu 305 12 as as IN work_htfht4hrybdz3jty5t7367hreu 305 13 # # NNP work_htfht4hrybdz3jty5t7367hreu 305 14 EURef EURef NNP work_htfht4hrybdz3jty5t7367hreu 305 15 , , , work_htfht4hrybdz3jty5t7367hreu 305 16 # # $ work_htfht4hrybdz3jty5t7367hreu 305 17 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 305 18 refer- refer- JJ work_htfht4hrybdz3jty5t7367hreu 305 19 endum endum NN work_htfht4hrybdz3jty5t7367hreu 305 20 and and CC work_htfht4hrybdz3jty5t7367hreu 305 21 # # NNP work_htfht4hrybdz3jty5t7367hreu 305 22 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 305 23 , , , work_htfht4hrybdz3jty5t7367hreu 305 24 dated date VBN work_htfht4hrybdz3jty5t7367hreu 305 25 14th-24th 14th-24th NNP work_htfht4hrybdz3jty5t7367hreu 305 26 June June NNP work_htfht4hrybdz3jty5t7367hreu 305 27 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 305 28 . . . work_htfht4hrybdz3jty5t7367hreu 306 1 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 306 2 II II NNP work_htfht4hrybdz3jty5t7367hreu 306 3 contains contain VBZ work_htfht4hrybdz3jty5t7367hreu 306 4 1 1 CD work_htfht4hrybdz3jty5t7367hreu 306 5 , , , work_htfht4hrybdz3jty5t7367hreu 306 6 691 691 CD work_htfht4hrybdz3jty5t7367hreu 306 7 , , , work_htfht4hrybdz3jty5t7367hreu 306 8 294 294 CD work_htfht4hrybdz3jty5t7367hreu 306 9 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 306 10 with with IN work_htfht4hrybdz3jty5t7367hreu 306 11 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 306 12 # # $ work_htfht4hrybdz3jty5t7367hreu 306 13 PresidentElection PresidentElection NNP work_htfht4hrybdz3jty5t7367hreu 306 14 , , , work_htfht4hrybdz3jty5t7367hreu 306 15 # # NNP work_htfht4hrybdz3jty5t7367hreu 306 16 Election2016 Election2016 NNP work_htfht4hrybdz3jty5t7367hreu 306 17 , , , work_htfht4hrybdz3jty5t7367hreu 306 18 # # NNP work_htfht4hrybdz3jty5t7367hreu 306 19 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 306 20 , , , work_htfht4hrybdz3jty5t7367hreu 306 21 # # NNP work_htfht4hrybdz3jty5t7367hreu 306 22 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 306 23 , , , work_htfht4hrybdz3jty5t7367hreu 306 24 dated date VBN work_htfht4hrybdz3jty5t7367hreu 306 25 1st-8th 1st-8th NN work_htfht4hrybdz3jty5t7367hreu 306 26 November November NNP work_htfht4hrybdz3jty5t7367hreu 306 27 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 306 28 . . . work_htfht4hrybdz3jty5t7367hreu 307 1 To to TO work_htfht4hrybdz3jty5t7367hreu 307 2 ensure ensure VB work_htfht4hrybdz3jty5t7367hreu 307 3 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 307 4 with with IN work_htfht4hrybdz3jty5t7367hreu 307 5 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 307 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 307 7 kept keep VBN work_htfht4hrybdz3jty5t7367hreu 307 8 , , , work_htfht4hrybdz3jty5t7367hreu 307 9 a a DT work_htfht4hrybdz3jty5t7367hreu 307 10 rule rule NN work_htfht4hrybdz3jty5t7367hreu 307 11 - - HYPH work_htfht4hrybdz3jty5t7367hreu 307 12 based base VBN work_htfht4hrybdz3jty5t7367hreu 307 13 method method NN work_htfht4hrybdz3jty5t7367hreu 307 14 inspired inspire VBN work_htfht4hrybdz3jty5t7367hreu 307 15 by by IN work_htfht4hrybdz3jty5t7367hreu 307 16 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 307 17 Handler Handler NNP work_htfht4hrybdz3jty5t7367hreu 307 18 et et FW work_htfht4hrybdz3jty5t7367hreu 307 19 al al NNP work_htfht4hrybdz3jty5t7367hreu 307 20 . . NNP work_htfht4hrybdz3jty5t7367hreu 307 21 , , , work_htfht4hrybdz3jty5t7367hreu 307 22 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 307 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 307 24 is be VBZ work_htfht4hrybdz3jty5t7367hreu 307 25 used use VBN work_htfht4hrybdz3jty5t7367hreu 307 26 and and CC work_htfht4hrybdz3jty5t7367hreu 307 27 is be VBZ work_htfht4hrybdz3jty5t7367hreu 307 28 de- de- RB work_htfht4hrybdz3jty5t7367hreu 307 29 scribed scribe VBN work_htfht4hrybdz3jty5t7367hreu 307 30 in in IN work_htfht4hrybdz3jty5t7367hreu 307 31 Algorithm Algorithm NNP work_htfht4hrybdz3jty5t7367hreu 307 32 2 2 CD work_htfht4hrybdz3jty5t7367hreu 307 33 . . . work_htfht4hrybdz3jty5t7367hreu 308 1 The the DT work_htfht4hrybdz3jty5t7367hreu 308 2 process process NN work_htfht4hrybdz3jty5t7367hreu 308 3 runs run VBZ work_htfht4hrybdz3jty5t7367hreu 308 4 iteratively iteratively RB work_htfht4hrybdz3jty5t7367hreu 308 5 until until IN work_htfht4hrybdz3jty5t7367hreu 308 6 no no DT work_htfht4hrybdz3jty5t7367hreu 308 7 more more JJR work_htfht4hrybdz3jty5t7367hreu 308 8 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 308 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 308 10 found find VBN work_htfht4hrybdz3jty5t7367hreu 308 11 . . . work_htfht4hrybdz3jty5t7367hreu 309 1 The the DT work_htfht4hrybdz3jty5t7367hreu 309 2 statistics statistic NNS work_htfht4hrybdz3jty5t7367hreu 309 3 of of IN work_htfht4hrybdz3jty5t7367hreu 309 4 the the DT work_htfht4hrybdz3jty5t7367hreu 309 5 final final JJ work_htfht4hrybdz3jty5t7367hreu 309 6 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 309 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 309 8 shown show VBN work_htfht4hrybdz3jty5t7367hreu 309 9 in in IN work_htfht4hrybdz3jty5t7367hreu 309 10 Table Table NNP work_htfht4hrybdz3jty5t7367hreu 309 11 2 2 CD work_htfht4hrybdz3jty5t7367hreu 309 12 . . . work_htfht4hrybdz3jty5t7367hreu 310 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 310 2 can can MD work_htfht4hrybdz3jty5t7367hreu 310 3 be be VB work_htfht4hrybdz3jty5t7367hreu 310 4 noticed notice VBN work_htfht4hrybdz3jty5t7367hreu 310 5 that that IN work_htfht4hrybdz3jty5t7367hreu 310 6 only only RB work_htfht4hrybdz3jty5t7367hreu 310 7 13.33 13.33 CD work_htfht4hrybdz3jty5t7367hreu 310 8 % % NN work_htfht4hrybdz3jty5t7367hreu 310 9 of of IN work_htfht4hrybdz3jty5t7367hreu 310 10 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 310 11 are be VBP work_htfht4hrybdz3jty5t7367hreu 310 12 kept keep VBN work_htfht4hrybdz3jty5t7367hreu 310 13 in in IN work_htfht4hrybdz3jty5t7367hreu 310 14 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 310 15 I I NNP work_htfht4hrybdz3jty5t7367hreu 310 16 and and CC work_htfht4hrybdz3jty5t7367hreu 310 17 for for IN work_htfht4hrybdz3jty5t7367hreu 310 18 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 310 19 II II NNP work_htfht4hrybdz3jty5t7367hreu 310 20 the the DT work_htfht4hrybdz3jty5t7367hreu 310 21 proportion proportion NN work_htfht4hrybdz3jty5t7367hreu 310 22 is be VBZ work_htfht4hrybdz3jty5t7367hreu 310 23 2.13 2.13 CD work_htfht4hrybdz3jty5t7367hreu 310 24 % % NN work_htfht4hrybdz3jty5t7367hreu 310 25 . . . work_htfht4hrybdz3jty5t7367hreu 311 1 Each each DT work_htfht4hrybdz3jty5t7367hreu 311 2 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 311 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 311 4 pre pre JJ work_htfht4hrybdz3jty5t7367hreu 311 5 - - VBN work_htfht4hrybdz3jty5t7367hreu 311 6 processed process VBN work_htfht4hrybdz3jty5t7367hreu 311 7 by by IN work_htfht4hrybdz3jty5t7367hreu 311 8 removing remove VBG work_htfht4hrybdz3jty5t7367hreu 311 9 common common JJ work_htfht4hrybdz3jty5t7367hreu 311 10 stop stop NN work_htfht4hrybdz3jty5t7367hreu 311 11 words word NNS work_htfht4hrybdz3jty5t7367hreu 311 12 . . . work_htfht4hrybdz3jty5t7367hreu 312 1 No no DT work_htfht4hrybdz3jty5t7367hreu 312 2 stemming stem VBG work_htfht4hrybdz3jty5t7367hreu 312 3 is be VBZ work_htfht4hrybdz3jty5t7367hreu 312 4 used use VBN work_htfht4hrybdz3jty5t7367hreu 312 5 . . . work_htfht4hrybdz3jty5t7367hreu 313 1 Phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 313 2 are be VBP work_htfht4hrybdz3jty5t7367hreu 313 3 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 313 4 based base VBN work_htfht4hrybdz3jty5t7367hreu 313 5 on on IN work_htfht4hrybdz3jty5t7367hreu 313 6 collocation collocation NN work_htfht4hrybdz3jty5t7367hreu 313 7 patterns pattern NNS work_htfht4hrybdz3jty5t7367hreu 313 8 from from IN work_htfht4hrybdz3jty5t7367hreu 313 9 data datum NNS work_htfht4hrybdz3jty5t7367hreu 313 10 using use VBG work_htfht4hrybdz3jty5t7367hreu 313 11 Gensim5 Gensim5 NNP work_htfht4hrybdz3jty5t7367hreu 313 12 . . . work_htfht4hrybdz3jty5t7367hreu 314 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 314 2 perform perform VBP work_htfht4hrybdz3jty5t7367hreu 314 3 Gibbs gibb NNS work_htfht4hrybdz3jty5t7367hreu 314 4 sampling sample VBG work_htfht4hrybdz3jty5t7367hreu 314 5 for for IN work_htfht4hrybdz3jty5t7367hreu 314 6 a a DT work_htfht4hrybdz3jty5t7367hreu 314 7 maximum maximum NN work_htfht4hrybdz3jty5t7367hreu 314 8 of of IN work_htfht4hrybdz3jty5t7367hreu 314 9 10,000 10,000 CD work_htfht4hrybdz3jty5t7367hreu 314 10 iterations iteration NNS work_htfht4hrybdz3jty5t7367hreu 314 11 and and CC work_htfht4hrybdz3jty5t7367hreu 314 12 output output VB work_htfht4hrybdz3jty5t7367hreu 314 13 the the DT work_htfht4hrybdz3jty5t7367hreu 314 14 intermediate intermediate JJ work_htfht4hrybdz3jty5t7367hreu 314 15 results result NNS work_htfht4hrybdz3jty5t7367hreu 314 16 every every DT work_htfht4hrybdz3jty5t7367hreu 314 17 1,000 1,000 CD work_htfht4hrybdz3jty5t7367hreu 314 18 iterations iteration NNS work_htfht4hrybdz3jty5t7367hreu 314 19 . . . work_htfht4hrybdz3jty5t7367hreu 315 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 315 2 usually usually RB work_htfht4hrybdz3jty5t7367hreu 315 3 takes take VBZ work_htfht4hrybdz3jty5t7367hreu 315 4 3https://github.com/somethingx86/EclipseTwitterStreamer 3https://github.com/somethingx86/eclipsetwitterstreamer CD work_htfht4hrybdz3jty5t7367hreu 315 5 4https://developer.twitter.com/en/docs 4https://developer.twitter.com/en/docs CD work_htfht4hrybdz3jty5t7367hreu 315 6 5http://radimrehurek.com/gensim/models/phrases.html 5http://radimrehurek.com/gensim/models/phrases.html CD work_htfht4hrybdz3jty5t7367hreu 315 7 October October NNP work_htfht4hrybdz3jty5t7367hreu 315 8 8 8 CD work_htfht4hrybdz3jty5t7367hreu 315 9 , , , work_htfht4hrybdz3jty5t7367hreu 315 10 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 315 11 https://github.com/somethingx86/EclipseTwitterStreamer https://github.com/somethingx86/eclipsetwitterstreamer ADD work_htfht4hrybdz3jty5t7367hreu 315 12 https://developer.twitter.com/en/docs https://developer.twitter.com/en/docs NNP work_htfht4hrybdz3jty5t7367hreu 315 13 http://radimrehurek.com/gensim/models/phrases.html http://radimrehurek.com/gensim/models/phrases.html NNP work_htfht4hrybdz3jty5t7367hreu 315 14 Table Table NNP work_htfht4hrybdz3jty5t7367hreu 315 15 2 2 CD work_htfht4hrybdz3jty5t7367hreu 315 16 : : : work_htfht4hrybdz3jty5t7367hreu 315 17 Statistics statistic NNS work_htfht4hrybdz3jty5t7367hreu 315 18 of of IN work_htfht4hrybdz3jty5t7367hreu 315 19 the the DT work_htfht4hrybdz3jty5t7367hreu 315 20 two two CD work_htfht4hrybdz3jty5t7367hreu 315 21 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 315 22 . . . work_htfht4hrybdz3jty5t7367hreu 316 1 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 316 2 Property Property NNP work_htfht4hrybdz3jty5t7367hreu 316 3 Value Value NNP work_htfht4hrybdz3jty5t7367hreu 316 4 I -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 316 5 # # $ work_htfht4hrybdz3jty5t7367hreu 316 6 tweets tweet VBZ work_htfht4hrybdz3jty5t7367hreu 316 7 68,672 68,672 CD work_htfht4hrybdz3jty5t7367hreu 316 8 # # $ work_htfht4hrybdz3jty5t7367hreu 316 9 unigram unigram JJ work_htfht4hrybdz3jty5t7367hreu 316 10 tokens token VBZ work_htfht4hrybdz3jty5t7367hreu 316 11 1,219,484 1,219,484 CD work_htfht4hrybdz3jty5t7367hreu 316 12 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 316 13 size size NN work_htfht4hrybdz3jty5t7367hreu 316 14 31,149 31,149 CD work_htfht4hrybdz3jty5t7367hreu 316 15 II ii CD work_htfht4hrybdz3jty5t7367hreu 316 16 # # CD work_htfht4hrybdz3jty5t7367hreu 316 17 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 316 18 36,013 36,013 CD work_htfht4hrybdz3jty5t7367hreu 316 19 # # $ work_htfht4hrybdz3jty5t7367hreu 316 20 unigram unigram JJ work_htfht4hrybdz3jty5t7367hreu 316 21 tokens token NNS work_htfht4hrybdz3jty5t7367hreu 316 22 591,620 591,620 CD work_htfht4hrybdz3jty5t7367hreu 316 23 vocabulary vocabulary JJ work_htfht4hrybdz3jty5t7367hreu 316 24 size size NN work_htfht4hrybdz3jty5t7367hreu 316 25 21,595 21,595 CD work_htfht4hrybdz3jty5t7367hreu 316 26 around around IN work_htfht4hrybdz3jty5t7367hreu 316 27 1,000 1,000 CD work_htfht4hrybdz3jty5t7367hreu 316 28 iterations iteration NNS work_htfht4hrybdz3jty5t7367hreu 316 29 to to TO work_htfht4hrybdz3jty5t7367hreu 316 30 reach reach VB work_htfht4hrybdz3jty5t7367hreu 316 31 a a DT work_htfht4hrybdz3jty5t7367hreu 316 32 stationary stationary JJ work_htfht4hrybdz3jty5t7367hreu 316 33 status status NN work_htfht4hrybdz3jty5t7367hreu 316 34 when when WRB work_htfht4hrybdz3jty5t7367hreu 316 35 the the DT work_htfht4hrybdz3jty5t7367hreu 316 36 topic topic NN work_htfht4hrybdz3jty5t7367hreu 316 37 topology topology NN work_htfht4hrybdz3jty5t7367hreu 316 38 and and CC work_htfht4hrybdz3jty5t7367hreu 316 39 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 316 40 - - HYPH work_htfht4hrybdz3jty5t7367hreu 316 41 topic topic NN work_htfht4hrybdz3jty5t7367hreu 316 42 associations association NNS work_htfht4hrybdz3jty5t7367hreu 316 43 no no RB work_htfht4hrybdz3jty5t7367hreu 316 44 longer long RBR work_htfht4hrybdz3jty5t7367hreu 316 45 change change VBP work_htfht4hrybdz3jty5t7367hreu 316 46 , , , work_htfht4hrybdz3jty5t7367hreu 316 47 which which WDT work_htfht4hrybdz3jty5t7367hreu 316 48 can can MD work_htfht4hrybdz3jty5t7367hreu 316 49 be be VB work_htfht4hrybdz3jty5t7367hreu 316 50 visualized visualize VBN work_htfht4hrybdz3jty5t7367hreu 316 51 using use VBG work_htfht4hrybdz3jty5t7367hreu 316 52 a a DT work_htfht4hrybdz3jty5t7367hreu 316 53 tree tree NN work_htfht4hrybdz3jty5t7367hreu 316 54 structure structure NN work_htfht4hrybdz3jty5t7367hreu 316 55 . . . work_htfht4hrybdz3jty5t7367hreu 317 1 4.2 4.2 CD work_htfht4hrybdz3jty5t7367hreu 317 2 . . . work_htfht4hrybdz3jty5t7367hreu 318 1 Methods method NNS work_htfht4hrybdz3jty5t7367hreu 318 2 for for IN work_htfht4hrybdz3jty5t7367hreu 318 3 Comparison Comparison NNP work_htfht4hrybdz3jty5t7367hreu 318 4 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 318 5 compare compare VBP work_htfht4hrybdz3jty5t7367hreu 318 6 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 318 7 model model NN work_htfht4hrybdz3jty5t7367hreu 318 8 with with IN work_htfht4hrybdz3jty5t7367hreu 318 9 the the DT work_htfht4hrybdz3jty5t7367hreu 318 10 following follow VBG work_htfht4hrybdz3jty5t7367hreu 318 11 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 318 12 which which WDT work_htfht4hrybdz3jty5t7367hreu 318 13 can can MD work_htfht4hrybdz3jty5t7367hreu 318 14 generate generate VB work_htfht4hrybdz3jty5t7367hreu 318 15 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 318 16 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 318 17 : : : work_htfht4hrybdz3jty5t7367hreu 318 18 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 318 19 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 318 20 Constructing construct VBG work_htfht4hrybdz3jty5t7367hreu 318 21 A a DT work_htfht4hrybdz3jty5t7367hreu 318 22 Topical topical JJ work_htfht4hrybdz3jty5t7367hreu 318 23 HierarchY hierarchy NN work_htfht4hrybdz3jty5t7367hreu 318 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 318 25 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 318 26 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 318 27 et et NNP work_htfht4hrybdz3jty5t7367hreu 318 28 al al NNP work_htfht4hrybdz3jty5t7367hreu 318 29 . . NNP work_htfht4hrybdz3jty5t7367hreu 318 30 , , , work_htfht4hrybdz3jty5t7367hreu 318 31 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 318 32 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 318 33 builds build VBZ work_htfht4hrybdz3jty5t7367hreu 318 34 a a DT work_htfht4hrybdz3jty5t7367hreu 318 35 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 318 36 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 318 37 where where WRB work_htfht4hrybdz3jty5t7367hreu 318 38 each each DT work_htfht4hrybdz3jty5t7367hreu 318 39 topic topic NN work_htfht4hrybdz3jty5t7367hreu 318 40 is be VBZ work_htfht4hrybdz3jty5t7367hreu 318 41 represented represent VBN work_htfht4hrybdz3jty5t7367hreu 318 42 as as IN work_htfht4hrybdz3jty5t7367hreu 318 43 a a DT work_htfht4hrybdz3jty5t7367hreu 318 44 set set NN work_htfht4hrybdz3jty5t7367hreu 318 45 of of IN work_htfht4hrybdz3jty5t7367hreu 318 46 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 318 47 . . . work_htfht4hrybdz3jty5t7367hreu 319 1 A a DT work_htfht4hrybdz3jty5t7367hreu 319 2 term term NN work_htfht4hrybdz3jty5t7367hreu 319 3 co co NN work_htfht4hrybdz3jty5t7367hreu 319 4 - - JJ work_htfht4hrybdz3jty5t7367hreu 319 5 occurrence occurrence JJ work_htfht4hrybdz3jty5t7367hreu 319 6 network network NN work_htfht4hrybdz3jty5t7367hreu 319 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 319 8 first first RB work_htfht4hrybdz3jty5t7367hreu 319 9 con- con- NN work_htfht4hrybdz3jty5t7367hreu 319 10 structed structe VBN work_htfht4hrybdz3jty5t7367hreu 319 11 using use VBG work_htfht4hrybdz3jty5t7367hreu 319 12 the the DT work_htfht4hrybdz3jty5t7367hreu 319 13 Frequent Frequent NNP work_htfht4hrybdz3jty5t7367hreu 319 14 Pattern Pattern NNP work_htfht4hrybdz3jty5t7367hreu 319 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 319 16 FP)-growth fp)-growth CD work_htfht4hrybdz3jty5t7367hreu 319 17 algorithm algorithm NN work_htfht4hrybdz3jty5t7367hreu 319 18 . . . work_htfht4hrybdz3jty5t7367hreu 320 1 The the DT work_htfht4hrybdz3jty5t7367hreu 320 2 network network NN work_htfht4hrybdz3jty5t7367hreu 320 3 edges edge NNS work_htfht4hrybdz3jty5t7367hreu 320 4 are be VBP work_htfht4hrybdz3jty5t7367hreu 320 5 clustered cluster VBN work_htfht4hrybdz3jty5t7367hreu 320 6 according accord VBG work_htfht4hrybdz3jty5t7367hreu 320 7 to to IN work_htfht4hrybdz3jty5t7367hreu 320 8 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 320 9 associated associated JJ work_htfht4hrybdz3jty5t7367hreu 320 10 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 320 11 to to TO work_htfht4hrybdz3jty5t7367hreu 320 12 obtain obtain VB work_htfht4hrybdz3jty5t7367hreu 320 13 a a DT work_htfht4hrybdz3jty5t7367hreu 320 14 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 320 15 of of IN work_htfht4hrybdz3jty5t7367hreu 320 16 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 320 17 . . . work_htfht4hrybdz3jty5t7367hreu 321 1 In in IN work_htfht4hrybdz3jty5t7367hreu 321 2 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 321 3 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 321 4 , , , work_htfht4hrybdz3jty5t7367hreu 321 5 the the DT work_htfht4hrybdz3jty5t7367hreu 321 6 hierar- hierar- NN work_htfht4hrybdz3jty5t7367hreu 321 7 chy chy NN work_htfht4hrybdz3jty5t7367hreu 321 8 depth depth NN work_htfht4hrybdz3jty5t7367hreu 321 9 is be VBZ work_htfht4hrybdz3jty5t7367hreu 321 10 set set VBN work_htfht4hrybdz3jty5t7367hreu 321 11 to to IN work_htfht4hrybdz3jty5t7367hreu 321 12 3 3 CD work_htfht4hrybdz3jty5t7367hreu 321 13 , , , work_htfht4hrybdz3jty5t7367hreu 321 14 the the DT work_htfht4hrybdz3jty5t7367hreu 321 15 cluster cluster NN work_htfht4hrybdz3jty5t7367hreu 321 16 number number NN work_htfht4hrybdz3jty5t7367hreu 321 17 is be VBZ work_htfht4hrybdz3jty5t7367hreu 321 18 set set VBN work_htfht4hrybdz3jty5t7367hreu 321 19 to to IN work_htfht4hrybdz3jty5t7367hreu 321 20 2 2 CD work_htfht4hrybdz3jty5t7367hreu 321 21 for for IN work_htfht4hrybdz3jty5t7367hreu 321 22 level level NN work_htfht4hrybdz3jty5t7367hreu 321 23 2 2 CD work_htfht4hrybdz3jty5t7367hreu 321 24 and and CC work_htfht4hrybdz3jty5t7367hreu 321 25 4 4 CD work_htfht4hrybdz3jty5t7367hreu 321 26 for for IN work_htfht4hrybdz3jty5t7367hreu 321 27 level level NN work_htfht4hrybdz3jty5t7367hreu 321 28 3 3 CD work_htfht4hrybdz3jty5t7367hreu 321 29 . . . work_htfht4hrybdz3jty5t7367hreu 322 1 Other other JJ work_htfht4hrybdz3jty5t7367hreu 322 2 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 322 3 settings setting NNS work_htfht4hrybdz3jty5t7367hreu 322 4 follow follow VBP work_htfht4hrybdz3jty5t7367hreu 322 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 322 6 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 322 7 et et NNP work_htfht4hrybdz3jty5t7367hreu 322 8 al al NNP work_htfht4hrybdz3jty5t7367hreu 322 9 . . NNP work_htfht4hrybdz3jty5t7367hreu 322 10 , , , work_htfht4hrybdz3jty5t7367hreu 322 11 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 322 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 322 13 . . . work_htfht4hrybdz3jty5t7367hreu 323 1 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 323 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 323 3 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 323 4 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 323 5 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 323 6 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 323 7 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 323 8 et et FW work_htfht4hrybdz3jty5t7367hreu 323 9 al al NNP work_htfht4hrybdz3jty5t7367hreu 323 10 . . NNP work_htfht4hrybdz3jty5t7367hreu 323 11 , , , work_htfht4hrybdz3jty5t7367hreu 323 12 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 323 13 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 323 14 assumes assume VBZ work_htfht4hrybdz3jty5t7367hreu 323 15 that that IN work_htfht4hrybdz3jty5t7367hreu 323 16 each each DT work_htfht4hrybdz3jty5t7367hreu 323 17 document document NN work_htfht4hrybdz3jty5t7367hreu 323 18 is be VBZ work_htfht4hrybdz3jty5t7367hreu 323 19 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 323 20 by by IN work_htfht4hrybdz3jty5t7367hreu 323 21 drawing draw VBG work_htfht4hrybdz3jty5t7367hreu 323 22 an an DT work_htfht4hrybdz3jty5t7367hreu 323 23 infinite infinite JJ work_htfht4hrybdz3jty5t7367hreu 323 24 L l NN work_htfht4hrybdz3jty5t7367hreu 323 25 - - HYPH work_htfht4hrybdz3jty5t7367hreu 323 26 level level NN work_htfht4hrybdz3jty5t7367hreu 323 27 path path NN work_htfht4hrybdz3jty5t7367hreu 323 28 ac- ac- RB work_htfht4hrybdz3jty5t7367hreu 323 29 cording cord VBG work_htfht4hrybdz3jty5t7367hreu 323 30 to to IN work_htfht4hrybdz3jty5t7367hreu 323 31 the the DT work_htfht4hrybdz3jty5t7367hreu 323 32 nCRP ncrp NN work_htfht4hrybdz3jty5t7367hreu 323 33 prior prior RB work_htfht4hrybdz3jty5t7367hreu 323 34 , , , work_htfht4hrybdz3jty5t7367hreu 323 35 and and CC work_htfht4hrybdz3jty5t7367hreu 323 36 drawing draw VBG work_htfht4hrybdz3jty5t7367hreu 323 37 a a DT work_htfht4hrybdz3jty5t7367hreu 323 38 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 323 39 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 323 40 over over IN work_htfht4hrybdz3jty5t7367hreu 323 41 levels level NNS work_htfht4hrybdz3jty5t7367hreu 323 42 in in IN work_htfht4hrybdz3jty5t7367hreu 323 43 the the DT work_htfht4hrybdz3jty5t7367hreu 323 44 path path NN work_htfht4hrybdz3jty5t7367hreu 323 45 according accord VBG work_htfht4hrybdz3jty5t7367hreu 323 46 to to IN work_htfht4hrybdz3jty5t7367hreu 323 47 a a DT work_htfht4hrybdz3jty5t7367hreu 323 48 stick stick NN work_htfht4hrybdz3jty5t7367hreu 323 49 - - HYPH work_htfht4hrybdz3jty5t7367hreu 323 50 breaking break VBG work_htfht4hrybdz3jty5t7367hreu 323 51 process process NN work_htfht4hrybdz3jty5t7367hreu 323 52 . . . work_htfht4hrybdz3jty5t7367hreu 324 1 Words word NNS work_htfht4hrybdz3jty5t7367hreu 324 2 are be VBP work_htfht4hrybdz3jty5t7367hreu 324 3 drawn draw VBN work_htfht4hrybdz3jty5t7367hreu 324 4 from from IN work_htfht4hrybdz3jty5t7367hreu 324 5 the the DT work_htfht4hrybdz3jty5t7367hreu 324 6 L l NN work_htfht4hrybdz3jty5t7367hreu 324 7 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 324 8 which which WDT work_htfht4hrybdz3jty5t7367hreu 324 9 are be VBP work_htfht4hrybdz3jty5t7367hreu 324 10 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 324 11 with with IN work_htfht4hrybdz3jty5t7367hreu 324 12 the the DT work_htfht4hrybdz3jty5t7367hreu 324 13 restaurants restaurant NNS work_htfht4hrybdz3jty5t7367hreu 324 14 along along IN work_htfht4hrybdz3jty5t7367hreu 324 15 that that DT work_htfht4hrybdz3jty5t7367hreu 324 16 path path NN work_htfht4hrybdz3jty5t7367hreu 324 17 . . . work_htfht4hrybdz3jty5t7367hreu 325 1 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 325 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 325 3 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 325 4 Aspect Aspect NNP work_htfht4hrybdz3jty5t7367hreu 325 5 - - HYPH work_htfht4hrybdz3jty5t7367hreu 325 6 Sentiment Sentiment NNP work_htfht4hrybdz3jty5t7367hreu 325 7 Model Model NNP work_htfht4hrybdz3jty5t7367hreu 325 8 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 325 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 325 10 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 325 11 et et FW work_htfht4hrybdz3jty5t7367hreu 325 12 al al NNP work_htfht4hrybdz3jty5t7367hreu 325 13 . . NNP work_htfht4hrybdz3jty5t7367hreu 325 14 , , , work_htfht4hrybdz3jty5t7367hreu 325 15 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 325 16 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 325 17 produces produce VBZ work_htfht4hrybdz3jty5t7367hreu 325 18 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 325 19 aspects aspect NNS work_htfht4hrybdz3jty5t7367hreu 325 20 in in IN work_htfht4hrybdz3jty5t7367hreu 325 21 which which WDT work_htfht4hrybdz3jty5t7367hreu 325 22 each each DT work_htfht4hrybdz3jty5t7367hreu 325 23 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 325 24 is be VBZ work_htfht4hrybdz3jty5t7367hreu 325 25 as- as- RB work_htfht4hrybdz3jty5t7367hreu 325 26 sociated sociate VBN work_htfht4hrybdz3jty5t7367hreu 325 27 with with IN work_htfht4hrybdz3jty5t7367hreu 325 28 positive positive JJ work_htfht4hrybdz3jty5t7367hreu 325 29 , , , work_htfht4hrybdz3jty5t7367hreu 325 30 negative negative JJ work_htfht4hrybdz3jty5t7367hreu 325 31 or or CC work_htfht4hrybdz3jty5t7367hreu 325 32 neutral neutral JJ work_htfht4hrybdz3jty5t7367hreu 325 33 polarities polarity NNS work_htfht4hrybdz3jty5t7367hreu 325 34 . . . work_htfht4hrybdz3jty5t7367hreu 326 1 The the DT work_htfht4hrybdz3jty5t7367hreu 326 2 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 326 3 hidden hide VBN work_htfht4hrybdz3jty5t7367hreu 326 4 variable variable NN work_htfht4hrybdz3jty5t7367hreu 326 5 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 326 6 an an DT work_htfht4hrybdz3jty5t7367hreu 326 7 rCRP rcrp NN work_htfht4hrybdz3jty5t7367hreu 326 8 . . . work_htfht4hrybdz3jty5t7367hreu 327 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 327 2 use use VBP work_htfht4hrybdz3jty5t7367hreu 327 3 the the DT work_htfht4hrybdz3jty5t7367hreu 327 4 default default NN work_htfht4hrybdz3jty5t7367hreu 327 5 parame- parame- NN work_htfht4hrybdz3jty5t7367hreu 327 6 ter ter NN work_htfht4hrybdz3jty5t7367hreu 327 7 settings setting NNS work_htfht4hrybdz3jty5t7367hreu 327 8 in in IN work_htfht4hrybdz3jty5t7367hreu 327 9 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 327 10 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 327 11 . . . work_htfht4hrybdz3jty5t7367hreu 328 1 Note note VB work_htfht4hrybdz3jty5t7367hreu 328 2 that that IN work_htfht4hrybdz3jty5t7367hreu 328 3 the the DT work_htfht4hrybdz3jty5t7367hreu 328 4 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 328 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 328 6 knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 328 7 from from IN work_htfht4hrybdz3jty5t7367hreu 328 8 some some DT work_htfht4hrybdz3jty5t7367hreu 328 9 common common JJ work_htfht4hrybdz3jty5t7367hreu 328 10 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 328 11 seed seed NN work_htfht4hrybdz3jty5t7367hreu 328 12 words word NNS work_htfht4hrybdz3jty5t7367hreu 328 13 is be VBZ work_htfht4hrybdz3jty5t7367hreu 328 14 used use VBN work_htfht4hrybdz3jty5t7367hreu 328 15 to to TO work_htfht4hrybdz3jty5t7367hreu 328 16 set set VB work_htfht4hrybdz3jty5t7367hreu 328 17 the the DT work_htfht4hrybdz3jty5t7367hreu 328 18 asymmetric asymmetric JJ work_htfht4hrybdz3jty5t7367hreu 328 19 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 328 20 prior prior RB work_htfht4hrybdz3jty5t7367hreu 328 21 for for IN work_htfht4hrybdz3jty5t7367hreu 328 22 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 328 23 - - HYPH work_htfht4hrybdz3jty5t7367hreu 328 24 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 328 25 - - HYPH work_htfht4hrybdz3jty5t7367hreu 328 26 word word NN work_htfht4hrybdz3jty5t7367hreu 328 27 distributions distribution NNS work_htfht4hrybdz3jty5t7367hreu 328 28 in in IN work_htfht4hrybdz3jty5t7367hreu 328 29 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 328 30 . . . work_htfht4hrybdz3jty5t7367hreu 329 1 In in IN work_htfht4hrybdz3jty5t7367hreu 329 2 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 329 3 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 329 4 , , , work_htfht4hrybdz3jty5t7367hreu 329 5 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 329 6 default default NN work_htfht4hrybdz3jty5t7367hreu 329 7 senti- senti- NN work_htfht4hrybdz3jty5t7367hreu 329 8 ment ment JJ work_htfht4hrybdz3jty5t7367hreu 329 9 lexicon lexicon NNP work_htfht4hrybdz3jty5t7367hreu 329 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 329 11 replaced replace VBN work_htfht4hrybdz3jty5t7367hreu 329 12 by by IN work_htfht4hrybdz3jty5t7367hreu 329 13 Sentiment140Lex6 Sentiment140Lex6 NNP work_htfht4hrybdz3jty5t7367hreu 329 14 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 329 15 Mohammad Mohammad NNP work_htfht4hrybdz3jty5t7367hreu 329 16 et et NNP work_htfht4hrybdz3jty5t7367hreu 329 17 al al NNP work_htfht4hrybdz3jty5t7367hreu 329 18 . . NNP work_htfht4hrybdz3jty5t7367hreu 329 19 , , , work_htfht4hrybdz3jty5t7367hreu 329 20 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 329 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 329 22 which which WDT work_htfht4hrybdz3jty5t7367hreu 329 23 was be VBD work_htfht4hrybdz3jty5t7367hreu 329 24 specifically specifically RB work_htfht4hrybdz3jty5t7367hreu 329 25 constructed construct VBN work_htfht4hrybdz3jty5t7367hreu 329 26 for for IN work_htfht4hrybdz3jty5t7367hreu 329 27 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 329 28 sen- sen- NN work_htfht4hrybdz3jty5t7367hreu 329 29 timent timent JJ work_htfht4hrybdz3jty5t7367hreu 329 30 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 329 31 . . . work_htfht4hrybdz3jty5t7367hreu 330 1 For for IN work_htfht4hrybdz3jty5t7367hreu 330 2 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 330 3 , , , work_htfht4hrybdz3jty5t7367hreu 330 4 the the DT work_htfht4hrybdz3jty5t7367hreu 330 5 parameter parameter NN work_htfht4hrybdz3jty5t7367hreu 330 6 settings setting NNS work_htfht4hrybdz3jty5t7367hreu 330 7 are be VBP work_htfht4hrybdz3jty5t7367hreu 330 8 : : : work_htfht4hrybdz3jty5t7367hreu 330 9 λ λ NNP work_htfht4hrybdz3jty5t7367hreu 330 10 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 11 0.5 0.5 CD work_htfht4hrybdz3jty5t7367hreu 330 12 , , , work_htfht4hrybdz3jty5t7367hreu 330 13 γ γ NNP work_htfht4hrybdz3jty5t7367hreu 330 14 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 15 0.5 0.5 CD work_htfht4hrybdz3jty5t7367hreu 330 16 , , , work_htfht4hrybdz3jty5t7367hreu 330 17 α α LS work_htfht4hrybdz3jty5t7367hreu 330 18 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 19 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 330 20 0.75 0.75 CD work_htfht4hrybdz3jty5t7367hreu 330 21 , , , work_htfht4hrybdz3jty5t7367hreu 330 22 0.15 0.15 CD work_htfht4hrybdz3jty5t7367hreu 330 23 , , , work_htfht4hrybdz3jty5t7367hreu 330 24 0.075 0.075 CD work_htfht4hrybdz3jty5t7367hreu 330 25 , , , work_htfht4hrybdz3jty5t7367hreu 330 26 0.025 0.025 CD work_htfht4hrybdz3jty5t7367hreu 330 27 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 330 28 , , , work_htfht4hrybdz3jty5t7367hreu 330 29 au au NNP work_htfht4hrybdz3jty5t7367hreu 330 30 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 31 0.8 0.8 CD work_htfht4hrybdz3jty5t7367hreu 330 32 , , , work_htfht4hrybdz3jty5t7367hreu 330 33 bu bu NNP work_htfht4hrybdz3jty5t7367hreu 330 34 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 35 1 1 CD work_htfht4hrybdz3jty5t7367hreu 330 36 for for IN work_htfht4hrybdz3jty5t7367hreu 330 37 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 330 38 , , , work_htfht4hrybdz3jty5t7367hreu 330 39 the the DT work_htfht4hrybdz3jty5t7367hreu 330 40 maximum maximum JJ work_htfht4hrybdz3jty5t7367hreu 330 41 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 330 42 length length NN work_htfht4hrybdz3jty5t7367hreu 330 43 U U NNP work_htfht4hrybdz3jty5t7367hreu 330 44 = = SYM work_htfht4hrybdz3jty5t7367hreu 330 45 3 3 CD work_htfht4hrybdz3jty5t7367hreu 330 46 . . . work_htfht4hrybdz3jty5t7367hreu 331 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 331 2 only only RB work_htfht4hrybdz3jty5t7367hreu 331 3 keep keep VBP work_htfht4hrybdz3jty5t7367hreu 331 4 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 331 5 which which WDT work_htfht4hrybdz3jty5t7367hreu 331 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 331 7 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 331 8 with with IN work_htfht4hrybdz3jty5t7367hreu 331 9 at at RB work_htfht4hrybdz3jty5t7367hreu 331 10 least least JJS work_htfht4hrybdz3jty5t7367hreu 331 11 1,000 1,000 CD work_htfht4hrybdz3jty5t7367hreu 331 12 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 331 13 . . . work_htfht4hrybdz3jty5t7367hreu 332 1 4.3 4.3 LS work_htfht4hrybdz3jty5t7367hreu 332 2 . . . work_htfht4hrybdz3jty5t7367hreu 333 1 Topic topic JJ work_htfht4hrybdz3jty5t7367hreu 333 2 Coherence Coherence NNP work_htfht4hrybdz3jty5t7367hreu 333 3 Various various JJ work_htfht4hrybdz3jty5t7367hreu 333 4 measures measure NNS work_htfht4hrybdz3jty5t7367hreu 333 5 have have VBP work_htfht4hrybdz3jty5t7367hreu 333 6 been be VBN work_htfht4hrybdz3jty5t7367hreu 333 7 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 333 8 to to TO work_htfht4hrybdz3jty5t7367hreu 333 9 evaluate evaluate VB work_htfht4hrybdz3jty5t7367hreu 333 10 the the DT work_htfht4hrybdz3jty5t7367hreu 333 11 qual- qual- JJ work_htfht4hrybdz3jty5t7367hreu 333 12 ity ity NN work_htfht4hrybdz3jty5t7367hreu 333 13 of of IN work_htfht4hrybdz3jty5t7367hreu 333 14 the the DT work_htfht4hrybdz3jty5t7367hreu 333 15 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 333 16 discovered discover VBD work_htfht4hrybdz3jty5t7367hreu 333 17 . . . work_htfht4hrybdz3jty5t7367hreu 334 1 Newman Newman NNP work_htfht4hrybdz3jty5t7367hreu 334 2 et et FW work_htfht4hrybdz3jty5t7367hreu 334 3 al al NNP work_htfht4hrybdz3jty5t7367hreu 334 4 . . . work_htfht4hrybdz3jty5t7367hreu 335 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 335 2 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 335 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 335 4 found find VBD work_htfht4hrybdz3jty5t7367hreu 335 5 that that IN work_htfht4hrybdz3jty5t7367hreu 335 6 the the DT work_htfht4hrybdz3jty5t7367hreu 335 7 pointwise pointwise NN work_htfht4hrybdz3jty5t7367hreu 335 8 mutual mutual JJ work_htfht4hrybdz3jty5t7367hreu 335 9 information information NN work_htfht4hrybdz3jty5t7367hreu 335 10 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 335 11 PMI PMI NNP work_htfht4hrybdz3jty5t7367hreu 335 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 335 13 of of IN work_htfht4hrybdz3jty5t7367hreu 335 14 all all DT work_htfht4hrybdz3jty5t7367hreu 335 15 word word NN work_htfht4hrybdz3jty5t7367hreu 335 16 pairs pair NNS work_htfht4hrybdz3jty5t7367hreu 335 17 in in IN work_htfht4hrybdz3jty5t7367hreu 335 18 a a DT work_htfht4hrybdz3jty5t7367hreu 335 19 6http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1 6http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1 NNP work_htfht4hrybdz3jty5t7367hreu 335 20 . . . work_htfht4hrybdz3jty5t7367hreu 336 1 zip zip NNP work_htfht4hrybdz3jty5t7367hreu 336 2 topic topic NNP work_htfht4hrybdz3jty5t7367hreu 336 3 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 336 4 top top JJ work_htfht4hrybdz3jty5t7367hreu 336 5 ten ten CD work_htfht4hrybdz3jty5t7367hreu 336 6 words word NNS work_htfht4hrybdz3jty5t7367hreu 336 7 coincides coincide VBZ work_htfht4hrybdz3jty5t7367hreu 336 8 well well RB work_htfht4hrybdz3jty5t7367hreu 336 9 with with IN work_htfht4hrybdz3jty5t7367hreu 336 10 human human JJ work_htfht4hrybdz3jty5t7367hreu 336 11 judgements judgement NNS work_htfht4hrybdz3jty5t7367hreu 336 12 . . . work_htfht4hrybdz3jty5t7367hreu 337 1 PMI PMI NNP work_htfht4hrybdz3jty5t7367hreu 337 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 337 3 defined define VBN work_htfht4hrybdz3jty5t7367hreu 337 4 as as IN work_htfht4hrybdz3jty5t7367hreu 337 5 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 337 6 : : : work_htfht4hrybdz3jty5t7367hreu 337 7 PMI(wi PMI(wi NNP work_htfht4hrybdz3jty5t7367hreu 337 8 , , , work_htfht4hrybdz3jty5t7367hreu 337 9 w w NNP work_htfht4hrybdz3jty5t7367hreu 337 10 j j NNP work_htfht4hrybdz3jty5t7367hreu 337 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 12 = = NFP work_htfht4hrybdz3jty5t7367hreu 337 13 log log NNP work_htfht4hrybdz3jty5t7367hreu 337 14 p(wi p(wi NNP work_htfht4hrybdz3jty5t7367hreu 337 15 , , , work_htfht4hrybdz3jty5t7367hreu 337 16 w w NNP work_htfht4hrybdz3jty5t7367hreu 337 17 j j NNP work_htfht4hrybdz3jty5t7367hreu 337 18 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 19 p(wi p(wi NNP work_htfht4hrybdz3jty5t7367hreu 337 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 21 p(w p(w NNP work_htfht4hrybdz3jty5t7367hreu 337 22 j j NNP work_htfht4hrybdz3jty5t7367hreu 337 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 24 , , , work_htfht4hrybdz3jty5t7367hreu 337 25 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 337 26 4 4 LS work_htfht4hrybdz3jty5t7367hreu 337 27 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 28 where where WRB work_htfht4hrybdz3jty5t7367hreu 337 29 p(wi p(wi NNP work_htfht4hrybdz3jty5t7367hreu 337 30 , , , work_htfht4hrybdz3jty5t7367hreu 337 31 w w NNP work_htfht4hrybdz3jty5t7367hreu 337 32 j j NNP work_htfht4hrybdz3jty5t7367hreu 337 33 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 337 34 is be VBZ work_htfht4hrybdz3jty5t7367hreu 337 35 the the DT work_htfht4hrybdz3jty5t7367hreu 337 36 co co JJ work_htfht4hrybdz3jty5t7367hreu 337 37 - - JJ work_htfht4hrybdz3jty5t7367hreu 337 38 occurrence occurrence JJ work_htfht4hrybdz3jty5t7367hreu 337 39 likelihood likelihood NN work_htfht4hrybdz3jty5t7367hreu 337 40 of of IN work_htfht4hrybdz3jty5t7367hreu 337 41 two two CD work_htfht4hrybdz3jty5t7367hreu 337 42 words word NNS work_htfht4hrybdz3jty5t7367hreu 337 43 . . . work_htfht4hrybdz3jty5t7367hreu 338 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 338 2 can can MD work_htfht4hrybdz3jty5t7367hreu 338 3 be be VB work_htfht4hrybdz3jty5t7367hreu 338 4 estimated estimate VBN work_htfht4hrybdz3jty5t7367hreu 338 5 by by IN work_htfht4hrybdz3jty5t7367hreu 338 6 counting count VBG work_htfht4hrybdz3jty5t7367hreu 338 7 the the DT work_htfht4hrybdz3jty5t7367hreu 338 8 co co NN work_htfht4hrybdz3jty5t7367hreu 338 9 - - NN work_htfht4hrybdz3jty5t7367hreu 338 10 occurrence occurrence NN work_htfht4hrybdz3jty5t7367hreu 338 11 of of IN work_htfht4hrybdz3jty5t7367hreu 338 12 the the DT work_htfht4hrybdz3jty5t7367hreu 338 13 word word NN work_htfht4hrybdz3jty5t7367hreu 338 14 pair pair NN work_htfht4hrybdz3jty5t7367hreu 338 15 in in IN work_htfht4hrybdz3jty5t7367hreu 338 16 sliding slide VBG work_htfht4hrybdz3jty5t7367hreu 338 17 windows window NNS work_htfht4hrybdz3jty5t7367hreu 338 18 in in IN work_htfht4hrybdz3jty5t7367hreu 338 19 an an DT work_htfht4hrybdz3jty5t7367hreu 338 20 external external JJ work_htfht4hrybdz3jty5t7367hreu 338 21 large large JJ work_htfht4hrybdz3jty5t7367hreu 338 22 meta meta JJ work_htfht4hrybdz3jty5t7367hreu 338 23 - - HYPH work_htfht4hrybdz3jty5t7367hreu 338 24 document document NN work_htfht4hrybdz3jty5t7367hreu 338 25 . . . work_htfht4hrybdz3jty5t7367hreu 339 1 Röder Röder NNP work_htfht4hrybdz3jty5t7367hreu 339 2 et et NNP work_htfht4hrybdz3jty5t7367hreu 339 3 . . . work_htfht4hrybdz3jty5t7367hreu 340 1 al al NNP work_htfht4hrybdz3jty5t7367hreu 340 2 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 340 3 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 340 4 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 340 5 studied study VBD work_htfht4hrybdz3jty5t7367hreu 340 6 the the DT work_htfht4hrybdz3jty5t7367hreu 340 7 known know VBN work_htfht4hrybdz3jty5t7367hreu 340 8 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 340 9 measures measure NNS work_htfht4hrybdz3jty5t7367hreu 340 10 and and CC work_htfht4hrybdz3jty5t7367hreu 340 11 pro- pro- NN work_htfht4hrybdz3jty5t7367hreu 340 12 posed pose VBD work_htfht4hrybdz3jty5t7367hreu 340 13 a a DT work_htfht4hrybdz3jty5t7367hreu 340 14 new new JJ work_htfht4hrybdz3jty5t7367hreu 340 15 measure measure NN work_htfht4hrybdz3jty5t7367hreu 340 16 which which WDT work_htfht4hrybdz3jty5t7367hreu 340 17 was be VBD work_htfht4hrybdz3jty5t7367hreu 340 18 a a DT work_htfht4hrybdz3jty5t7367hreu 340 19 combination combination NN work_htfht4hrybdz3jty5t7367hreu 340 20 of of IN work_htfht4hrybdz3jty5t7367hreu 340 21 some some DT work_htfht4hrybdz3jty5t7367hreu 340 22 exist- exist- NN work_htfht4hrybdz3jty5t7367hreu 340 23 ing ing NN work_htfht4hrybdz3jty5t7367hreu 340 24 ones one NNS work_htfht4hrybdz3jty5t7367hreu 340 25 . . . work_htfht4hrybdz3jty5t7367hreu 341 1 Particularly particularly RB work_htfht4hrybdz3jty5t7367hreu 341 2 , , , work_htfht4hrybdz3jty5t7367hreu 341 3 this this DT work_htfht4hrybdz3jty5t7367hreu 341 4 metric metric JJ work_htfht4hrybdz3jty5t7367hreu 341 5 first first JJ work_htfht4hrybdz3jty5t7367hreu 341 6 retrieves retrieve VBZ work_htfht4hrybdz3jty5t7367hreu 341 7 co co NN work_htfht4hrybdz3jty5t7367hreu 341 8 - - NN work_htfht4hrybdz3jty5t7367hreu 341 9 occurrence occurrence JJ work_htfht4hrybdz3jty5t7367hreu 341 10 counts count VBZ work_htfht4hrybdz3jty5t7367hreu 341 11 for for IN work_htfht4hrybdz3jty5t7367hreu 341 12 the the DT work_htfht4hrybdz3jty5t7367hreu 341 13 given give VBN work_htfht4hrybdz3jty5t7367hreu 341 14 words word NNS work_htfht4hrybdz3jty5t7367hreu 341 15 using use VBG work_htfht4hrybdz3jty5t7367hreu 341 16 a a DT work_htfht4hrybdz3jty5t7367hreu 341 17 sliding slide VBG work_htfht4hrybdz3jty5t7367hreu 341 18 window window NN work_htfht4hrybdz3jty5t7367hreu 341 19 of of IN work_htfht4hrybdz3jty5t7367hreu 341 20 size size NN work_htfht4hrybdz3jty5t7367hreu 341 21 110 110 CD work_htfht4hrybdz3jty5t7367hreu 341 22 in in IN work_htfht4hrybdz3jty5t7367hreu 341 23 Wikipedia Wikipedia NNP work_htfht4hrybdz3jty5t7367hreu 341 24 . . . work_htfht4hrybdz3jty5t7367hreu 342 1 For for IN work_htfht4hrybdz3jty5t7367hreu 342 2 each each DT work_htfht4hrybdz3jty5t7367hreu 342 3 top top JJ work_htfht4hrybdz3jty5t7367hreu 342 4 word word NN work_htfht4hrybdz3jty5t7367hreu 342 5 a a DT work_htfht4hrybdz3jty5t7367hreu 342 6 vector vector NN work_htfht4hrybdz3jty5t7367hreu 342 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 342 8 built build VBN work_htfht4hrybdz3jty5t7367hreu 342 9 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 342 10 compo- compo- NN work_htfht4hrybdz3jty5t7367hreu 342 11 nents nent NNS work_htfht4hrybdz3jty5t7367hreu 342 12 are be VBP work_htfht4hrybdz3jty5t7367hreu 342 13 the the DT work_htfht4hrybdz3jty5t7367hreu 342 14 normalized normalized JJ work_htfht4hrybdz3jty5t7367hreu 342 15 Point Point NNP work_htfht4hrybdz3jty5t7367hreu 342 16 - - HYPH work_htfht4hrybdz3jty5t7367hreu 342 17 wise wise JJ work_htfht4hrybdz3jty5t7367hreu 342 18 Mutual mutual JJ work_htfht4hrybdz3jty5t7367hreu 342 19 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 342 20 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 342 21 PMI PMI NNP work_htfht4hrybdz3jty5t7367hreu 342 22 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 342 23 between between IN work_htfht4hrybdz3jty5t7367hreu 342 24 the the DT work_htfht4hrybdz3jty5t7367hreu 342 25 word word NN work_htfht4hrybdz3jty5t7367hreu 342 26 and and CC work_htfht4hrybdz3jty5t7367hreu 342 27 every every DT work_htfht4hrybdz3jty5t7367hreu 342 28 other other JJ work_htfht4hrybdz3jty5t7367hreu 342 29 top top JJ work_htfht4hrybdz3jty5t7367hreu 342 30 words word NNS work_htfht4hrybdz3jty5t7367hreu 342 31 . . . work_htfht4hrybdz3jty5t7367hreu 343 1 The the DT work_htfht4hrybdz3jty5t7367hreu 343 2 arithmetic arithmetic JJ work_htfht4hrybdz3jty5t7367hreu 343 3 mean mean NN work_htfht4hrybdz3jty5t7367hreu 343 4 of of IN work_htfht4hrybdz3jty5t7367hreu 343 5 all all DT work_htfht4hrybdz3jty5t7367hreu 343 6 vector vector NN work_htfht4hrybdz3jty5t7367hreu 343 7 pairs pair NNS work_htfht4hrybdz3jty5t7367hreu 343 8 ’ ’ POS work_htfht4hrybdz3jty5t7367hreu 343 9 cosine cosine NN work_htfht4hrybdz3jty5t7367hreu 343 10 similarity similarity NN work_htfht4hrybdz3jty5t7367hreu 343 11 is be VBZ work_htfht4hrybdz3jty5t7367hreu 343 12 treated treat VBN work_htfht4hrybdz3jty5t7367hreu 343 13 as as IN work_htfht4hrybdz3jty5t7367hreu 343 14 the the DT work_htfht4hrybdz3jty5t7367hreu 343 15 co- co- JJ work_htfht4hrybdz3jty5t7367hreu 343 16 herence herence NN work_htfht4hrybdz3jty5t7367hreu 343 17 measure measure NN work_htfht4hrybdz3jty5t7367hreu 343 18 of of IN work_htfht4hrybdz3jty5t7367hreu 343 19 a a DT work_htfht4hrybdz3jty5t7367hreu 343 20 given give VBN work_htfht4hrybdz3jty5t7367hreu 343 21 topic topic NN work_htfht4hrybdz3jty5t7367hreu 343 22 . . . work_htfht4hrybdz3jty5t7367hreu 344 1 I -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 344 2 II II NNP work_htfht4hrybdz3jty5t7367hreu 344 3 Dataset dataset NN work_htfht4hrybdz3jty5t7367hreu 344 4 0.30 0.30 CD work_htfht4hrybdz3jty5t7367hreu 344 5 0.35 0.35 CD work_htfht4hrybdz3jty5t7367hreu 344 6 0.40 0.40 CD work_htfht4hrybdz3jty5t7367hreu 344 7 0.45 0.45 CD work_htfht4hrybdz3jty5t7367hreu 344 8 0.50 0.50 CD work_htfht4hrybdz3jty5t7367hreu 344 9 T t NN work_htfht4hrybdz3jty5t7367hreu 344 10 o o NN work_htfht4hrybdz3jty5t7367hreu 344 11 p p NN work_htfht4hrybdz3jty5t7367hreu 344 12 ic ic NNP work_htfht4hrybdz3jty5t7367hreu 344 13 C C NNP work_htfht4hrybdz3jty5t7367hreu 344 14 o o NN work_htfht4hrybdz3jty5t7367hreu 344 15 h h NNP work_htfht4hrybdz3jty5t7367hreu 344 16 e e NN work_htfht4hrybdz3jty5t7367hreu 344 17 re re NN work_htfht4hrybdz3jty5t7367hreu 344 18 n n CC work_htfht4hrybdz3jty5t7367hreu 344 19 c c NN work_htfht4hrybdz3jty5t7367hreu 344 20 e e CD work_htfht4hrybdz3jty5t7367hreu 344 21 0.3796 0.3796 CD work_htfht4hrybdz3jty5t7367hreu 344 22 0.4033 0.4033 CD work_htfht4hrybdz3jty5t7367hreu 344 23 0.3979 0.3979 CD work_htfht4hrybdz3jty5t7367hreu 344 24 0.4269 0.4269 CD work_htfht4hrybdz3jty5t7367hreu 344 25 0.3946 0.3946 CD work_htfht4hrybdz3jty5t7367hreu 344 26 0.4151 0.4151 CD work_htfht4hrybdz3jty5t7367hreu 344 27 0.4207 0.4207 CD work_htfht4hrybdz3jty5t7367hreu 344 28 0.4383 0.4383 CD work_htfht4hrybdz3jty5t7367hreu 344 29 CATHY cathy NN work_htfht4hrybdz3jty5t7367hreu 344 30 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 344 31 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 344 32 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 344 33 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 344 34 4 4 CD work_htfht4hrybdz3jty5t7367hreu 344 35 : : : work_htfht4hrybdz3jty5t7367hreu 344 36 Topic topic NN work_htfht4hrybdz3jty5t7367hreu 344 37 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 344 38 on on IN work_htfht4hrybdz3jty5t7367hreu 344 39 two two CD work_htfht4hrybdz3jty5t7367hreu 344 40 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 344 41 . . . work_htfht4hrybdz3jty5t7367hreu 345 1 Following follow VBG work_htfht4hrybdz3jty5t7367hreu 345 2 the the DT work_htfht4hrybdz3jty5t7367hreu 345 3 measure measure NN work_htfht4hrybdz3jty5t7367hreu 345 4 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 345 5 in in RB work_htfht4hrybdz3jty5t7367hreu 345 6 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 345 7 Röder Röder NNP work_htfht4hrybdz3jty5t7367hreu 345 8 et et FW work_htfht4hrybdz3jty5t7367hreu 345 9 al al NNP work_htfht4hrybdz3jty5t7367hreu 345 10 . . NNP work_htfht4hrybdz3jty5t7367hreu 345 11 , , , work_htfht4hrybdz3jty5t7367hreu 345 12 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 345 13 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 345 14 , , , work_htfht4hrybdz3jty5t7367hreu 345 15 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 345 16 report report VBP work_htfht4hrybdz3jty5t7367hreu 345 17 the the DT work_htfht4hrybdz3jty5t7367hreu 345 18 average average JJ work_htfht4hrybdz3jty5t7367hreu 345 19 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 345 20 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 345 21 scores score NNS work_htfht4hrybdz3jty5t7367hreu 345 22 computed compute VBD work_htfht4hrybdz3jty5t7367hreu 345 23 on on IN work_htfht4hrybdz3jty5t7367hreu 345 24 the the DT work_htfht4hrybdz3jty5t7367hreu 345 25 top top JJ work_htfht4hrybdz3jty5t7367hreu 345 26 10 10 CD work_htfht4hrybdz3jty5t7367hreu 345 27 words word NNS work_htfht4hrybdz3jty5t7367hreu 345 28 / / SYM work_htfht4hrybdz3jty5t7367hreu 345 29 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 345 30 of of IN work_htfht4hrybdz3jty5t7367hreu 345 31 each each DT work_htfht4hrybdz3jty5t7367hreu 345 32 topic topic NN work_htfht4hrybdz3jty5t7367hreu 345 33 which which WDT work_htfht4hrybdz3jty5t7367hreu 345 34 is be VBZ work_htfht4hrybdz3jty5t7367hreu 345 35 shown show VBN work_htfht4hrybdz3jty5t7367hreu 345 36 in in IN work_htfht4hrybdz3jty5t7367hreu 345 37 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 345 38 4 4 CD work_htfht4hrybdz3jty5t7367hreu 345 39 . . . work_htfht4hrybdz3jty5t7367hreu 346 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 346 2 can can MD work_htfht4hrybdz3jty5t7367hreu 346 3 be be VB work_htfht4hrybdz3jty5t7367hreu 346 4 observed observe VBN work_htfht4hrybdz3jty5t7367hreu 346 5 that that IN work_htfht4hrybdz3jty5t7367hreu 346 6 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 346 7 scores score VBZ work_htfht4hrybdz3jty5t7367hreu 346 8 the the DT work_htfht4hrybdz3jty5t7367hreu 346 9 lowest low JJS work_htfht4hrybdz3jty5t7367hreu 346 10 compared compare VBN work_htfht4hrybdz3jty5t7367hreu 346 11 to to IN work_htfht4hrybdz3jty5t7367hreu 346 12 the the DT work_htfht4hrybdz3jty5t7367hreu 346 13 other other JJ work_htfht4hrybdz3jty5t7367hreu 346 14 three three CD work_htfht4hrybdz3jty5t7367hreu 346 15 methods method NNS work_htfht4hrybdz3jty5t7367hreu 346 16 on on IN work_htfht4hrybdz3jty5t7367hreu 346 17 both both DT work_htfht4hrybdz3jty5t7367hreu 346 18 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 346 19 . . . work_htfht4hrybdz3jty5t7367hreu 347 1 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 347 2 gives give VBZ work_htfht4hrybdz3jty5t7367hreu 347 3 better well JJR work_htfht4hrybdz3jty5t7367hreu 347 4 results result NNS work_htfht4hrybdz3jty5t7367hreu 347 5 compared compare VBN work_htfht4hrybdz3jty5t7367hreu 347 6 to to IN work_htfht4hrybdz3jty5t7367hreu 347 7 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 347 8 . . . work_htfht4hrybdz3jty5t7367hreu 348 1 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 348 2 outperforms outperform VBZ work_htfht4hrybdz3jty5t7367hreu 348 3 all all PDT work_htfht4hrybdz3jty5t7367hreu 348 4 the the DT work_htfht4hrybdz3jty5t7367hreu 348 5 other other JJ work_htfht4hrybdz3jty5t7367hreu 348 6 methods method NNS work_htfht4hrybdz3jty5t7367hreu 348 7 and and CC work_htfht4hrybdz3jty5t7367hreu 348 8 the the DT work_htfht4hrybdz3jty5t7367hreu 348 9 improvement improvement NN work_htfht4hrybdz3jty5t7367hreu 348 10 over over IN work_htfht4hrybdz3jty5t7367hreu 348 11 the the DT work_htfht4hrybdz3jty5t7367hreu 348 12 second second JJ work_htfht4hrybdz3jty5t7367hreu 348 13 best good JJS work_htfht4hrybdz3jty5t7367hreu 348 14 performing performing NN work_htfht4hrybdz3jty5t7367hreu 348 15 model model NN work_htfht4hrybdz3jty5t7367hreu 348 16 , , , work_htfht4hrybdz3jty5t7367hreu 348 17 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 348 18 , , , work_htfht4hrybdz3jty5t7367hreu 348 19 is be VBZ work_htfht4hrybdz3jty5t7367hreu 348 20 more more RBR work_htfht4hrybdz3jty5t7367hreu 348 21 prominent prominent JJ work_htfht4hrybdz3jty5t7367hreu 348 22 on on IN work_htfht4hrybdz3jty5t7367hreu 348 23 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 348 24 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 349 1 4.4 4.4 CD work_htfht4hrybdz3jty5t7367hreu 349 2 . . . work_htfht4hrybdz3jty5t7367hreu 350 1 Stance stance NN work_htfht4hrybdz3jty5t7367hreu 350 2 Classification Classification NNP work_htfht4hrybdz3jty5t7367hreu 350 3 Some some DT work_htfht4hrybdz3jty5t7367hreu 350 4 previous previous JJ work_htfht4hrybdz3jty5t7367hreu 350 5 studies study NNS work_htfht4hrybdz3jty5t7367hreu 350 6 used use VBD work_htfht4hrybdz3jty5t7367hreu 350 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 350 8 models model NNS work_htfht4hrybdz3jty5t7367hreu 350 9 to to TO work_htfht4hrybdz3jty5t7367hreu 350 10 perform perform VB work_htfht4hrybdz3jty5t7367hreu 350 11 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 350 12 / / SYM work_htfht4hrybdz3jty5t7367hreu 350 13 stance stance NN work_htfht4hrybdz3jty5t7367hreu 350 14 classification classification NN work_htfht4hrybdz3jty5t7367hreu 350 15 and and CC work_htfht4hrybdz3jty5t7367hreu 350 16 achieved achieve VBN work_htfht4hrybdz3jty5t7367hreu 350 17 comparable comparable JJ work_htfht4hrybdz3jty5t7367hreu 350 18 re- re- JJ work_htfht4hrybdz3jty5t7367hreu 350 19 sults sult NNS work_htfht4hrybdz3jty5t7367hreu 350 20 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 350 21 Trabelsi Trabelsi NNP work_htfht4hrybdz3jty5t7367hreu 350 22 and and CC work_htfht4hrybdz3jty5t7367hreu 350 23 Zaıane Zaıane NNP work_htfht4hrybdz3jty5t7367hreu 350 24 , , , work_htfht4hrybdz3jty5t7367hreu 350 25 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 350 26 ; ; : work_htfht4hrybdz3jty5t7367hreu 350 27 Thonet Thonet NNP work_htfht4hrybdz3jty5t7367hreu 350 28 et et FW work_htfht4hrybdz3jty5t7367hreu 350 29 al al NNP work_htfht4hrybdz3jty5t7367hreu 350 30 . . NNP work_htfht4hrybdz3jty5t7367hreu 350 31 , , , work_htfht4hrybdz3jty5t7367hreu 350 32 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 350 33 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 350 34 . . . work_htfht4hrybdz3jty5t7367hreu 351 1 Apart apart RB work_htfht4hrybdz3jty5t7367hreu 351 2 from from IN work_htfht4hrybdz3jty5t7367hreu 351 3 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 351 4 and and CC work_htfht4hrybdz3jty5t7367hreu 351 5 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 351 6 , , , work_htfht4hrybdz3jty5t7367hreu 351 7 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 351 8 select select VBP work_htfht4hrybdz3jty5t7367hreu 351 9 two two CD work_htfht4hrybdz3jty5t7367hreu 351 10 more more JJR work_htfht4hrybdz3jty5t7367hreu 351 11 baselines baseline NNS work_htfht4hrybdz3jty5t7367hreu 351 12 which which WDT work_htfht4hrybdz3jty5t7367hreu 351 13 can can MD work_htfht4hrybdz3jty5t7367hreu 351 14 output output VB work_htfht4hrybdz3jty5t7367hreu 351 15 document document NN work_htfht4hrybdz3jty5t7367hreu 351 16 - - HYPH work_htfht4hrybdz3jty5t7367hreu 351 17 level level NN work_htfht4hrybdz3jty5t7367hreu 351 18 stance stance NN work_htfht4hrybdz3jty5t7367hreu 351 19 labels label NNS work_htfht4hrybdz3jty5t7367hreu 351 20 : : : work_htfht4hrybdz3jty5t7367hreu 351 21 VODUM VODUM NNP work_htfht4hrybdz3jty5t7367hreu 351 22 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 351 23 Viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 351 24 and and CC work_htfht4hrybdz3jty5t7367hreu 351 25 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 351 26 Discovery Discovery NNP work_htfht4hrybdz3jty5t7367hreu 351 27 Unification Unification NNP work_htfht4hrybdz3jty5t7367hreu 351 28 Model Model NNP work_htfht4hrybdz3jty5t7367hreu 351 29 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 351 30 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 351 31 Thonet Thonet NNP work_htfht4hrybdz3jty5t7367hreu 351 32 et et FW work_htfht4hrybdz3jty5t7367hreu 351 33 al al NNP work_htfht4hrybdz3jty5t7367hreu 351 34 . . NNP work_htfht4hrybdz3jty5t7367hreu 351 35 , , , work_htfht4hrybdz3jty5t7367hreu 351 36 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 351 37 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 351 38 assumes assume VBZ work_htfht4hrybdz3jty5t7367hreu 351 39 nouns noun NNS work_htfht4hrybdz3jty5t7367hreu 351 40 are be VBP work_htfht4hrybdz3jty5t7367hreu 351 41 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 351 42 words word NNS work_htfht4hrybdz3jty5t7367hreu 351 43 and and CC work_htfht4hrybdz3jty5t7367hreu 351 44 adjectives adjective NNS work_htfht4hrybdz3jty5t7367hreu 351 45 , , , work_htfht4hrybdz3jty5t7367hreu 351 46 verbs verb NNS work_htfht4hrybdz3jty5t7367hreu 351 47 and and CC work_htfht4hrybdz3jty5t7367hreu 351 48 adverbs adverb NNS work_htfht4hrybdz3jty5t7367hreu 351 49 are be VBP work_htfht4hrybdz3jty5t7367hreu 351 50 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 351 51 words word NNS work_htfht4hrybdz3jty5t7367hreu 351 52 . . . work_htfht4hrybdz3jty5t7367hreu 352 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 352 2 uses use VBZ work_htfht4hrybdz3jty5t7367hreu 352 3 dif- dif- CC work_htfht4hrybdz3jty5t7367hreu 352 4 ferent ferent JJ work_htfht4hrybdz3jty5t7367hreu 352 5 generative generative JJ work_htfht4hrybdz3jty5t7367hreu 352 6 routes route NNS work_htfht4hrybdz3jty5t7367hreu 352 7 to to TO work_htfht4hrybdz3jty5t7367hreu 352 8 generate generate VB work_htfht4hrybdz3jty5t7367hreu 352 9 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 352 10 words word NNS work_htfht4hrybdz3jty5t7367hreu 352 11 and and CC work_htfht4hrybdz3jty5t7367hreu 352 12 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 352 13 words word NNS work_htfht4hrybdz3jty5t7367hreu 352 14 . . . work_htfht4hrybdz3jty5t7367hreu 353 1 Their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 353 2 model model NN work_htfht4hrybdz3jty5t7367hreu 353 3 associates associate VBZ work_htfht4hrybdz3jty5t7367hreu 353 4 a a DT work_htfht4hrybdz3jty5t7367hreu 353 5 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 353 6 label label NN work_htfht4hrybdz3jty5t7367hreu 353 7 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 353 8 equivalent equivalent JJ work_htfht4hrybdz3jty5t7367hreu 353 9 to to IN work_htfht4hrybdz3jty5t7367hreu 353 10 a a DT work_htfht4hrybdz3jty5t7367hreu 353 11 stance stance NN work_htfht4hrybdz3jty5t7367hreu 353 12 label label NN work_htfht4hrybdz3jty5t7367hreu 353 13 here here RB work_htfht4hrybdz3jty5t7367hreu 353 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 353 15 with with IN work_htfht4hrybdz3jty5t7367hreu 353 16 each each DT work_htfht4hrybdz3jty5t7367hreu 353 17 document document NN work_htfht4hrybdz3jty5t7367hreu 353 18 . . . work_htfht4hrybdz3jty5t7367hreu 354 1 October October NNP work_htfht4hrybdz3jty5t7367hreu 354 2 8 8 CD work_htfht4hrybdz3jty5t7367hreu 354 3 , , , work_htfht4hrybdz3jty5t7367hreu 354 4 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 354 5 http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1.zip http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1.zip NNP work_htfht4hrybdz3jty5t7367hreu 354 6 http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1.zip http://www.saifmohammad.com/Lexicons/Sentiment140-Lexicon-v0.1.zip NNP work_htfht4hrybdz3jty5t7367hreu 354 7 sLDA slda NN work_htfht4hrybdz3jty5t7367hreu 354 8 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 354 9 Supervised Supervised NNP work_htfht4hrybdz3jty5t7367hreu 354 10 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 354 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 354 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 354 13 Mcauliffe Mcauliffe NNP work_htfht4hrybdz3jty5t7367hreu 354 14 and and CC work_htfht4hrybdz3jty5t7367hreu 354 15 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 354 16 , , , work_htfht4hrybdz3jty5t7367hreu 354 17 2008 2008 CD work_htfht4hrybdz3jty5t7367hreu 354 18 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 354 19 modified modify VBN work_htfht4hrybdz3jty5t7367hreu 354 20 LDA LDA NNP work_htfht4hrybdz3jty5t7367hreu 354 21 by by IN work_htfht4hrybdz3jty5t7367hreu 354 22 adding add VBG work_htfht4hrybdz3jty5t7367hreu 354 23 an an DT work_htfht4hrybdz3jty5t7367hreu 354 24 observed observed JJ work_htfht4hrybdz3jty5t7367hreu 354 25 response response NN work_htfht4hrybdz3jty5t7367hreu 354 26 variable variable JJ work_htfht4hrybdz3jty5t7367hreu 354 27 to to IN work_htfht4hrybdz3jty5t7367hreu 354 28 each each DT work_htfht4hrybdz3jty5t7367hreu 354 29 docu- docu- NN work_htfht4hrybdz3jty5t7367hreu 354 30 ment ment NN work_htfht4hrybdz3jty5t7367hreu 354 31 , , , work_htfht4hrybdz3jty5t7367hreu 354 32 which which WDT work_htfht4hrybdz3jty5t7367hreu 354 33 follows follow VBZ work_htfht4hrybdz3jty5t7367hreu 354 34 a a DT work_htfht4hrybdz3jty5t7367hreu 354 35 Gaussian gaussian JJ work_htfht4hrybdz3jty5t7367hreu 354 36 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 354 37 whose whose WP$ work_htfht4hrybdz3jty5t7367hreu 354 38 mean mean NN work_htfht4hrybdz3jty5t7367hreu 354 39 is be VBZ work_htfht4hrybdz3jty5t7367hreu 354 40 the the DT work_htfht4hrybdz3jty5t7367hreu 354 41 averaged average VBN work_htfht4hrybdz3jty5t7367hreu 354 42 weighed weigh VBN work_htfht4hrybdz3jty5t7367hreu 354 43 sum sum NN work_htfht4hrybdz3jty5t7367hreu 354 44 of of IN work_htfht4hrybdz3jty5t7367hreu 354 45 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 354 46 assignments assignment NNS work_htfht4hrybdz3jty5t7367hreu 354 47 of of IN work_htfht4hrybdz3jty5t7367hreu 354 48 all all PDT work_htfht4hrybdz3jty5t7367hreu 354 49 the the DT work_htfht4hrybdz3jty5t7367hreu 354 50 docu- docu- NN work_htfht4hrybdz3jty5t7367hreu 354 51 ment ment NN work_htfht4hrybdz3jty5t7367hreu 354 52 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 354 53 tokens token NNS work_htfht4hrybdz3jty5t7367hreu 354 54 . . . work_htfht4hrybdz3jty5t7367hreu 355 1 To to TO work_htfht4hrybdz3jty5t7367hreu 355 2 obtain obtain VB work_htfht4hrybdz3jty5t7367hreu 355 3 the the DT work_htfht4hrybdz3jty5t7367hreu 355 4 ground ground NN work_htfht4hrybdz3jty5t7367hreu 355 5 - - HYPH work_htfht4hrybdz3jty5t7367hreu 355 6 truth truth NN work_htfht4hrybdz3jty5t7367hreu 355 7 for for IN work_htfht4hrybdz3jty5t7367hreu 355 8 the the DT work_htfht4hrybdz3jty5t7367hreu 355 9 evaluation evaluation NN work_htfht4hrybdz3jty5t7367hreu 355 10 of of IN work_htfht4hrybdz3jty5t7367hreu 355 11 stance stance NN work_htfht4hrybdz3jty5t7367hreu 355 12 clas- clas- NNP work_htfht4hrybdz3jty5t7367hreu 355 13 sification sification NNP work_htfht4hrybdz3jty5t7367hreu 355 14 , , , work_htfht4hrybdz3jty5t7367hreu 355 15 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 355 16 hired hire VBD work_htfht4hrybdz3jty5t7367hreu 355 17 three three CD work_htfht4hrybdz3jty5t7367hreu 355 18 senior senior JJ work_htfht4hrybdz3jty5t7367hreu 355 19 undergraduate undergraduate JJ work_htfht4hrybdz3jty5t7367hreu 355 20 students student NNS work_htfht4hrybdz3jty5t7367hreu 355 21 , , , work_htfht4hrybdz3jty5t7367hreu 355 22 who who WP work_htfht4hrybdz3jty5t7367hreu 355 23 worked work VBD work_htfht4hrybdz3jty5t7367hreu 355 24 on on IN work_htfht4hrybdz3jty5t7367hreu 355 25 NLP NLP NNP work_htfht4hrybdz3jty5t7367hreu 355 26 - - HYPH work_htfht4hrybdz3jty5t7367hreu 355 27 related relate VBN work_htfht4hrybdz3jty5t7367hreu 355 28 final final JJ work_htfht4hrybdz3jty5t7367hreu 355 29 - - HYPH work_htfht4hrybdz3jty5t7367hreu 355 30 year year NN work_htfht4hrybdz3jty5t7367hreu 355 31 projects project NNS work_htfht4hrybdz3jty5t7367hreu 355 32 , , , work_htfht4hrybdz3jty5t7367hreu 355 33 to to TO work_htfht4hrybdz3jty5t7367hreu 355 34 manually manually RB work_htfht4hrybdz3jty5t7367hreu 355 35 anno- anno- VB work_htfht4hrybdz3jty5t7367hreu 355 36 tate tate NNP work_htfht4hrybdz3jty5t7367hreu 355 37 some some DT work_htfht4hrybdz3jty5t7367hreu 355 38 randomly randomly RB work_htfht4hrybdz3jty5t7367hreu 355 39 selected select VBN work_htfht4hrybdz3jty5t7367hreu 355 40 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 355 41 from from IN work_htfht4hrybdz3jty5t7367hreu 355 42 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 355 43 II II NNP work_htfht4hrybdz3jty5t7367hreu 355 44 . . . work_htfht4hrybdz3jty5t7367hreu 356 1 Tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 356 2 were be VBD work_htfht4hrybdz3jty5t7367hreu 356 3 discarded discard VBN work_htfht4hrybdz3jty5t7367hreu 356 4 if if IN work_htfht4hrybdz3jty5t7367hreu 356 5 there there EX work_htfht4hrybdz3jty5t7367hreu 356 6 were be VBD work_htfht4hrybdz3jty5t7367hreu 356 7 disagreement disagreement NN work_htfht4hrybdz3jty5t7367hreu 356 8 among among IN work_htfht4hrybdz3jty5t7367hreu 356 9 the the DT work_htfht4hrybdz3jty5t7367hreu 356 10 annota- annota- JJ work_htfht4hrybdz3jty5t7367hreu 356 11 tors tor NNS work_htfht4hrybdz3jty5t7367hreu 356 12 . . . work_htfht4hrybdz3jty5t7367hreu 357 1 In in IN work_htfht4hrybdz3jty5t7367hreu 357 2 total total JJ work_htfht4hrybdz3jty5t7367hreu 357 3 , , , work_htfht4hrybdz3jty5t7367hreu 357 4 80 80 CD work_htfht4hrybdz3jty5t7367hreu 357 5 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 357 6 were be VBD work_htfht4hrybdz3jty5t7367hreu 357 7 discarded discard VBN work_htfht4hrybdz3jty5t7367hreu 357 8 . . . work_htfht4hrybdz3jty5t7367hreu 358 1 In in IN work_htfht4hrybdz3jty5t7367hreu 358 2 the the DT work_htfht4hrybdz3jty5t7367hreu 358 3 end end NN work_htfht4hrybdz3jty5t7367hreu 358 4 , , , work_htfht4hrybdz3jty5t7367hreu 358 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 358 6 kept keep VBD work_htfht4hrybdz3jty5t7367hreu 358 7 a a DT work_htfht4hrybdz3jty5t7367hreu 358 8 to- to- XX work_htfht4hrybdz3jty5t7367hreu 358 9 tal tal NN work_htfht4hrybdz3jty5t7367hreu 358 10 of of IN work_htfht4hrybdz3jty5t7367hreu 358 11 1,000 1,000 CD work_htfht4hrybdz3jty5t7367hreu 358 12 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 358 13 which which WDT work_htfht4hrybdz3jty5t7367hreu 358 14 consists consist VBZ work_htfht4hrybdz3jty5t7367hreu 358 15 of of IN work_htfht4hrybdz3jty5t7367hreu 358 16 748 748 CD work_htfht4hrybdz3jty5t7367hreu 358 17 positive positive JJ work_htfht4hrybdz3jty5t7367hreu 358 18 and and CC work_htfht4hrybdz3jty5t7367hreu 358 19 252 252 CD work_htfht4hrybdz3jty5t7367hreu 358 20 neg- neg- RB work_htfht4hrybdz3jty5t7367hreu 358 21 ative ative JJ work_htfht4hrybdz3jty5t7367hreu 358 22 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 358 23 . . . work_htfht4hrybdz3jty5t7367hreu 359 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 359 2 compare compare VBP work_htfht4hrybdz3jty5t7367hreu 359 3 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 359 4 with with IN work_htfht4hrybdz3jty5t7367hreu 359 5 baselines baseline NNS work_htfht4hrybdz3jty5t7367hreu 359 6 on on IN work_htfht4hrybdz3jty5t7367hreu 359 7 this this DT work_htfht4hrybdz3jty5t7367hreu 359 8 dataset dataset NN work_htfht4hrybdz3jty5t7367hreu 359 9 for for IN work_htfht4hrybdz3jty5t7367hreu 359 10 stance stance NN work_htfht4hrybdz3jty5t7367hreu 359 11 classification classification NN work_htfht4hrybdz3jty5t7367hreu 359 12 . . . work_htfht4hrybdz3jty5t7367hreu 360 1 For for IN work_htfht4hrybdz3jty5t7367hreu 360 2 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 360 3 , , , work_htfht4hrybdz3jty5t7367hreu 360 4 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 360 5 use use VBP work_htfht4hrybdz3jty5t7367hreu 360 6 the the DT work_htfht4hrybdz3jty5t7367hreu 360 7 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 360 8 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 360 9 for for IN work_htfht4hrybdz3jty5t7367hreu 360 10 stance stance NN work_htfht4hrybdz3jty5t7367hreu 360 11 classification classification NN work_htfht4hrybdz3jty5t7367hreu 360 12 . . . work_htfht4hrybdz3jty5t7367hreu 361 1 For for IN work_htfht4hrybdz3jty5t7367hreu 361 2 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 361 3 , , , work_htfht4hrybdz3jty5t7367hreu 361 4 there there EX work_htfht4hrybdz3jty5t7367hreu 361 5 is be VBZ work_htfht4hrybdz3jty5t7367hreu 361 6 no no DT work_htfht4hrybdz3jty5t7367hreu 361 7 restriction restriction NN work_htfht4hrybdz3jty5t7367hreu 361 8 on on IN work_htfht4hrybdz3jty5t7367hreu 361 9 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 361 10 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 361 11 topic topic NN work_htfht4hrybdz3jty5t7367hreu 361 12 number number NN work_htfht4hrybdz3jty5t7367hreu 361 13 and and CC work_htfht4hrybdz3jty5t7367hreu 361 14 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 361 15 manually manually RB work_htfht4hrybdz3jty5t7367hreu 361 16 go go VBP work_htfht4hrybdz3jty5t7367hreu 361 17 through through IN work_htfht4hrybdz3jty5t7367hreu 361 18 all all PDT work_htfht4hrybdz3jty5t7367hreu 361 19 the the DT work_htfht4hrybdz3jty5t7367hreu 361 20 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 361 21 in in IN work_htfht4hrybdz3jty5t7367hreu 361 22 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 361 23 to to TO work_htfht4hrybdz3jty5t7367hreu 361 24 identify identify VB work_htfht4hrybdz3jty5t7367hreu 361 25 the the DT work_htfht4hrybdz3jty5t7367hreu 361 26 likely likely JJ work_htfht4hrybdz3jty5t7367hreu 361 27 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 361 28 Support Support NNP work_htfht4hrybdz3jty5t7367hreu 361 29 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 361 30 and and CC work_htfht4hrybdz3jty5t7367hreu 361 31 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 361 32 Oppose oppose VB work_htfht4hrybdz3jty5t7367hreu 361 33 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 361 34 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 361 35 . . . work_htfht4hrybdz3jty5t7367hreu 362 1 Afterwards afterwards RB work_htfht4hrybdz3jty5t7367hreu 362 2 , , , work_htfht4hrybdz3jty5t7367hreu 362 3 each each DT work_htfht4hrybdz3jty5t7367hreu 362 4 document document NN work_htfht4hrybdz3jty5t7367hreu 362 5 ’s ’s POS work_htfht4hrybdz3jty5t7367hreu 362 6 stance stance NN work_htfht4hrybdz3jty5t7367hreu 362 7 can can MD work_htfht4hrybdz3jty5t7367hreu 362 8 be be VB work_htfht4hrybdz3jty5t7367hreu 362 9 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 362 10 accord- accord- NN work_htfht4hrybdz3jty5t7367hreu 362 11 ingly ingly RB work_htfht4hrybdz3jty5t7367hreu 362 12 . . . work_htfht4hrybdz3jty5t7367hreu 363 1 For for IN work_htfht4hrybdz3jty5t7367hreu 363 2 VODUM vodum NN work_htfht4hrybdz3jty5t7367hreu 363 3 , , , work_htfht4hrybdz3jty5t7367hreu 363 4 the the DT work_htfht4hrybdz3jty5t7367hreu 363 5 number number NN work_htfht4hrybdz3jty5t7367hreu 363 6 of of IN work_htfht4hrybdz3jty5t7367hreu 363 7 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 363 8 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 363 9 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 363 10 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 363 11 is be VBZ work_htfht4hrybdz3jty5t7367hreu 363 12 set set VBN work_htfht4hrybdz3jty5t7367hreu 363 13 to to IN work_htfht4hrybdz3jty5t7367hreu 363 14 2 2 CD work_htfht4hrybdz3jty5t7367hreu 363 15 and and CC work_htfht4hrybdz3jty5t7367hreu 363 16 all all PDT work_htfht4hrybdz3jty5t7367hreu 363 17 the the DT work_htfht4hrybdz3jty5t7367hreu 363 18 hyperparameters hyperparameter NNS work_htfht4hrybdz3jty5t7367hreu 363 19 take take VBP work_htfht4hrybdz3jty5t7367hreu 363 20 the the DT work_htfht4hrybdz3jty5t7367hreu 363 21 default default NN work_htfht4hrybdz3jty5t7367hreu 363 22 setting setting NN work_htfht4hrybdz3jty5t7367hreu 363 23 . . . work_htfht4hrybdz3jty5t7367hreu 364 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 364 2 run run VBP work_htfht4hrybdz3jty5t7367hreu 364 3 each each DT work_htfht4hrybdz3jty5t7367hreu 364 4 approach approach NN work_htfht4hrybdz3jty5t7367hreu 364 5 for for IN work_htfht4hrybdz3jty5t7367hreu 364 6 20 20 CD work_htfht4hrybdz3jty5t7367hreu 364 7 times time NNS work_htfht4hrybdz3jty5t7367hreu 364 8 and and CC work_htfht4hrybdz3jty5t7367hreu 364 9 average average VB work_htfht4hrybdz3jty5t7367hreu 364 10 the the DT work_htfht4hrybdz3jty5t7367hreu 364 11 classification classification NN work_htfht4hrybdz3jty5t7367hreu 364 12 results result VBZ work_htfht4hrybdz3jty5t7367hreu 364 13 over over IN work_htfht4hrybdz3jty5t7367hreu 364 14 20 20 CD work_htfht4hrybdz3jty5t7367hreu 364 15 such such JJ work_htfht4hrybdz3jty5t7367hreu 364 16 runs run NNS work_htfht4hrybdz3jty5t7367hreu 364 17 . . . work_htfht4hrybdz3jty5t7367hreu 365 1 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 365 2 used use VBD work_htfht4hrybdz3jty5t7367hreu 365 3 the the DT work_htfht4hrybdz3jty5t7367hreu 365 4 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 365 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 365 6 knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 365 7 to to TO work_htfht4hrybdz3jty5t7367hreu 365 8 set set VB work_htfht4hrybdz3jty5t7367hreu 365 9 the the DT work_htfht4hrybdz3jty5t7367hreu 365 10 asym- asym- NN work_htfht4hrybdz3jty5t7367hreu 365 11 metric metric JJ work_htfht4hrybdz3jty5t7367hreu 365 12 Dirichlet Dirichlet NNP work_htfht4hrybdz3jty5t7367hreu 365 13 prior prior RB work_htfht4hrybdz3jty5t7367hreu 365 14 for for IN work_htfht4hrybdz3jty5t7367hreu 365 15 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 365 16 - - HYPH work_htfht4hrybdz3jty5t7367hreu 365 17 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 365 18 - - HYPH work_htfht4hrybdz3jty5t7367hreu 365 19 word word NN work_htfht4hrybdz3jty5t7367hreu 365 20 distributions distribution NNS work_htfht4hrybdz3jty5t7367hreu 365 21 . . . work_htfht4hrybdz3jty5t7367hreu 366 1 In in IN work_htfht4hrybdz3jty5t7367hreu 366 2 more more JJR work_htfht4hrybdz3jty5t7367hreu 366 3 details detail NNS work_htfht4hrybdz3jty5t7367hreu 366 4 , , , work_htfht4hrybdz3jty5t7367hreu 366 5 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 366 6 placed place VBD work_htfht4hrybdz3jty5t7367hreu 366 7 higher high JJR work_htfht4hrybdz3jty5t7367hreu 366 8 probabilities probability NNS work_htfht4hrybdz3jty5t7367hreu 366 9 on on IN work_htfht4hrybdz3jty5t7367hreu 366 10 some some DT work_htfht4hrybdz3jty5t7367hreu 366 11 polarity polarity NN work_htfht4hrybdz3jty5t7367hreu 366 12 seed seed NN work_htfht4hrybdz3jty5t7367hreu 366 13 words word NNS work_htfht4hrybdz3jty5t7367hreu 366 14 based base VBN work_htfht4hrybdz3jty5t7367hreu 366 15 on on IN work_htfht4hrybdz3jty5t7367hreu 366 16 a a DT work_htfht4hrybdz3jty5t7367hreu 366 17 given give VBN work_htfht4hrybdz3jty5t7367hreu 366 18 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 366 19 lexicon lexicon NN work_htfht4hrybdz3jty5t7367hreu 366 20 . . . work_htfht4hrybdz3jty5t7367hreu 367 1 The the DT work_htfht4hrybdz3jty5t7367hreu 367 2 incorpora- incorpora- JJ work_htfht4hrybdz3jty5t7367hreu 367 3 tion tion NN work_htfht4hrybdz3jty5t7367hreu 367 4 of of IN work_htfht4hrybdz3jty5t7367hreu 367 5 this this DT work_htfht4hrybdz3jty5t7367hreu 367 6 kind kind NN work_htfht4hrybdz3jty5t7367hreu 367 7 of of IN work_htfht4hrybdz3jty5t7367hreu 367 8 supervised supervised JJ work_htfht4hrybdz3jty5t7367hreu 367 9 information information NN work_htfht4hrybdz3jty5t7367hreu 367 10 gave give VBD work_htfht4hrybdz3jty5t7367hreu 367 11 them -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 367 12 an an DT work_htfht4hrybdz3jty5t7367hreu 367 13 edge edge NN work_htfht4hrybdz3jty5t7367hreu 367 14 over over IN work_htfht4hrybdz3jty5t7367hreu 367 15 the the DT work_htfht4hrybdz3jty5t7367hreu 367 16 unsupervised unsupervise VBN work_htfht4hrybdz3jty5t7367hreu 367 17 alternatives alternative NNS work_htfht4hrybdz3jty5t7367hreu 367 18 . . . work_htfht4hrybdz3jty5t7367hreu 368 1 In in IN work_htfht4hrybdz3jty5t7367hreu 368 2 order order NN work_htfht4hrybdz3jty5t7367hreu 368 3 to to TO work_htfht4hrybdz3jty5t7367hreu 368 4 compare compare VB work_htfht4hrybdz3jty5t7367hreu 368 5 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 368 6 model model NN work_htfht4hrybdz3jty5t7367hreu 368 7 with with IN work_htfht4hrybdz3jty5t7367hreu 368 8 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 368 9 fairly fairly RB work_htfht4hrybdz3jty5t7367hreu 368 10 , , , work_htfht4hrybdz3jty5t7367hreu 368 11 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 368 12 also also RB work_htfht4hrybdz3jty5t7367hreu 368 13 experimented experiment VBD work_htfht4hrybdz3jty5t7367hreu 368 14 with with IN work_htfht4hrybdz3jty5t7367hreu 368 15 a a DT work_htfht4hrybdz3jty5t7367hreu 368 16 variant variant NN work_htfht4hrybdz3jty5t7367hreu 368 17 of of IN work_htfht4hrybdz3jty5t7367hreu 368 18 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 368 19 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 368 20 call call VB work_htfht4hrybdz3jty5t7367hreu 368 21 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 368 22 pHOP phop NN work_htfht4hrybdz3jty5t7367hreu 368 23 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 368 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 368 25 by by IN work_htfht4hrybdz3jty5t7367hreu 368 26 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 368 27 the the DT work_htfht4hrybdz3jty5t7367hreu 368 28 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 368 29 information information NN work_htfht4hrybdz3jty5t7367hreu 368 30 of of IN work_htfht4hrybdz3jty5t7367hreu 368 31 stance stance NN work_htfht4hrybdz3jty5t7367hreu 368 32 and and CC work_htfht4hrybdz3jty5t7367hreu 368 33 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 368 34 into into IN work_htfht4hrybdz3jty5t7367hreu 368 35 the the DT work_htfht4hrybdz3jty5t7367hreu 368 36 model model NN work_htfht4hrybdz3jty5t7367hreu 368 37 . . . work_htfht4hrybdz3jty5t7367hreu 369 1 The the DT work_htfht4hrybdz3jty5t7367hreu 369 2 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 369 3 information information NN work_htfht4hrybdz3jty5t7367hreu 369 4 can can MD work_htfht4hrybdz3jty5t7367hreu 369 5 be be VB work_htfht4hrybdz3jty5t7367hreu 369 6 derived derive VBN work_htfht4hrybdz3jty5t7367hreu 369 7 from from IN work_htfht4hrybdz3jty5t7367hreu 369 8 either either DT work_htfht4hrybdz3jty5t7367hreu 369 9 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 369 10 or or CC work_htfht4hrybdz3jty5t7367hreu 369 11 existing exist VBG work_htfht4hrybdz3jty5t7367hreu 369 12 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 369 13 lexi- lexi- XX work_htfht4hrybdz3jty5t7367hreu 369 14 cons con NNS work_htfht4hrybdz3jty5t7367hreu 369 15 . . . work_htfht4hrybdz3jty5t7367hreu 370 1 For for IN work_htfht4hrybdz3jty5t7367hreu 370 2 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 370 3 , , , work_htfht4hrybdz3jty5t7367hreu 370 4 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 370 5 use use VBP work_htfht4hrybdz3jty5t7367hreu 370 6 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 7 # # NNP work_htfht4hrybdz3jty5t7367hreu 370 8 VoteTrump VoteTrump NNP work_htfht4hrybdz3jty5t7367hreu 370 9 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 10 and and CC work_htfht4hrybdz3jty5t7367hreu 370 11 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 12 # # NNP work_htfht4hrybdz3jty5t7367hreu 370 13 NeverHillary NeverHillary NNP work_htfht4hrybdz3jty5t7367hreu 370 14 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 15 as as IN work_htfht4hrybdz3jty5t7367hreu 370 16 a a DT work_htfht4hrybdz3jty5t7367hreu 370 17 proxy proxy JJ work_htfht4hrybdz3jty5t7367hreu 370 18 label label NN work_htfht4hrybdz3jty5t7367hreu 370 19 for for IN work_htfht4hrybdz3jty5t7367hreu 370 20 the the DT work_htfht4hrybdz3jty5t7367hreu 370 21 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 22 Support Support NNP work_htfht4hrybdz3jty5t7367hreu 370 23 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 24 stance stance NN work_htfht4hrybdz3jty5t7367hreu 370 25 , , , work_htfht4hrybdz3jty5t7367hreu 370 26 and and CC work_htfht4hrybdz3jty5t7367hreu 370 27 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 28 # # NNP work_htfht4hrybdz3jty5t7367hreu 370 29 VoteHillary VoteHillary NNP work_htfht4hrybdz3jty5t7367hreu 370 30 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 31 and and CC work_htfht4hrybdz3jty5t7367hreu 370 32 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 33 # # NNP work_htfht4hrybdz3jty5t7367hreu 370 34 NeverTrump NeverTrump NNP work_htfht4hrybdz3jty5t7367hreu 370 35 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 36 as as IN work_htfht4hrybdz3jty5t7367hreu 370 37 a a DT work_htfht4hrybdz3jty5t7367hreu 370 38 proxy proxy JJ work_htfht4hrybdz3jty5t7367hreu 370 39 label label NN work_htfht4hrybdz3jty5t7367hreu 370 40 for for IN work_htfht4hrybdz3jty5t7367hreu 370 41 the the DT work_htfht4hrybdz3jty5t7367hreu 370 42 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 370 43 Oppose Oppose NNP work_htfht4hrybdz3jty5t7367hreu 370 44 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 370 45 stance stance NN work_htfht4hrybdz3jty5t7367hreu 370 46 . . . work_htfht4hrybdz3jty5t7367hreu 371 1 In in IN work_htfht4hrybdz3jty5t7367hreu 371 2 the the DT work_htfht4hrybdz3jty5t7367hreu 371 3 experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 371 4 , , , work_htfht4hrybdz3jty5t7367hreu 371 5 the the DT work_htfht4hrybdz3jty5t7367hreu 371 6 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 371 7 information information NN work_htfht4hrybdz3jty5t7367hreu 371 8 was be VBD work_htfht4hrybdz3jty5t7367hreu 371 9 only only RB work_htfht4hrybdz3jty5t7367hreu 371 10 utilized utilize VBN work_htfht4hrybdz3jty5t7367hreu 371 11 during during IN work_htfht4hrybdz3jty5t7367hreu 371 12 model model NN work_htfht4hrybdz3jty5t7367hreu 371 13 initialization initialization NN work_htfht4hrybdz3jty5t7367hreu 371 14 , , , work_htfht4hrybdz3jty5t7367hreu 371 15 where where WRB work_htfht4hrybdz3jty5t7367hreu 371 16 the the DT work_htfht4hrybdz3jty5t7367hreu 371 17 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 371 18 Support Support NNP work_htfht4hrybdz3jty5t7367hreu 371 19 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 371 20 and and CC work_htfht4hrybdz3jty5t7367hreu 371 21 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 371 22 Oppose oppose NN work_htfht4hrybdz3jty5t7367hreu 371 23 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 371 24 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 371 25 were be VBD work_htfht4hrybdz3jty5t7367hreu 371 26 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 371 27 to to IN work_htfht4hrybdz3jty5t7367hreu 371 28 the the DT work_htfht4hrybdz3jty5t7367hreu 371 29 left left JJ work_htfht4hrybdz3jty5t7367hreu 371 30 and and CC work_htfht4hrybdz3jty5t7367hreu 371 31 right right JJ work_htfht4hrybdz3jty5t7367hreu 371 32 path path NN work_htfht4hrybdz3jty5t7367hreu 371 33 in in IN work_htfht4hrybdz3jty5t7367hreu 371 34 Level-2 Level-2 NNP work_htfht4hrybdz3jty5t7367hreu 371 35 , , , work_htfht4hrybdz3jty5t7367hreu 371 36 respectively respectively RB work_htfht4hrybdz3jty5t7367hreu 371 37 . . . work_htfht4hrybdz3jty5t7367hreu 372 1 Furthermore furthermore RB work_htfht4hrybdz3jty5t7367hreu 372 2 , , , work_htfht4hrybdz3jty5t7367hreu 372 3 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 372 4 also also RB work_htfht4hrybdz3jty5t7367hreu 372 5 utilize utilize VBP work_htfht4hrybdz3jty5t7367hreu 372 6 the the DT work_htfht4hrybdz3jty5t7367hreu 372 7 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 372 8 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 372 9 information information NN work_htfht4hrybdz3jty5t7367hreu 372 10 of of IN work_htfht4hrybdz3jty5t7367hreu 372 11 words word NNS work_htfht4hrybdz3jty5t7367hreu 372 12 which which WDT work_htfht4hrybdz3jty5t7367hreu 372 13 is be VBZ work_htfht4hrybdz3jty5t7367hreu 372 14 obtained obtain VBN work_htfht4hrybdz3jty5t7367hreu 372 15 from from IN work_htfht4hrybdz3jty5t7367hreu 372 16 Sentiment140Lex sentiment140lex ADD work_htfht4hrybdz3jty5t7367hreu 372 17 . . . work_htfht4hrybdz3jty5t7367hreu 373 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 373 2 consider consider VBP work_htfht4hrybdz3jty5t7367hreu 373 3 those those DT work_htfht4hrybdz3jty5t7367hreu 373 4 with with IN work_htfht4hrybdz3jty5t7367hreu 373 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 373 6 intensity intensity NN work_htfht4hrybdz3jty5t7367hreu 373 7 larger large JJR work_htfht4hrybdz3jty5t7367hreu 373 8 than than IN work_htfht4hrybdz3jty5t7367hreu 373 9 1.0 1.0 CD work_htfht4hrybdz3jty5t7367hreu 373 10 as as IN work_htfht4hrybdz3jty5t7367hreu 373 11 strong strong JJ work_htfht4hrybdz3jty5t7367hreu 373 12 sen- sen- NN work_htfht4hrybdz3jty5t7367hreu 373 13 timent timent JJ work_htfht4hrybdz3jty5t7367hreu 373 14 words word NNS work_htfht4hrybdz3jty5t7367hreu 373 15 . . . work_htfht4hrybdz3jty5t7367hreu 374 1 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 374 2 restrict restrict VBP work_htfht4hrybdz3jty5t7367hreu 374 3 those those DT work_htfht4hrybdz3jty5t7367hreu 374 4 words word NNS work_htfht4hrybdz3jty5t7367hreu 374 5 with with IN work_htfht4hrybdz3jty5t7367hreu 374 6 strong strong JJ work_htfht4hrybdz3jty5t7367hreu 374 7 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 374 8 from from IN work_htfht4hrybdz3jty5t7367hreu 374 9 Sentiment140Lex Sentiment140Lex NNP work_htfht4hrybdz3jty5t7367hreu 374 10 to to TO work_htfht4hrybdz3jty5t7367hreu 374 11 be be VB work_htfht4hrybdz3jty5t7367hreu 374 12 only only RB work_htfht4hrybdz3jty5t7367hreu 374 13 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 374 14 from from IN work_htfht4hrybdz3jty5t7367hreu 374 15 the the DT work_htfht4hrybdz3jty5t7367hreu 374 16 Level-2 Level-2 NNP work_htfht4hrybdz3jty5t7367hreu 374 17 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 374 18 . . . work_htfht4hrybdz3jty5t7367hreu 375 1 During during IN work_htfht4hrybdz3jty5t7367hreu 375 2 model model NN work_htfht4hrybdz3jty5t7367hreu 375 3 initialization initialization NN work_htfht4hrybdz3jty5t7367hreu 375 4 , , , work_htfht4hrybdz3jty5t7367hreu 375 5 if if IN work_htfht4hrybdz3jty5t7367hreu 375 6 a a DT work_htfht4hrybdz3jty5t7367hreu 375 7 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 375 8 has have VBZ work_htfht4hrybdz3jty5t7367hreu 375 9 a a DT work_htfht4hrybdz3jty5t7367hreu 375 10 stance stance NN work_htfht4hrybdz3jty5t7367hreu 375 11 la- la- NN work_htfht4hrybdz3jty5t7367hreu 375 12 bel bel NN work_htfht4hrybdz3jty5t7367hreu 375 13 or or CC work_htfht4hrybdz3jty5t7367hreu 375 14 a a DT work_htfht4hrybdz3jty5t7367hreu 375 15 word word NN work_htfht4hrybdz3jty5t7367hreu 375 16 token token VBN work_htfht4hrybdz3jty5t7367hreu 375 17 can can MD work_htfht4hrybdz3jty5t7367hreu 375 18 be be VB work_htfht4hrybdz3jty5t7367hreu 375 19 found find VBN work_htfht4hrybdz3jty5t7367hreu 375 20 in in IN work_htfht4hrybdz3jty5t7367hreu 375 21 the the DT work_htfht4hrybdz3jty5t7367hreu 375 22 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 375 23 lexicon lexicon NN work_htfht4hrybdz3jty5t7367hreu 375 24 , , , work_htfht4hrybdz3jty5t7367hreu 375 25 then then RB work_htfht4hrybdz3jty5t7367hreu 375 26 the the DT work_htfht4hrybdz3jty5t7367hreu 375 27 path path NN work_htfht4hrybdz3jty5t7367hreu 375 28 or or CC work_htfht4hrybdz3jty5t7367hreu 375 29 level level NN work_htfht4hrybdz3jty5t7367hreu 375 30 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 375 31 will will MD work_htfht4hrybdz3jty5t7367hreu 375 32 be be VB work_htfht4hrybdz3jty5t7367hreu 375 33 kept keep VBN work_htfht4hrybdz3jty5t7367hreu 375 34 . . . work_htfht4hrybdz3jty5t7367hreu 376 1 Otherwise otherwise RB work_htfht4hrybdz3jty5t7367hreu 376 2 , , , work_htfht4hrybdz3jty5t7367hreu 376 3 a a DT work_htfht4hrybdz3jty5t7367hreu 376 4 path path NN work_htfht4hrybdz3jty5t7367hreu 376 5 or or CC work_htfht4hrybdz3jty5t7367hreu 376 6 level level NN work_htfht4hrybdz3jty5t7367hreu 376 7 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 376 8 will will MD work_htfht4hrybdz3jty5t7367hreu 376 9 be be VB work_htfht4hrybdz3jty5t7367hreu 376 10 randomly randomly RB work_htfht4hrybdz3jty5t7367hreu 376 11 initialized initialize VBN work_htfht4hrybdz3jty5t7367hreu 376 12 . . . work_htfht4hrybdz3jty5t7367hreu 377 1 There there EX work_htfht4hrybdz3jty5t7367hreu 377 2 are be VBP work_htfht4hrybdz3jty5t7367hreu 377 3 about about RB work_htfht4hrybdz3jty5t7367hreu 377 4 10 10 CD work_htfht4hrybdz3jty5t7367hreu 377 5 % % NN work_htfht4hrybdz3jty5t7367hreu 377 6 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 377 7 carrying carry VBG work_htfht4hrybdz3jty5t7367hreu 377 8 proxy proxy NN work_htfht4hrybdz3jty5t7367hreu 377 9 labels label NNS work_htfht4hrybdz3jty5t7367hreu 377 10 , , , work_htfht4hrybdz3jty5t7367hreu 377 11 and and CC work_htfht4hrybdz3jty5t7367hreu 377 12 1.15 1.15 CD work_htfht4hrybdz3jty5t7367hreu 377 13 % % NN work_htfht4hrybdz3jty5t7367hreu 377 14 words word NNS work_htfht4hrybdz3jty5t7367hreu 377 15 found find VBN work_htfht4hrybdz3jty5t7367hreu 377 16 in in IN work_htfht4hrybdz3jty5t7367hreu 377 17 the the DT work_htfht4hrybdz3jty5t7367hreu 377 18 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 377 19 lexicon lexicon NN work_htfht4hrybdz3jty5t7367hreu 377 20 in in IN work_htfht4hrybdz3jty5t7367hreu 377 21 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 377 22 data datum NNS work_htfht4hrybdz3jty5t7367hreu 377 23 . . . work_htfht4hrybdz3jty5t7367hreu 378 1 For for IN work_htfht4hrybdz3jty5t7367hreu 378 2 sLDA slda NN work_htfht4hrybdz3jty5t7367hreu 378 3 , , , work_htfht4hrybdz3jty5t7367hreu 378 4 proxy proxy JJ work_htfht4hrybdz3jty5t7367hreu 378 5 stance stance NN work_htfht4hrybdz3jty5t7367hreu 378 6 la- la- XX work_htfht4hrybdz3jty5t7367hreu 378 7 bels bel NNS work_htfht4hrybdz3jty5t7367hreu 378 8 are be VBP work_htfht4hrybdz3jty5t7367hreu 378 9 treated treat VBN work_htfht4hrybdz3jty5t7367hreu 378 10 as as IN work_htfht4hrybdz3jty5t7367hreu 378 11 the the DT work_htfht4hrybdz3jty5t7367hreu 378 12 observed observed JJ work_htfht4hrybdz3jty5t7367hreu 378 13 response response NN work_htfht4hrybdz3jty5t7367hreu 378 14 variables variable NNS work_htfht4hrybdz3jty5t7367hreu 378 15 to to TO work_htfht4hrybdz3jty5t7367hreu 378 16 train train VB work_htfht4hrybdz3jty5t7367hreu 378 17 the the DT work_htfht4hrybdz3jty5t7367hreu 378 18 model model NN work_htfht4hrybdz3jty5t7367hreu 378 19 . . . work_htfht4hrybdz3jty5t7367hreu 379 1 Stance stance NN work_htfht4hrybdz3jty5t7367hreu 379 2 classification classification NN work_htfht4hrybdz3jty5t7367hreu 379 3 results result NNS work_htfht4hrybdz3jty5t7367hreu 379 4 are be VBP work_htfht4hrybdz3jty5t7367hreu 379 5 presented present VBN work_htfht4hrybdz3jty5t7367hreu 379 6 in in IN work_htfht4hrybdz3jty5t7367hreu 379 7 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 379 8 5 5 CD work_htfht4hrybdz3jty5t7367hreu 379 9 . . . work_htfht4hrybdz3jty5t7367hreu 380 1 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 380 2 , , , work_htfht4hrybdz3jty5t7367hreu 380 3 VODUM VODUM NNP work_htfht4hrybdz3jty5t7367hreu 380 4 and and CC work_htfht4hrybdz3jty5t7367hreu 380 5 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 380 6 are be VBP work_htfht4hrybdz3jty5t7367hreu 380 7 all all DT work_htfht4hrybdz3jty5t7367hreu 380 8 unsupervised unsupervise VBN work_htfht4hrybdz3jty5t7367hreu 380 9 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 380 10 without without IN work_htfht4hrybdz3jty5t7367hreu 380 11 the the DT work_htfht4hrybdz3jty5t7367hreu 380 12 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 380 13 information information NN work_htfht4hrybdz3jty5t7367hreu 380 14 . . . work_htfht4hrybdz3jty5t7367hreu 381 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 381 2 can can MD work_htfht4hrybdz3jty5t7367hreu 381 3 be be VB work_htfht4hrybdz3jty5t7367hreu 381 4 observed observe VBN work_htfht4hrybdz3jty5t7367hreu 381 5 that that IN work_htfht4hrybdz3jty5t7367hreu 381 6 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 381 7 gives give VBZ work_htfht4hrybdz3jty5t7367hreu 381 8 better well JJR work_htfht4hrybdz3jty5t7367hreu 381 9 results result NNS work_htfht4hrybdz3jty5t7367hreu 381 10 compared compare VBN work_htfht4hrybdz3jty5t7367hreu 381 11 to to IN work_htfht4hrybdz3jty5t7367hreu 381 12 VODUM VODUM NNP work_htfht4hrybdz3jty5t7367hreu 381 13 but but CC work_htfht4hrybdz3jty5t7367hreu 381 14 VODUM vodum NN work_htfht4hrybdz3jty5t7367hreu 381 15 tends tend VBZ work_htfht4hrybdz3jty5t7367hreu 381 16 to to TO work_htfht4hrybdz3jty5t7367hreu 381 17 be be VB work_htfht4hrybdz3jty5t7367hreu 381 18 more more RBR work_htfht4hrybdz3jty5t7367hreu 381 19 stable stable JJ work_htfht4hrybdz3jty5t7367hreu 381 20 . . . work_htfht4hrybdz3jty5t7367hreu 382 1 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 382 2 outperforms outperform VBZ work_htfht4hrybdz3jty5t7367hreu 382 3 both both CC work_htfht4hrybdz3jty5t7367hreu 382 4 HLDA HLDA NNS work_htfht4hrybdz3jty5t7367hreu 382 5 and and CC work_htfht4hrybdz3jty5t7367hreu 382 6 VODUM vodum NN work_htfht4hrybdz3jty5t7367hreu 382 7 . . . work_htfht4hrybdz3jty5t7367hreu 383 1 Although although IN work_htfht4hrybdz3jty5t7367hreu 383 2 the the DT work_htfht4hrybdz3jty5t7367hreu 383 3 best good JJS work_htfht4hrybdz3jty5t7367hreu 383 4 performance performance NN work_htfht4hrybdz3jty5t7367hreu 383 5 achieved achieve VBN work_htfht4hrybdz3jty5t7367hreu 383 6 is be VBZ work_htfht4hrybdz3jty5t7367hreu 383 7 only only RB work_htfht4hrybdz3jty5t7367hreu 383 8 about about RB work_htfht4hrybdz3jty5t7367hreu 383 9 58 58 CD work_htfht4hrybdz3jty5t7367hreu 383 10 % % NN work_htfht4hrybdz3jty5t7367hreu 383 11 , , , work_htfht4hrybdz3jty5t7367hreu 383 12 this this DT work_htfht4hrybdz3jty5t7367hreu 383 13 VODUM vodum NN work_htfht4hrybdz3jty5t7367hreu 383 14 HLDA HLDA VBD work_htfht4hrybdz3jty5t7367hreu 383 15 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 383 16 sLDA slda NN work_htfht4hrybdz3jty5t7367hreu 383 17 HASM hasm NN work_htfht4hrybdz3jty5t7367hreu 383 18 pHOP phop NN work_htfht4hrybdz3jty5t7367hreu 383 19 Models model NNS work_htfht4hrybdz3jty5t7367hreu 383 20 0.50 0.50 CD work_htfht4hrybdz3jty5t7367hreu 383 21 0.55 0.55 CD work_htfht4hrybdz3jty5t7367hreu 383 22 0.60 0.60 CD work_htfht4hrybdz3jty5t7367hreu 383 23 0.65 0.65 CD work_htfht4hrybdz3jty5t7367hreu 383 24 0.70 0.70 CD work_htfht4hrybdz3jty5t7367hreu 383 25 0.75 0.75 CD work_htfht4hrybdz3jty5t7367hreu 383 26 0.80 0.80 CD work_htfht4hrybdz3jty5t7367hreu 383 27 A a NN work_htfht4hrybdz3jty5t7367hreu 383 28 c c NN work_htfht4hrybdz3jty5t7367hreu 383 29 c c NN work_htfht4hrybdz3jty5t7367hreu 383 30 u u NN work_htfht4hrybdz3jty5t7367hreu 383 31 ra ra NNP work_htfht4hrybdz3jty5t7367hreu 383 32 c c NNP work_htfht4hrybdz3jty5t7367hreu 383 33 y y NNP work_htfht4hrybdz3jty5t7367hreu 383 34 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 383 35 5 5 CD work_htfht4hrybdz3jty5t7367hreu 383 36 : : : work_htfht4hrybdz3jty5t7367hreu 383 37 Stance stance NN work_htfht4hrybdz3jty5t7367hreu 383 38 classification classification NN work_htfht4hrybdz3jty5t7367hreu 383 39 accuracy accuracy NN work_htfht4hrybdz3jty5t7367hreu 383 40 . . . work_htfht4hrybdz3jty5t7367hreu 384 1 is be VBZ work_htfht4hrybdz3jty5t7367hreu 384 2 still still RB work_htfht4hrybdz3jty5t7367hreu 384 3 noticeable noticeable JJ work_htfht4hrybdz3jty5t7367hreu 384 4 given give VBN work_htfht4hrybdz3jty5t7367hreu 384 5 that that IN work_htfht4hrybdz3jty5t7367hreu 384 6 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 384 7 is be VBZ work_htfht4hrybdz3jty5t7367hreu 384 8 totally totally RB work_htfht4hrybdz3jty5t7367hreu 384 9 unsupervised unsupervised JJ work_htfht4hrybdz3jty5t7367hreu 384 10 . . . work_htfht4hrybdz3jty5t7367hreu 385 1 By by IN work_htfht4hrybdz3jty5t7367hreu 385 2 incorporating incorporate VBG work_htfht4hrybdz3jty5t7367hreu 385 3 the the DT work_htfht4hrybdz3jty5t7367hreu 385 4 prior prior JJ work_htfht4hrybdz3jty5t7367hreu 385 5 information information NN work_htfht4hrybdz3jty5t7367hreu 385 6 into into IN work_htfht4hrybdz3jty5t7367hreu 385 7 the the DT work_htfht4hrybdz3jty5t7367hreu 385 8 model model NN work_htfht4hrybdz3jty5t7367hreu 385 9 , , , work_htfht4hrybdz3jty5t7367hreu 385 10 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 385 11 no- no- VBP work_htfht4hrybdz3jty5t7367hreu 385 12 tice tice RB work_htfht4hrybdz3jty5t7367hreu 385 13 a a DT work_htfht4hrybdz3jty5t7367hreu 385 14 significant significant JJ work_htfht4hrybdz3jty5t7367hreu 385 15 boost boost NN work_htfht4hrybdz3jty5t7367hreu 385 16 in in IN work_htfht4hrybdz3jty5t7367hreu 385 17 stance stance NN work_htfht4hrybdz3jty5t7367hreu 385 18 classification classification NN work_htfht4hrybdz3jty5t7367hreu 385 19 accuracy accuracy NN work_htfht4hrybdz3jty5t7367hreu 385 20 where where WRB work_htfht4hrybdz3jty5t7367hreu 385 21 pHOP phop NN work_htfht4hrybdz3jty5t7367hreu 385 22 achieves achieve VBZ work_htfht4hrybdz3jty5t7367hreu 385 23 an an DT work_htfht4hrybdz3jty5t7367hreu 385 24 accuracy accuracy NN work_htfht4hrybdz3jty5t7367hreu 385 25 of of IN work_htfht4hrybdz3jty5t7367hreu 385 26 71 71 CD work_htfht4hrybdz3jty5t7367hreu 385 27 % % NN work_htfht4hrybdz3jty5t7367hreu 385 28 and and CC work_htfht4hrybdz3jty5t7367hreu 385 29 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 385 30 outperforms outperform VBZ work_htfht4hrybdz3jty5t7367hreu 385 31 sLDA slda NN work_htfht4hrybdz3jty5t7367hreu 385 32 by by IN work_htfht4hrybdz3jty5t7367hreu 385 33 2 2 CD work_htfht4hrybdz3jty5t7367hreu 385 34 % % NN work_htfht4hrybdz3jty5t7367hreu 385 35 . . . work_htfht4hrybdz3jty5t7367hreu 386 1 HASM HASM NNP work_htfht4hrybdz3jty5t7367hreu 386 2 only only RB work_htfht4hrybdz3jty5t7367hreu 386 3 achieves achieve VBZ work_htfht4hrybdz3jty5t7367hreu 386 4 an an DT work_htfht4hrybdz3jty5t7367hreu 386 5 accuracy accuracy NN work_htfht4hrybdz3jty5t7367hreu 386 6 of of IN work_htfht4hrybdz3jty5t7367hreu 386 7 60 60 CD work_htfht4hrybdz3jty5t7367hreu 386 8 % % NN work_htfht4hrybdz3jty5t7367hreu 386 9 since since IN work_htfht4hrybdz3jty5t7367hreu 386 10 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 386 11 only only RB work_htfht4hrybdz3jty5t7367hreu 386 12 utilizes utilize VBZ work_htfht4hrybdz3jty5t7367hreu 386 13 the the DT work_htfht4hrybdz3jty5t7367hreu 386 14 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 386 15 lexicon lexicon NN work_htfht4hrybdz3jty5t7367hreu 386 16 and and CC work_htfht4hrybdz3jty5t7367hreu 386 17 can can MD work_htfht4hrybdz3jty5t7367hreu 386 18 not not RB work_htfht4hrybdz3jty5t7367hreu 386 19 benefit benefit VB work_htfht4hrybdz3jty5t7367hreu 386 20 from from IN work_htfht4hrybdz3jty5t7367hreu 386 21 the the DT work_htfht4hrybdz3jty5t7367hreu 386 22 proxy proxy JJ work_htfht4hrybdz3jty5t7367hreu 386 23 stance stance NN work_htfht4hrybdz3jty5t7367hreu 386 24 labels label NNS work_htfht4hrybdz3jty5t7367hreu 386 25 due due JJ work_htfht4hrybdz3jty5t7367hreu 386 26 to to IN work_htfht4hrybdz3jty5t7367hreu 386 27 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 386 28 unbounded unbounded JJ work_htfht4hrybdz3jty5t7367hreu 386 29 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 386 30 node node JJ work_htfht4hrybdz3jty5t7367hreu 386 31 arrangement arrangement NN work_htfht4hrybdz3jty5t7367hreu 386 32 for for IN work_htfht4hrybdz3jty5t7367hreu 386 33 each each DT work_htfht4hrybdz3jty5t7367hreu 386 34 sentence sentence NN work_htfht4hrybdz3jty5t7367hreu 386 35 , , , work_htfht4hrybdz3jty5t7367hreu 386 36 which which WDT work_htfht4hrybdz3jty5t7367hreu 386 37 has have VBZ work_htfht4hrybdz3jty5t7367hreu 386 38 to to TO work_htfht4hrybdz3jty5t7367hreu 386 39 follow follow VB work_htfht4hrybdz3jty5t7367hreu 386 40 an an DT work_htfht4hrybdz3jty5t7367hreu 386 41 rCRP rcrp NN work_htfht4hrybdz3jty5t7367hreu 386 42 . . . work_htfht4hrybdz3jty5t7367hreu 387 1 4.5 4.5 CD work_htfht4hrybdz3jty5t7367hreu 387 2 . . . work_htfht4hrybdz3jty5t7367hreu 388 1 Qualitative qualitative JJ work_htfht4hrybdz3jty5t7367hreu 388 2 Results result NNS work_htfht4hrybdz3jty5t7367hreu 388 3 To to TO work_htfht4hrybdz3jty5t7367hreu 388 4 evaluate evaluate VB work_htfht4hrybdz3jty5t7367hreu 388 5 the the DT work_htfht4hrybdz3jty5t7367hreu 388 6 quality quality NN work_htfht4hrybdz3jty5t7367hreu 388 7 of of IN work_htfht4hrybdz3jty5t7367hreu 388 8 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 388 9 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 388 10 discovered discover VBN work_htfht4hrybdz3jty5t7367hreu 388 11 , , , work_htfht4hrybdz3jty5t7367hreu 388 12 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 388 13 compare compare VBP work_htfht4hrybdz3jty5t7367hreu 388 14 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 388 15 with with IN work_htfht4hrybdz3jty5t7367hreu 388 16 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 388 17 and and CC work_htfht4hrybdz3jty5t7367hreu 388 18 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 388 19 . . . work_htfht4hrybdz3jty5t7367hreu 389 1 Figure figure NN work_htfht4hrybdz3jty5t7367hreu 389 2 6 6 CD work_htfht4hrybdz3jty5t7367hreu 389 3 illustrates illustrate VBZ work_htfht4hrybdz3jty5t7367hreu 389 4 the the DT work_htfht4hrybdz3jty5t7367hreu 389 5 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 389 6 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 389 7 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 389 8 by by IN work_htfht4hrybdz3jty5t7367hreu 389 9 these these DT work_htfht4hrybdz3jty5t7367hreu 389 10 three three CD work_htfht4hrybdz3jty5t7367hreu 389 11 models model NNS work_htfht4hrybdz3jty5t7367hreu 389 12 respec- respec- VBG work_htfht4hrybdz3jty5t7367hreu 389 13 tively tively RB work_htfht4hrybdz3jty5t7367hreu 389 14 on on IN work_htfht4hrybdz3jty5t7367hreu 389 15 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 389 16 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 390 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 390 2 can can MD work_htfht4hrybdz3jty5t7367hreu 390 3 be be VB work_htfht4hrybdz3jty5t7367hreu 390 4 observed observe VBN work_htfht4hrybdz3jty5t7367hreu 390 5 that that IN work_htfht4hrybdz3jty5t7367hreu 390 6 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 390 7 can can MD work_htfht4hrybdz3jty5t7367hreu 390 8 dis- dis- VB work_htfht4hrybdz3jty5t7367hreu 390 9 tinguish tinguish VB work_htfht4hrybdz3jty5t7367hreu 390 10 two two CD work_htfht4hrybdz3jty5t7367hreu 390 11 opposing oppose VBG work_htfht4hrybdz3jty5t7367hreu 390 12 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 390 13 at at IN work_htfht4hrybdz3jty5t7367hreu 390 14 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 390 15 , , , work_htfht4hrybdz3jty5t7367hreu 390 16 but but CC work_htfht4hrybdz3jty5t7367hreu 390 17 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 390 18 generated generate VBD work_htfht4hrybdz3jty5t7367hreu 390 19 less less RBR work_htfht4hrybdz3jty5t7367hreu 390 20 coherent coherent JJ work_htfht4hrybdz3jty5t7367hreu 390 21 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 390 22 at at IN work_htfht4hrybdz3jty5t7367hreu 390 23 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 390 24 . . . work_htfht4hrybdz3jty5t7367hreu 391 1 Oftentimes Oftentimes NNP work_htfht4hrybdz3jty5t7367hreu 391 2 , , , work_htfht4hrybdz3jty5t7367hreu 391 3 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 391 4 tends tend VBZ work_htfht4hrybdz3jty5t7367hreu 391 5 to to IN work_htfht4hrybdz3jty5t7367hreu 391 6 group group NN work_htfht4hrybdz3jty5t7367hreu 391 7 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 391 8 sharing share VBG work_htfht4hrybdz3jty5t7367hreu 391 9 common common JJ work_htfht4hrybdz3jty5t7367hreu 391 10 constituent constituent NN work_htfht4hrybdz3jty5t7367hreu 391 11 words word NNS work_htfht4hrybdz3jty5t7367hreu 391 12 into into IN work_htfht4hrybdz3jty5t7367hreu 391 13 the the DT work_htfht4hrybdz3jty5t7367hreu 391 14 same same JJ work_htfht4hrybdz3jty5t7367hreu 391 15 topic topic NN work_htfht4hrybdz3jty5t7367hreu 391 16 , , , work_htfht4hrybdz3jty5t7367hreu 391 17 e.g. e.g. RB work_htfht4hrybdz3jty5t7367hreu 391 18 , , , work_htfht4hrybdz3jty5t7367hreu 391 19 Topic topic NN work_htfht4hrybdz3jty5t7367hreu 391 20 2 2 CD work_htfht4hrybdz3jty5t7367hreu 391 21 and and CC work_htfht4hrybdz3jty5t7367hreu 391 22 4 4 CD work_htfht4hrybdz3jty5t7367hreu 391 23 under under IN work_htfht4hrybdz3jty5t7367hreu 391 24 the the DT work_htfht4hrybdz3jty5t7367hreu 391 25 right right JJ work_htfht4hrybdz3jty5t7367hreu 391 26 branch branch NN work_htfht4hrybdz3jty5t7367hreu 391 27 of of IN work_htfht4hrybdz3jty5t7367hreu 391 28 the the DT work_htfht4hrybdz3jty5t7367hreu 391 29 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 391 30 topic topic NN work_htfht4hrybdz3jty5t7367hreu 391 31 . . . work_htfht4hrybdz3jty5t7367hreu 392 1 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 392 2 generates generate VBZ work_htfht4hrybdz3jty5t7367hreu 392 3 more more RBR work_htfht4hrybdz3jty5t7367hreu 392 4 sensible sensible JJ work_htfht4hrybdz3jty5t7367hreu 392 5 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 392 6 at at IN work_htfht4hrybdz3jty5t7367hreu 392 7 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 392 8 . . . work_htfht4hrybdz3jty5t7367hreu 393 1 However however RB work_htfht4hrybdz3jty5t7367hreu 393 2 , , , work_htfht4hrybdz3jty5t7367hreu 393 3 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 393 4 is be VBZ work_htfht4hrybdz3jty5t7367hreu 393 5 not not RB work_htfht4hrybdz3jty5t7367hreu 393 6 able able JJ work_htfht4hrybdz3jty5t7367hreu 393 7 to to TO work_htfht4hrybdz3jty5t7367hreu 393 8 distinguish distinguish VB work_htfht4hrybdz3jty5t7367hreu 393 9 two two CD work_htfht4hrybdz3jty5t7367hreu 393 10 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 393 11 at at IN work_htfht4hrybdz3jty5t7367hreu 393 12 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 393 13 since since IN work_htfht4hrybdz3jty5t7367hreu 393 14 the the DT work_htfht4hrybdz3jty5t7367hreu 393 15 num- num- NNP work_htfht4hrybdz3jty5t7367hreu 393 16 ber ber NN work_htfht4hrybdz3jty5t7367hreu 393 17 of of IN work_htfht4hrybdz3jty5t7367hreu 393 18 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 393 19 is be VBZ work_htfht4hrybdz3jty5t7367hreu 393 20 unconstrained unconstrained JJ work_htfht4hrybdz3jty5t7367hreu 393 21 . . . work_htfht4hrybdz3jty5t7367hreu 394 1 Also also RB work_htfht4hrybdz3jty5t7367hreu 394 2 , , , work_htfht4hrybdz3jty5t7367hreu 394 3 top top JJ work_htfht4hrybdz3jty5t7367hreu 394 4 topic topic NN work_htfht4hrybdz3jty5t7367hreu 394 5 words word NNS work_htfht4hrybdz3jty5t7367hreu 394 6 listed list VBN work_htfht4hrybdz3jty5t7367hreu 394 7 at at IN work_htfht4hrybdz3jty5t7367hreu 394 8 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 394 9 for for IN work_htfht4hrybdz3jty5t7367hreu 394 10 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 394 11 are be VBP work_htfht4hrybdz3jty5t7367hreu 394 12 dominated dominate VBN work_htfht4hrybdz3jty5t7367hreu 394 13 by by IN work_htfht4hrybdz3jty5t7367hreu 394 14 unigrams unigram NNS work_htfht4hrybdz3jty5t7367hreu 394 15 and and CC work_htfht4hrybdz3jty5t7367hreu 394 16 are be VBP work_htfht4hrybdz3jty5t7367hreu 394 17 less less RBR work_htfht4hrybdz3jty5t7367hreu 394 18 inter- inter- XX work_htfht4hrybdz3jty5t7367hreu 394 19 pretable pretable JJ work_htfht4hrybdz3jty5t7367hreu 394 20 . . . work_htfht4hrybdz3jty5t7367hreu 395 1 This this DT work_htfht4hrybdz3jty5t7367hreu 395 2 is be VBZ work_htfht4hrybdz3jty5t7367hreu 395 3 not not RB work_htfht4hrybdz3jty5t7367hreu 395 4 surprising surprising JJ work_htfht4hrybdz3jty5t7367hreu 395 5 since since IN work_htfht4hrybdz3jty5t7367hreu 395 6 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 395 7 operates operate VBZ work_htfht4hrybdz3jty5t7367hreu 395 8 under under IN work_htfht4hrybdz3jty5t7367hreu 395 9 the the DT work_htfht4hrybdz3jty5t7367hreu 395 10 bag bag NN work_htfht4hrybdz3jty5t7367hreu 395 11 - - HYPH work_htfht4hrybdz3jty5t7367hreu 395 12 of of IN work_htfht4hrybdz3jty5t7367hreu 395 13 - - HYPH work_htfht4hrybdz3jty5t7367hreu 395 14 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 395 15 assumption assumption NN work_htfht4hrybdz3jty5t7367hreu 395 16 . . . work_htfht4hrybdz3jty5t7367hreu 396 1 Phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 396 2 such such JJ work_htfht4hrybdz3jty5t7367hreu 396 3 as as IN work_htfht4hrybdz3jty5t7367hreu 396 4 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 396 5 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 396 6 pol- pol- NN work_htfht4hrybdz3jty5t7367hreu 396 7 icy icy NN work_htfht4hrybdz3jty5t7367hreu 396 8 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 396 9 and and CC work_htfht4hrybdz3jty5t7367hreu 396 10 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 396 11 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 396 12 control control NN work_htfht4hrybdz3jty5t7367hreu 396 13 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 396 14 are be VBP work_htfht4hrybdz3jty5t7367hreu 396 15 treated treat VBN work_htfht4hrybdz3jty5t7367hreu 396 16 as as IN work_htfht4hrybdz3jty5t7367hreu 396 17 two two CD work_htfht4hrybdz3jty5t7367hreu 396 18 distinct distinct JJ work_htfht4hrybdz3jty5t7367hreu 396 19 tokens token NNS work_htfht4hrybdz3jty5t7367hreu 396 20 although although IN work_htfht4hrybdz3jty5t7367hreu 396 21 they -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 396 22 share share VBP work_htfht4hrybdz3jty5t7367hreu 396 23 the the DT work_htfht4hrybdz3jty5t7367hreu 396 24 same same JJ work_htfht4hrybdz3jty5t7367hreu 396 25 constituent constituent NN work_htfht4hrybdz3jty5t7367hreu 396 26 word word NN work_htfht4hrybdz3jty5t7367hreu 396 27 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 396 28 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 396 29 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 396 30 . . . work_htfht4hrybdz3jty5t7367hreu 397 1 Hence hence RB work_htfht4hrybdz3jty5t7367hreu 397 2 , , , work_htfht4hrybdz3jty5t7367hreu 397 3 running run VBG work_htfht4hrybdz3jty5t7367hreu 397 4 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 397 5 on on IN work_htfht4hrybdz3jty5t7367hreu 397 6 data datum NNS work_htfht4hrybdz3jty5t7367hreu 397 7 with with IN work_htfht4hrybdz3jty5t7367hreu 397 8 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 397 9 identified identify VBN work_htfht4hrybdz3jty5t7367hreu 397 10 suffers suffer NNS work_htfht4hrybdz3jty5t7367hreu 397 11 from from IN work_htfht4hrybdz3jty5t7367hreu 397 12 more more JJR work_htfht4hrybdz3jty5t7367hreu 397 13 severe severe JJ work_htfht4hrybdz3jty5t7367hreu 397 14 data datum NNS work_htfht4hrybdz3jty5t7367hreu 397 15 sparsity sparsity NN work_htfht4hrybdz3jty5t7367hreu 397 16 as as IN work_htfht4hrybdz3jty5t7367hreu 397 17 the the DT work_htfht4hrybdz3jty5t7367hreu 397 18 vocabulary vocabulary NN work_htfht4hrybdz3jty5t7367hreu 397 19 size size NN work_htfht4hrybdz3jty5t7367hreu 397 20 is be VBZ work_htfht4hrybdz3jty5t7367hreu 397 21 signif- signif- NNP work_htfht4hrybdz3jty5t7367hreu 397 22 icantly icantly RB work_htfht4hrybdz3jty5t7367hreu 397 23 enlarged enlarge VBD work_htfht4hrybdz3jty5t7367hreu 397 24 . . . work_htfht4hrybdz3jty5t7367hreu 398 1 On on IN work_htfht4hrybdz3jty5t7367hreu 398 2 the the DT work_htfht4hrybdz3jty5t7367hreu 398 3 contrary contrary NN work_htfht4hrybdz3jty5t7367hreu 398 4 , , , work_htfht4hrybdz3jty5t7367hreu 398 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 398 6 can can MD work_htfht4hrybdz3jty5t7367hreu 398 7 observe observe VB work_htfht4hrybdz3jty5t7367hreu 398 8 that that IN work_htfht4hrybdz3jty5t7367hreu 398 9 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 398 10 generates generate VBZ work_htfht4hrybdz3jty5t7367hreu 398 11 more more RBR work_htfht4hrybdz3jty5t7367hreu 398 12 distinct distinct JJ work_htfht4hrybdz3jty5t7367hreu 398 13 opinions7 opinions7 NN work_htfht4hrybdz3jty5t7367hreu 398 14 , , , work_htfht4hrybdz3jty5t7367hreu 398 15 especially especially RB work_htfht4hrybdz3jty5t7367hreu 398 16 at at IN work_htfht4hrybdz3jty5t7367hreu 398 17 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 398 18 . . . work_htfht4hrybdz3jty5t7367hreu 399 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 399 2 can can MD work_htfht4hrybdz3jty5t7367hreu 399 3 also also RB work_htfht4hrybdz3jty5t7367hreu 399 4 be be VB work_htfht4hrybdz3jty5t7367hreu 399 5 observed observe VBN work_htfht4hrybdz3jty5t7367hreu 399 6 that that IN work_htfht4hrybdz3jty5t7367hreu 399 7 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 399 8 has have VBZ work_htfht4hrybdz3jty5t7367hreu 399 9 more more JJR work_htfht4hrybdz3jty5t7367hreu 399 10 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 399 11 appeared appear VBN work_htfht4hrybdz3jty5t7367hreu 399 12 in in IN work_htfht4hrybdz3jty5t7367hreu 399 13 its -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 399 14 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 399 15 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 399 16 com- com- NN work_htfht4hrybdz3jty5t7367hreu 399 17 pared pare VBD work_htfht4hrybdz3jty5t7367hreu 399 18 to to IN work_htfht4hrybdz3jty5t7367hreu 399 19 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 399 20 . . . work_htfht4hrybdz3jty5t7367hreu 400 1 Overall overall JJ work_htfht4hrybdz3jty5t7367hreu 400 2 , , , work_htfht4hrybdz3jty5t7367hreu 400 3 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 400 4 offers offer VBZ work_htfht4hrybdz3jty5t7367hreu 400 5 better well JJR work_htfht4hrybdz3jty5t7367hreu 400 6 interpretability interpretability NN work_htfht4hrybdz3jty5t7367hreu 400 7 of of IN work_htfht4hrybdz3jty5t7367hreu 400 8 the the DT work_htfht4hrybdz3jty5t7367hreu 400 9 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 400 10 discovered discover VBD work_htfht4hrybdz3jty5t7367hreu 400 11 . . . work_htfht4hrybdz3jty5t7367hreu 401 1 Moreover moreover RB work_htfht4hrybdz3jty5t7367hreu 401 2 , , , work_htfht4hrybdz3jty5t7367hreu 401 3 when when WRB work_htfht4hrybdz3jty5t7367hreu 401 4 examining examine VBG work_htfht4hrybdz3jty5t7367hreu 401 5 the the DT work_htfht4hrybdz3jty5t7367hreu 401 6 hierar- hierar- NNP work_htfht4hrybdz3jty5t7367hreu 401 7 chical chical NNP work_htfht4hrybdz3jty5t7367hreu 401 8 topic topic NNP work_htfht4hrybdz3jty5t7367hreu 401 9 assignment assignment NN work_htfht4hrybdz3jty5t7367hreu 401 10 to to IN work_htfht4hrybdz3jty5t7367hreu 401 11 each each DT work_htfht4hrybdz3jty5t7367hreu 401 12 individual individual JJ work_htfht4hrybdz3jty5t7367hreu 401 13 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 401 14 , , , work_htfht4hrybdz3jty5t7367hreu 401 15 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 401 16 notice notice VBP work_htfht4hrybdz3jty5t7367hreu 401 17 that that IN work_htfht4hrybdz3jty5t7367hreu 401 18 7We 7we CD work_htfht4hrybdz3jty5t7367hreu 401 19 manually manually RB work_htfht4hrybdz3jty5t7367hreu 401 20 add add VB work_htfht4hrybdz3jty5t7367hreu 401 21 the the DT work_htfht4hrybdz3jty5t7367hreu 401 22 topic topic NN work_htfht4hrybdz3jty5t7367hreu 401 23 labels label NNS work_htfht4hrybdz3jty5t7367hreu 401 24 in in IN work_htfht4hrybdz3jty5t7367hreu 401 25 bold bold JJ work_htfht4hrybdz3jty5t7367hreu 401 26 face face NN work_htfht4hrybdz3jty5t7367hreu 401 27 for for IN work_htfht4hrybdz3jty5t7367hreu 401 28 easy easy JJ work_htfht4hrybdz3jty5t7367hreu 401 29 understanding understanding NN work_htfht4hrybdz3jty5t7367hreu 401 30 of of IN work_htfht4hrybdz3jty5t7367hreu 401 31 the the DT work_htfht4hrybdz3jty5t7367hreu 401 32 results result NNS work_htfht4hrybdz3jty5t7367hreu 401 33 . . . work_htfht4hrybdz3jty5t7367hreu 402 1 October October NNP work_htfht4hrybdz3jty5t7367hreu 402 2 8 8 CD work_htfht4hrybdz3jty5t7367hreu 402 3 , , , work_htfht4hrybdz3jty5t7367hreu 402 4 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 402 5 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 402 6 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 402 7 vote vote NN work_htfht4hrybdz3jty5t7367hreu 402 8 leave leave NN work_htfht4hrybdz3jty5t7367hreu 402 9 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 10 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 11 remain remain VB work_htfht4hrybdz3jty5t7367hreu 402 12 referendum referendum NN work_htfht4hrybdz3jty5t7367hreu 402 13 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 402 14 stay stay VB work_htfht4hrybdz3jty5t7367hreu 402 15 country country NN work_htfht4hrybdz3jty5t7367hreu 402 16 Britain Britain NNP work_htfht4hrybdz3jty5t7367hreu 402 17 support support NN work_htfht4hrybdz3jty5t7367hreu 402 18 against against IN work_htfht4hrybdz3jty5t7367hreu 402 19 remain remain VBP work_htfht4hrybdz3jty5t7367hreu 402 20 stay stay NNP work_htfht4hrybdz3jty5t7367hreu 402 21 life life NN work_htfht4hrybdz3jty5t7367hreu 402 22 house house NN work_htfht4hrybdz3jty5t7367hreu 402 23 place place NN work_htfht4hrybdz3jty5t7367hreu 402 24 live live VBP work_htfht4hrybdz3jty5t7367hreu 402 25 long long RB work_htfht4hrybdz3jty5t7367hreu 402 26 today today NN work_htfht4hrybdz3jty5t7367hreu 402 27 safe safe JJ work_htfht4hrybdz3jty5t7367hreu 402 28 night night NN work_htfht4hrybdz3jty5t7367hreu 402 29 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 402 30 government government NN work_htfht4hrybdz3jty5t7367hreu 402 31 public public JJ work_htfht4hrybdz3jty5t7367hreu 402 32 services service NNS work_htfht4hrybdz3jty5t7367hreu 402 33 economy economy NN work_htfht4hrybdz3jty5t7367hreu 402 34 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 35 campaign campaign VB work_htfht4hrybdz3jty5t7367hreu 402 36 human human JJ work_htfht4hrybdz3jty5t7367hreu 402 37 rights right NNS work_htfht4hrybdz3jty5t7367hreu 402 38 western western JJ work_htfht4hrybdz3jty5t7367hreu 402 39 political political JJ work_htfht4hrybdz3jty5t7367hreu 402 40 sovereignty sovereignty NN work_htfht4hrybdz3jty5t7367hreu 402 41 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 42 economy economy NN work_htfht4hrybdz3jty5t7367hreu 402 43 trade_deals trade_deal VBZ work_htfht4hrybdz3jty5t7367hreu 402 44 markets market VBZ work_htfht4hrybdz3jty5t7367hreu 402 45 economic_recession economic_recession NN work_htfht4hrybdz3jty5t7367hreu 402 46 jobs job NNS work_htfht4hrybdz3jty5t7367hreu 402 47 workers_rights workers_rights CD work_htfht4hrybdz3jty5t7367hreu 402 48 pound pound NN work_htfht4hrybdz3jty5t7367hreu 402 49 bank_England bank_england NN work_htfht4hrybdz3jty5t7367hreu 402 50 wages_rise wages_rise NNP work_htfht4hrybdz3jty5t7367hreu 402 51 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 402 52 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 402 53 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 54 control control NN work_htfht4hrybdz3jty5t7367hreu 402 55 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 56 leave leave VB work_htfht4hrybdz3jty5t7367hreu 402 57 migration migration NN work_htfht4hrybdz3jty5t7367hreu 402 58 control_borders control_border NNS work_htfht4hrybdz3jty5t7367hreu 402 59 migrants migrant NNS work_htfht4hrybdz3jty5t7367hreu 402 60 immigrants immigrant NNS work_htfht4hrybdz3jty5t7367hreu 402 61 immigration_control immigration_control NNP work_htfht4hrybdz3jty5t7367hreu 402 62 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 63 Labour Labour NNP work_htfht4hrybdz3jty5t7367hreu 402 64 leave leave NN work_htfht4hrybdz3jty5t7367hreu 402 65 Cameron Cameron NNP work_htfht4hrybdz3jty5t7367hreu 402 66 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 67 tory tory NN work_htfht4hrybdz3jty5t7367hreu 402 68 Osborne Osborne NNP work_htfht4hrybdz3jty5t7367hreu 402 69 prime_minister prime_minister NNP work_htfht4hrybdz3jty5t7367hreu 402 70 government government NN work_htfht4hrybdz3jty5t7367hreu 402 71 party party NN work_htfht4hrybdz3jty5t7367hreu 402 72 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 73 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 74 leave leave VB work_htfht4hrybdz3jty5t7367hreu 402 75 NHS NHS NNP work_htfht4hrybdz3jty5t7367hreu 402 76 money money NN work_htfht4hrybdz3jty5t7367hreu 402 77 pay pay NN work_htfht4hrybdz3jty5t7367hreu 402 78 cost cost NN work_htfht4hrybdz3jty5t7367hreu 402 79 tax tax NN work_htfht4hrybdz3jty5t7367hreu 402 80 public_services public_service NNS work_htfht4hrybdz3jty5t7367hreu 402 81 spend spend VBP work_htfht4hrybdz3jty5t7367hreu 402 82 race race NN work_htfht4hrybdz3jty5t7367hreu 402 83 muslim muslim NNP work_htfht4hrybdz3jty5t7367hreu 402 84 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 402 85 human_rights human_rights NNPS work_htfht4hrybdz3jty5t7367hreu 402 86 Obama Obama NNP work_htfht4hrybdz3jty5t7367hreu 402 87 president president NN work_htfht4hrybdz3jty5t7367hreu 402 88 touch touch NN work_htfht4hrybdz3jty5t7367hreu 402 89 open_borders open_borders NNP work_htfht4hrybdz3jty5t7367hreu 402 90 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 402 91 white white JJ work_htfht4hrybdz3jty5t7367hreu 402 92 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 93 vote vote NN work_htfht4hrybdz3jty5t7367hreu 402 94 Europe Europe NNP work_htfht4hrybdz3jty5t7367hreu 402 95 England England NNP work_htfht4hrybdz3jty5t7367hreu 402 96 France France NNP work_htfht4hrybdz3jty5t7367hreu 402 97 status_quo status_quo NNP work_htfht4hrybdz3jty5t7367hreu 402 98 member_states member_states NNP work_htfht4hrybdz3jty5t7367hreu 402 99 German German NNP work_htfht4hrybdz3jty5t7367hreu 402 100 European_Union european_union NN work_htfht4hrybdz3jty5t7367hreu 402 101 western_political western_political JJ work_htfht4hrybdz3jty5t7367hreu 402 102 unelected unelected JJ work_htfht4hrybdz3jty5t7367hreu 402 103 democracy democracy NN work_htfht4hrybdz3jty5t7367hreu 402 104 freedom_movement freedom_movement NNP work_htfht4hrybdz3jty5t7367hreu 402 105 stay stay VB work_htfht4hrybdz3jty5t7367hreu 402 106 parliament parliament NN work_htfht4hrybdz3jty5t7367hreu 402 107 Scottish_independence scottish_independence NN work_htfht4hrybdz3jty5t7367hreu 402 108 laws law NNS work_htfht4hrybdz3jty5t7367hreu 402 109 sovereignty sovereignty NN work_htfht4hrybdz3jty5t7367hreu 402 110 control control NN work_htfht4hrybdz3jty5t7367hreu 402 111 general_election general_election NN work_htfht4hrybdz3jty5t7367hreu 402 112 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 113 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 114 vote_leave vote_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 115 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 402 116 Britain Britain NNP work_htfht4hrybdz3jty5t7367hreu 402 117 trade trade NN work_htfht4hrybdz3jty5t7367hreu 402 118 economy economy NN work_htfht4hrybdz3jty5t7367hreu 402 119 leaving leave VBG work_htfht4hrybdz3jty5t7367hreu 402 120 jobs job NNS work_htfht4hrybdz3jty5t7367hreu 402 121 Europe Europe NNP work_htfht4hrybdz3jty5t7367hreu 402 122 Brexit_campaign brexit_campaign NN work_htfht4hrybdz3jty5t7367hreu 402 123 lies lie VBZ work_htfht4hrybdz3jty5t7367hreu 402 124 remain remain VBP work_htfht4hrybdz3jty5t7367hreu 402 125 facts fact NNS work_htfht4hrybdz3jty5t7367hreu 402 126 read read VBN work_htfht4hrybdz3jty5t7367hreu 402 127 Jo_Cox_murder Jo_Cox_murder NNP work_htfht4hrybdz3jty5t7367hreu 402 128 debate debate NN work_htfht4hrybdz3jty5t7367hreu 402 129 Boris_Johnson boris_johnson JJ work_htfht4hrybdz3jty5t7367hreu 402 130 truth truth NN work_htfht4hrybdz3jty5t7367hreu 402 131 Farage Farage NNP work_htfht4hrybdz3jty5t7367hreu 402 132 leave leave NN work_htfht4hrybdz3jty5t7367hreu 402 133 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 134 vote vote NN work_htfht4hrybdz3jty5t7367hreu 402 135 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 136 stay stay VB work_htfht4hrybdz3jty5t7367hreu 402 137 referendum referendum NN work_htfht4hrybdz3jty5t7367hreu 402 138 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 402 139 country country NN work_htfht4hrybdz3jty5t7367hreu 402 140 remain remain VBP work_htfht4hrybdz3jty5t7367hreu 402 141 happen happen VB work_htfht4hrybdz3jty5t7367hreu 402 142 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 143 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 144 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 402 145 leave leave VB work_htfht4hrybdz3jty5t7367hreu 402 146 leaving leave VBG work_htfht4hrybdz3jty5t7367hreu 402 147 trade trade NN work_htfht4hrybdz3jty5t7367hreu 402 148 Britain Britain NNP work_htfht4hrybdz3jty5t7367hreu 402 149 remain remain VB work_htfht4hrybdz3jty5t7367hreu 402 150 economy economy NN work_htfht4hrybdz3jty5t7367hreu 402 151 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 402 152 stay stay VB work_htfht4hrybdz3jty5t7367hreu 402 153 wait wait VB work_htfht4hrybdz3jty5t7367hreu 402 154 long long JJ work_htfht4hrybdz3jty5t7367hreu 402 155 place place NN work_htfht4hrybdz3jty5t7367hreu 402 156 life life NN work_htfht4hrybdz3jty5t7367hreu 402 157 man man NN work_htfht4hrybdz3jty5t7367hreu 402 158 forever forever RB work_htfht4hrybdz3jty5t7367hreu 402 159 love love VBP work_htfht4hrybdz3jty5t7367hreu 402 160 longer long RBR work_htfht4hrybdz3jty5t7367hreu 402 161 friends friend NNS work_htfht4hrybdz3jty5t7367hreu 402 162 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 163 control control NN work_htfht4hrybdz3jty5t7367hreu 402 164 Cameron Cameron NNP work_htfht4hrybdz3jty5t7367hreu 402 165 deal deal NN work_htfht4hrybdz3jty5t7367hreu 402 166 immigration immigration NN work_htfht4hrybdz3jty5t7367hreu 402 167 government government NN work_htfht4hrybdz3jty5t7367hreu 402 168 tory tory NN work_htfht4hrybdz3jty5t7367hreu 402 169 reform reform NN work_htfht4hrybdz3jty5t7367hreu 402 170 veto veto NN work_htfht4hrybdz3jty5t7367hreu 402 171 PM PM NNP work_htfht4hrybdz3jty5t7367hreu 402 172 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 173 Britain Britain NNP work_htfht4hrybdz3jty5t7367hreu 402 174 economy economy NN work_htfht4hrybdz3jty5t7367hreu 402 175 market market NN work_htfht4hrybdz3jty5t7367hreu 402 176 industry industry NN work_htfht4hrybdz3jty5t7367hreu 402 177 warns warn VBZ work_htfht4hrybdz3jty5t7367hreu 402 178 business business NN work_htfht4hrybdz3jty5t7367hreu 402 179 world world NN work_htfht4hrybdz3jty5t7367hreu 402 180 markets market NNS work_htfht4hrybdz3jty5t7367hreu 402 181 businesses business NNS work_htfht4hrybdz3jty5t7367hreu 402 182 cost cost VBP work_htfht4hrybdz3jty5t7367hreu 402 183 funding funding NN work_htfht4hrybdz3jty5t7367hreu 402 184 pay pay NN work_htfht4hrybdz3jty5t7367hreu 402 185 spend spend NN work_htfht4hrybdz3jty5t7367hreu 402 186 paid pay VBN work_htfht4hrybdz3jty5t7367hreu 402 187 housing housing NN work_htfht4hrybdz3jty5t7367hreu 402 188 increase increase NN work_htfht4hrybdz3jty5t7367hreu 402 189 extra extra JJ work_htfht4hrybdz3jty5t7367hreu 402 190 higher high JJR work_htfht4hrybdz3jty5t7367hreu 402 191 immigrants immigrant NNS work_htfht4hrybdz3jty5t7367hreu 402 192 stay stay VBP work_htfht4hrybdz3jty5t7367hreu 402 193 house house NN work_htfht4hrybdz3jty5t7367hreu 402 194 lol lol NNP work_htfht4hrybdz3jty5t7367hreu 402 195 safe safe NNP work_htfht4hrybdz3jty5t7367hreu 402 196 wanna wanna NNP work_htfht4hrybdz3jty5t7367hreu 402 197 gon go NNP work_htfht4hrybdz3jty5t7367hreu 402 198 na to IN work_htfht4hrybdz3jty5t7367hreu 402 199 forever forever RB work_htfht4hrybdz3jty5t7367hreu 402 200 happy happy JJ work_htfht4hrybdz3jty5t7367hreu 402 201 live live JJ work_htfht4hrybdz3jty5t7367hreu 402 202 hate hate NNP work_htfht4hrybdz3jty5t7367hreu 402 203 mayor mayor NNP work_htfht4hrybdz3jty5t7367hreu 402 204 win win NNP work_htfht4hrybdz3jty5t7367hreu 402 205 gold gold NN work_htfht4hrybdz3jty5t7367hreu 402 206 para para NNP work_htfht4hrybdz3jty5t7367hreu 402 207 DA DA NNP work_htfht4hrybdz3jty5t7367hreu 402 208 middle middle NNP work_htfht4hrybdz3jty5t7367hreu 402 209 mayoral mayoral JJ work_htfht4hrybdz3jty5t7367hreu 402 210 ref ref NN work_htfht4hrybdz3jty5t7367hreu 402 211 bath bath NN work_htfht4hrybdz3jty5t7367hreu 402 212 grave grave NN work_htfht4hrybdz3jty5t7367hreu 402 213 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 214 EU EU NNP work_htfht4hrybdz3jty5t7367hreu 402 215 leave leave VBP work_htfht4hrybdz3jty5t7367hreu 402 216 vote vote NN work_htfht4hrybdz3jty5t7367hreu 402 217 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 402 218 stay stay VB work_htfht4hrybdz3jty5t7367hreu 402 219 Britain Britain NNP work_htfht4hrybdz3jty5t7367hreu 402 220 remain remain VBP work_htfht4hrybdz3jty5t7367hreu 402 221 life life NN work_htfht4hrybdz3jty5t7367hreu 402 222 referendum referendum NN work_htfht4hrybdz3jty5t7367hreu 402 223 leave_EU leave_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 224 vote_leave vote_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 225 UK_EU UK_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 226 EU_referendum EU_referendum NNP work_htfht4hrybdz3jty5t7367hreu 402 227 Brexit_UK brexit_uk VB work_htfht4hrybdz3jty5t7367hreu 402 228 vote_leave_EU vote_leave_EU : work_htfht4hrybdz3jty5t7367hreu 402 229 stay stay NN work_htfht4hrybdz3jty5t7367hreu 402 230 stay_EU stay_eu NN work_htfht4hrybdz3jty5t7367hreu 402 231 stay_leave stay_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 232 stay_life stay_life NNP work_htfht4hrybdz3jty5t7367hreu 402 233 vote_stay vote_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 234 Boris_Johnson boris_johnson NN work_htfht4hrybdz3jty5t7367hreu 402 235 love_stay love_stay IN work_htfht4hrybdz3jty5t7367hreu 402 236 Jo_Cox Jo_Cox NNP work_htfht4hrybdz3jty5t7367hreu 402 237 leave_EU leave_eu JJ work_htfht4hrybdz3jty5t7367hreu 402 238 vote_leave vote_leave NN work_htfht4hrybdz3jty5t7367hreu 402 239 vote_leave_EU vote_leave_EU : work_htfht4hrybdz3jty5t7367hreu 402 240 EU_referendum EU_referendum NNP work_htfht4hrybdz3jty5t7367hreu 402 241 remain_leave remain_leave NN work_htfht4hrybdz3jty5t7367hreu 402 242 vote_leave_remain vote_leave_remain VB work_htfht4hrybdz3jty5t7367hreu 402 243 vote_EU_referendum vote_eu_referendum NN work_htfht4hrybdz3jty5t7367hreu 402 244 vote_Brexit vote_brexit NN work_htfht4hrybdz3jty5t7367hreu 402 245 UK_vote_leave uk_vote_leave UH work_htfht4hrybdz3jty5t7367hreu 402 246 UK_leave_EU UK_leave_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 247 UK_EU UK_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 248 leave_EU leave_eu NN work_htfht4hrybdz3jty5t7367hreu 402 249 UK_leave_EU UK_leave_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 250 Britain_EU Britain_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 251 EU_trade EU_trade NNP work_htfht4hrybdz3jty5t7367hreu 402 252 leave_EU_trade leave_EU_trade NNP work_htfht4hrybdz3jty5t7367hreu 402 253 Britain_leave_EU Britain_leave_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 254 David_Cameron_EU David_Cameron_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 255 Cameron_EU cameron_eu NN work_htfht4hrybdz3jty5t7367hreu 402 256 rights_leave_EU rights_leave_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 257 prime_minister prime_minister NN work_htfht4hrybdz3jty5t7367hreu 402 258 Michael_Gove michael_gove NN work_htfht4hrybdz3jty5t7367hreu 402 259 leave_EU leave_eu JJ work_htfht4hrybdz3jty5t7367hreu 402 260 post_Brexit post_brexit NN work_htfht4hrybdz3jty5t7367hreu 402 261 EU_Brexit EU_Brexit `` work_htfht4hrybdz3jty5t7367hreu 402 262 EU_change EU_change NNP work_htfht4hrybdz3jty5t7367hreu 402 263 George_Osborne George_Osborne NNP work_htfht4hrybdz3jty5t7367hreu 402 264 project_fear project_fear NNP work_htfht4hrybdz3jty5t7367hreu 402 265 Michael_gove_EU Michael_gove_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 266 Osborne_Brexit osborne_brexit JJ work_htfht4hrybdz3jty5t7367hreu 402 267 stay_EU stay_eu NN work_htfht4hrybdz3jty5t7367hreu 402 268 stay_life stay_life NN work_htfht4hrybdz3jty5t7367hreu 402 269 stay_leave stay_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 270 vote_stay vote_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 271 stay_lane stay_lane NNP work_htfht4hrybdz3jty5t7367hreu 402 272 stay_place stay_place NNP work_htfht4hrybdz3jty5t7367hreu 402 273 leave_EU_stay leave_eu_stay VBP work_htfht4hrybdz3jty5t7367hreu 402 274 stay_forever stay_forever NN work_htfht4hrybdz3jty5t7367hreu 402 275 stay_long stay_long NN work_htfht4hrybdz3jty5t7367hreu 402 276 UK_stay UK_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 277 love_stay love_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 278 check_latest_updates check_latest_update VBZ work_htfht4hrybdz3jty5t7367hreu 402 279 stay_EU stay_eu NN work_htfht4hrybdz3jty5t7367hreu 402 280 stay_house stay_house NNP work_htfht4hrybdz3jty5t7367hreu 402 281 stay_home stay_home NNP work_htfht4hrybdz3jty5t7367hreu 402 282 stay_safe stay_safe NNP work_htfht4hrybdz3jty5t7367hreu 402 283 stay_room stay_room NNP work_htfht4hrybdz3jty5t7367hreu 402 284 stay_leave stay_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 285 world_stay world_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 286 hope_stay hope_stay NNP work_htfht4hrybdz3jty5t7367hreu 402 287 Boris_Johnson boris_johnson NN work_htfht4hrybdz3jty5t7367hreu 402 288 Jo_Cox jo_cox NN work_htfht4hrybdz3jty5t7367hreu 402 289 London_mayor london_mayor NN work_htfht4hrybdz3jty5t7367hreu 402 290 Sadiq_Khan Sadiq_Khan NNP work_htfht4hrybdz3jty5t7367hreu 402 291 Ruth_Davison Ruth_Davison NNP work_htfht4hrybdz3jty5t7367hreu 402 292 leave_Boris_Johnson leave_Boris_Johnson NNP work_htfht4hrybdz3jty5t7367hreu 402 293 Eddie_Izzard eddie_izzard NN work_htfht4hrybdz3jty5t7367hreu 402 294 Bob_Geldof bob_geldof PRP$ work_htfht4hrybdz3jty5t7367hreu 402 295 stay_EU stay_EU NNP work_htfht4hrybdz3jty5t7367hreu 402 296 Jo_Cox_murder Jo_Cox_murder NNP work_htfht4hrybdz3jty5t7367hreu 402 297 Nigel_Farage Nigel_Farage NNP work_htfht4hrybdz3jty5t7367hreu 402 298 vote_leave vote_leave NNP work_htfht4hrybdz3jty5t7367hreu 402 299 stay_EU stay_eu NN work_htfht4hrybdz3jty5t7367hreu 402 300 EU_eurovision EU_eurovision NNP work_htfht4hrybdz3jty5t7367hreu 402 301 leave_EU leave_eu JJ work_htfht4hrybdz3jty5t7367hreu 402 302 stay_moment stay_moment NNP work_htfht4hrybdz3jty5t7367hreu 402 303 Amber_Rudd amber_rudd CD work_htfht4hrybdz3jty5t7367hreu 402 304 leave_racist leave_racist NN work_htfht4hrybdz3jty5t7367hreu 402 305 social_media_stay social_media_stay NN work_htfht4hrybdz3jty5t7367hreu 402 306 vote_stay vote_stay NN work_htfht4hrybdz3jty5t7367hreu 402 307 Brexit_UK brexit_uk JJ work_htfht4hrybdz3jty5t7367hreu 402 308 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 402 309 EU_Brexit EU_Brexit NFP work_htfht4hrybdz3jty5t7367hreu 402 310 leaving_EU leaving_eu NN work_htfht4hrybdz3jty5t7367hreu 402 311 single_market single_market NN work_htfht4hrybdz3jty5t7367hreu 402 312 EU_NHS EU_NHS NNP work_htfht4hrybdz3jty5t7367hreu 402 313 EU_immigration EU_immigration NNP work_htfht4hrybdz3jty5t7367hreu 402 314 Brexit_economy brexit_economy NN work_htfht4hrybdz3jty5t7367hreu 402 315 EU_economy EU_economy NNP work_htfht4hrybdz3jty5t7367hreu 402 316 control_immigration control_immigration NNP work_htfht4hrybdz3jty5t7367hreu 402 317 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 402 318 6 6 CD work_htfht4hrybdz3jty5t7367hreu 402 319 : : : work_htfht4hrybdz3jty5t7367hreu 402 320 Opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 402 321 hierarchies hierarchy NNS work_htfht4hrybdz3jty5t7367hreu 402 322 discovered discover VBN work_htfht4hrybdz3jty5t7367hreu 402 323 by by IN work_htfht4hrybdz3jty5t7367hreu 402 324 CATHY CATHY NNP work_htfht4hrybdz3jty5t7367hreu 402 325 , , , work_htfht4hrybdz3jty5t7367hreu 402 326 HLDA HLDA NNP work_htfht4hrybdz3jty5t7367hreu 402 327 and and CC work_htfht4hrybdz3jty5t7367hreu 402 328 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 402 329 on on IN work_htfht4hrybdz3jty5t7367hreu 402 330 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 402 331 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 402 332 in in IN work_htfht4hrybdz3jty5t7367hreu 402 333 many many JJ work_htfht4hrybdz3jty5t7367hreu 402 334 cases case NNS work_htfht4hrybdz3jty5t7367hreu 402 335 , , , work_htfht4hrybdz3jty5t7367hreu 402 336 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 402 337 are be VBP work_htfht4hrybdz3jty5t7367hreu 402 338 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 402 339 with with IN work_htfht4hrybdz3jty5t7367hreu 402 340 sensible sensible JJ work_htfht4hrybdz3jty5t7367hreu 402 341 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 402 342 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 402 343 . . . work_htfht4hrybdz3jty5t7367hreu 403 1 For for IN work_htfht4hrybdz3jty5t7367hreu 403 2 example example NN work_htfht4hrybdz3jty5t7367hreu 403 3 , , , work_htfht4hrybdz3jty5t7367hreu 403 4 “ " `` work_htfht4hrybdz3jty5t7367hreu 403 5 Briefing briefing NN work_htfht4hrybdz3jty5t7367hreu 403 6 : : : work_htfht4hrybdz3jty5t7367hreu 403 7 Trade trade NN work_htfht4hrybdz3jty5t7367hreu 403 8 , , , work_htfht4hrybdz3jty5t7367hreu 403 9 investment investment NN work_htfht4hrybdz3jty5t7367hreu 403 10 and and CC work_htfht4hrybdz3jty5t7367hreu 403 11 jobs job NNS work_htfht4hrybdz3jty5t7367hreu 403 12 will will MD work_htfht4hrybdz3jty5t7367hreu 403 13 benefit benefit VB work_htfht4hrybdz3jty5t7367hreu 403 14 if if IN work_htfht4hrybdz3jty5t7367hreu 403 15 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 403 16 Vote vote VBP work_htfht4hrybdz3jty5t7367hreu 403 17 Leave leave NN work_htfht4hrybdz3jty5t7367hreu 403 18 ” " '' work_htfht4hrybdz3jty5t7367hreu 403 19 is be VBZ work_htfht4hrybdz3jty5t7367hreu 403 20 assigned assign VBN work_htfht4hrybdz3jty5t7367hreu 403 21 with with IN work_htfht4hrybdz3jty5t7367hreu 403 22 [ [ -LRB- work_htfht4hrybdz3jty5t7367hreu 403 23 Support support NN work_htfht4hrybdz3jty5t7367hreu 403 24 , , , work_htfht4hrybdz3jty5t7367hreu 403 25 Econ- Econ- NNP work_htfht4hrybdz3jty5t7367hreu 403 26 omy omy NN work_htfht4hrybdz3jty5t7367hreu 403 27 ] ] -RRB- work_htfht4hrybdz3jty5t7367hreu 403 28 . . . work_htfht4hrybdz3jty5t7367hreu 404 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 404 2 can can MD work_htfht4hrybdz3jty5t7367hreu 404 3 be be VB work_htfht4hrybdz3jty5t7367hreu 404 4 easily easily RB work_htfht4hrybdz3jty5t7367hreu 404 5 inferred infer VBN work_htfht4hrybdz3jty5t7367hreu 404 6 from from IN work_htfht4hrybdz3jty5t7367hreu 404 7 the the DT work_htfht4hrybdz3jty5t7367hreu 404 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 404 9 result result NN work_htfht4hrybdz3jty5t7367hreu 404 10 that that IN work_htfht4hrybdz3jty5t7367hreu 404 11 the the DT work_htfht4hrybdz3jty5t7367hreu 404 12 tweet tweet NN work_htfht4hrybdz3jty5t7367hreu 404 13 is be VBZ work_htfht4hrybdz3jty5t7367hreu 404 14 about about IN work_htfht4hrybdz3jty5t7367hreu 404 15 the the DT work_htfht4hrybdz3jty5t7367hreu 404 16 support support NN work_htfht4hrybdz3jty5t7367hreu 404 17 of of IN work_htfht4hrybdz3jty5t7367hreu 404 18 Brexit Brexit NNP work_htfht4hrybdz3jty5t7367hreu 404 19 because because IN work_htfht4hrybdz3jty5t7367hreu 404 20 of of IN work_htfht4hrybdz3jty5t7367hreu 404 21 an an DT work_htfht4hrybdz3jty5t7367hreu 404 22 economy- economy- JJ work_htfht4hrybdz3jty5t7367hreu 404 23 related related JJ work_htfht4hrybdz3jty5t7367hreu 404 24 reason reason NN work_htfht4hrybdz3jty5t7367hreu 404 25 . . . work_htfht4hrybdz3jty5t7367hreu 405 1 On on IN work_htfht4hrybdz3jty5t7367hreu 405 2 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 405 3 II II NNP work_htfht4hrybdz3jty5t7367hreu 405 4 only only RB work_htfht4hrybdz3jty5t7367hreu 405 5 the the DT work_htfht4hrybdz3jty5t7367hreu 405 6 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 405 7 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 405 8 by by IN work_htfht4hrybdz3jty5t7367hreu 405 9 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 405 10 is be VBZ work_htfht4hrybdz3jty5t7367hreu 405 11 pre- pre- RB work_htfht4hrybdz3jty5t7367hreu 405 12 sented sente VBN work_htfht4hrybdz3jty5t7367hreu 405 13 in in IN work_htfht4hrybdz3jty5t7367hreu 405 14 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 405 15 7 7 CD work_htfht4hrybdz3jty5t7367hreu 405 16 due due IN work_htfht4hrybdz3jty5t7367hreu 405 17 to to IN work_htfht4hrybdz3jty5t7367hreu 405 18 the the DT work_htfht4hrybdz3jty5t7367hreu 405 19 space space NN work_htfht4hrybdz3jty5t7367hreu 405 20 limit limit NN work_htfht4hrybdz3jty5t7367hreu 405 21 . . . work_htfht4hrybdz3jty5t7367hreu 406 1 Although although IN work_htfht4hrybdz3jty5t7367hreu 406 2 the the DT work_htfht4hrybdz3jty5t7367hreu 406 3 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 406 4 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 406 5 do do VBP work_htfht4hrybdz3jty5t7367hreu 406 6 not not RB work_htfht4hrybdz3jty5t7367hreu 406 7 clearly clearly RB work_htfht4hrybdz3jty5t7367hreu 406 8 represent represent VB work_htfht4hrybdz3jty5t7367hreu 406 9 two two CD work_htfht4hrybdz3jty5t7367hreu 406 10 opposing oppose VBG work_htfht4hrybdz3jty5t7367hreu 406 11 stances stance NNS work_htfht4hrybdz3jty5t7367hreu 406 12 since since IN work_htfht4hrybdz3jty5t7367hreu 406 13 the the DT work_htfht4hrybdz3jty5t7367hreu 406 14 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 406 15 model model NN work_htfht4hrybdz3jty5t7367hreu 406 16 is be VBZ work_htfht4hrybdz3jty5t7367hreu 406 17 totally totally RB work_htfht4hrybdz3jty5t7367hreu 406 18 unsupervised unsupervise VBN work_htfht4hrybdz3jty5t7367hreu 406 19 , , , work_htfht4hrybdz3jty5t7367hreu 406 20 it -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 406 21 can can MD work_htfht4hrybdz3jty5t7367hreu 406 22 be be VB work_htfht4hrybdz3jty5t7367hreu 406 23 inferred infer VBN work_htfht4hrybdz3jty5t7367hreu 406 24 from from IN work_htfht4hrybdz3jty5t7367hreu 406 25 the the DT work_htfht4hrybdz3jty5t7367hreu 406 26 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 406 27 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 406 28 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 406 29 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 406 30 Email email NN work_htfht4hrybdz3jty5t7367hreu 406 31 scandal scandal NN work_htfht4hrybdz3jty5t7367hreu 406 32 of of IN work_htfht4hrybdz3jty5t7367hreu 406 33 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 406 34 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 406 35 and and CC work_htfht4hrybdz3jty5t7367hreu 406 36 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 406 37 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 406 38 vowed vow VBD work_htfht4hrybdz3jty5t7367hreu 406 39 to to TO work_htfht4hrybdz3jty5t7367hreu 406 40 drain drain VB work_htfht4hrybdz3jty5t7367hreu 406 41 the the DT work_htfht4hrybdz3jty5t7367hreu 406 42 swamp8 swamp8 NN work_htfht4hrybdz3jty5t7367hreu 406 43 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 406 44 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 406 45 that that IN work_htfht4hrybdz3jty5t7367hreu 406 46 the the DT work_htfht4hrybdz3jty5t7367hreu 406 47 left left JJ work_htfht4hrybdz3jty5t7367hreu 406 48 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 406 49 topic topic NN work_htfht4hrybdz3jty5t7367hreu 406 50 is be VBZ work_htfht4hrybdz3jty5t7367hreu 406 51 about about IN work_htfht4hrybdz3jty5t7367hreu 406 52 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 406 53 Sup- Sup- NNP work_htfht4hrybdz3jty5t7367hreu 406 54 porting port VBG work_htfht4hrybdz3jty5t7367hreu 406 55 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 406 56 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 406 57 . . . work_htfht4hrybdz3jty5t7367hreu 407 1 And and CC work_htfht4hrybdz3jty5t7367hreu 407 2 similarly similarly RB work_htfht4hrybdz3jty5t7367hreu 407 3 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 407 4 can can MD work_htfht4hrybdz3jty5t7367hreu 407 5 infer infer VB work_htfht4hrybdz3jty5t7367hreu 407 6 from from IN work_htfht4hrybdz3jty5t7367hreu 407 7 the the DT work_htfht4hrybdz3jty5t7367hreu 407 8 level-3 level-3 NNP work_htfht4hrybdz3jty5t7367hreu 407 9 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 407 10 that that WDT work_htfht4hrybdz3jty5t7367hreu 407 11 the the DT work_htfht4hrybdz3jty5t7367hreu 407 12 right right JJ work_htfht4hrybdz3jty5t7367hreu 407 13 level-2 level-2 NNP work_htfht4hrybdz3jty5t7367hreu 407 14 topic topic NN work_htfht4hrybdz3jty5t7367hreu 407 15 is be VBZ work_htfht4hrybdz3jty5t7367hreu 407 16 about about IN work_htfht4hrybdz3jty5t7367hreu 407 17 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 407 18 Supporting support VBG work_htfht4hrybdz3jty5t7367hreu 407 19 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 407 20 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 407 21 . . . work_htfht4hrybdz3jty5t7367hreu 408 1 Also also RB work_htfht4hrybdz3jty5t7367hreu 408 2 , , , work_htfht4hrybdz3jty5t7367hreu 408 3 under under IN work_htfht4hrybdz3jty5t7367hreu 408 4 the the DT work_htfht4hrybdz3jty5t7367hreu 408 5 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 408 6 Drain drain VB work_htfht4hrybdz3jty5t7367hreu 408 7 the the DT work_htfht4hrybdz3jty5t7367hreu 408 8 swamp swamp NN work_htfht4hrybdz3jty5t7367hreu 408 9 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 408 10 topic topic NN work_htfht4hrybdz3jty5t7367hreu 408 11 , , , work_htfht4hrybdz3jty5t7367hreu 408 12 the the DT work_htfht4hrybdz3jty5t7367hreu 408 13 4th 4th JJ work_htfht4hrybdz3jty5t7367hreu 408 14 level level NN work_htfht4hrybdz3jty5t7367hreu 408 15 gives give VBZ work_htfht4hrybdz3jty5t7367hreu 408 16 more more RBR work_htfht4hrybdz3jty5t7367hreu 408 17 fine fine RB work_htfht4hrybdz3jty5t7367hreu 408 18 - - HYPH work_htfht4hrybdz3jty5t7367hreu 408 19 grained grain VBN work_htfht4hrybdz3jty5t7367hreu 408 20 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 408 21 on on IN work_htfht4hrybdz3jty5t7367hreu 408 22 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 408 23 Controlling control VBG work_htfht4hrybdz3jty5t7367hreu 408 24 illegal illegal JJ work_htfht4hrybdz3jty5t7367hreu 408 25 immigrants immigrant NNS work_htfht4hrybdz3jty5t7367hreu 408 26 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 408 27 and and CC work_htfht4hrybdz3jty5t7367hreu 408 28 ‘ ' `` work_htfht4hrybdz3jty5t7367hreu 408 29 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 408 30 will will MD work_htfht4hrybdz3jty5t7367hreu 408 31 lead lead VB work_htfht4hrybdz3jty5t7367hreu 408 32 a a DT work_htfht4hrybdz3jty5t7367hreu 408 33 unified unified JJ work_htfht4hrybdz3jty5t7367hreu 408 34 Republican republican JJ work_htfht4hrybdz3jty5t7367hreu 408 35 government government NN work_htfht4hrybdz3jty5t7367hreu 408 36 ’ ' '' work_htfht4hrybdz3jty5t7367hreu 408 37 . . . work_htfht4hrybdz3jty5t7367hreu 409 1 5 5 CD work_htfht4hrybdz3jty5t7367hreu 409 2 . . . work_htfht4hrybdz3jty5t7367hreu 410 1 Conclusion conclusion NN work_htfht4hrybdz3jty5t7367hreu 410 2 In in IN work_htfht4hrybdz3jty5t7367hreu 410 3 this this DT work_htfht4hrybdz3jty5t7367hreu 410 4 paper paper NN work_htfht4hrybdz3jty5t7367hreu 410 5 , , , work_htfht4hrybdz3jty5t7367hreu 410 6 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 410 7 have have VBP work_htfht4hrybdz3jty5t7367hreu 410 8 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 410 9 an an DT work_htfht4hrybdz3jty5t7367hreu 410 10 unsupervised unsupervised JJ work_htfht4hrybdz3jty5t7367hreu 410 11 Hierarchi- Hierarchi- NNP work_htfht4hrybdz3jty5t7367hreu 410 12 cal cal NNP work_htfht4hrybdz3jty5t7367hreu 410 13 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 410 14 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 410 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 410 16 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 410 17 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 410 18 model model NN work_htfht4hrybdz3jty5t7367hreu 410 19 in in IN work_htfht4hrybdz3jty5t7367hreu 410 20 which which WDT work_htfht4hrybdz3jty5t7367hreu 410 21 each each DT work_htfht4hrybdz3jty5t7367hreu 410 22 document document NN work_htfht4hrybdz3jty5t7367hreu 410 23 is be VBZ work_htfht4hrybdz3jty5t7367hreu 410 24 8Trump 8trump CD work_htfht4hrybdz3jty5t7367hreu 410 25 used use VBN work_htfht4hrybdz3jty5t7367hreu 410 26 this this DT work_htfht4hrybdz3jty5t7367hreu 410 27 metaphor metaphor NN work_htfht4hrybdz3jty5t7367hreu 410 28 to to TO work_htfht4hrybdz3jty5t7367hreu 410 29 describe describe VB work_htfht4hrybdz3jty5t7367hreu 410 30 his -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 410 31 plan plan NN work_htfht4hrybdz3jty5t7367hreu 410 32 to to TO work_htfht4hrybdz3jty5t7367hreu 410 33 fix fix VB work_htfht4hrybdz3jty5t7367hreu 410 34 problems problem NNS work_htfht4hrybdz3jty5t7367hreu 410 35 in in IN work_htfht4hrybdz3jty5t7367hreu 410 36 the the DT work_htfht4hrybdz3jty5t7367hreu 410 37 federal federal JJ work_htfht4hrybdz3jty5t7367hreu 410 38 government government NN work_htfht4hrybdz3jty5t7367hreu 410 39 . . . work_htfht4hrybdz3jty5t7367hreu 411 1 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 2 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 411 3 Donald_Trump Donald_Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 4 president president NN work_htfht4hrybdz3jty5t7367hreu 411 5 American american JJ work_htfht4hrybdz3jty5t7367hreu 411 6 vote vote NN work_htfht4hrybdz3jty5t7367hreu 411 7 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 411 8 vote vote NN work_htfht4hrybdz3jty5t7367hreu 411 9 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 411 10 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 411 11 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 12 Clinton Clinton NNP work_htfht4hrybdz3jty5t7367hreu 411 13 Obama Obama NNP work_htfht4hrybdz3jty5t7367hreu 411 14 America America NNP work_htfht4hrybdz3jty5t7367hreu 411 15 email email NN work_htfht4hrybdz3jty5t7367hreu 411 16 scandal scandal NN work_htfht4hrybdz3jty5t7367hreu 411 17 drain drain VB work_htfht4hrybdz3jty5t7367hreu 411 18 swamp swamp NN work_htfht4hrybdz3jty5t7367hreu 411 19 racist racist NN work_htfht4hrybdz3jty5t7367hreu 411 20 taxes taxis NNS work_htfht4hrybdz3jty5t7367hreu 411 21 Russia Russia NNP work_htfht4hrybdz3jty5t7367hreu 411 22 Hillary_Clinton Hillary_Clinton NNP work_htfht4hrybdz3jty5t7367hreu 411 23 FBI FBI NNP work_htfht4hrybdz3jty5t7367hreu 411 24 campaign campaign NN work_htfht4hrybdz3jty5t7367hreu 411 25 emails email NNS work_htfht4hrybdz3jty5t7367hreu 411 26 Huma Huma NNP work_htfht4hrybdz3jty5t7367hreu 411 27 indicted indict VBD work_htfht4hrybdz3jty5t7367hreu 411 28 spooky_story spooky_story JJ work_htfht4hrybdz3jty5t7367hreu 411 29 email email NN work_htfht4hrybdz3jty5t7367hreu 411 30 FBI_investigation fbi_investigation JJ work_htfht4hrybdz3jty5t7367hreu 411 31 jail jail NN work_htfht4hrybdz3jty5t7367hreu 411 32 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 33 America America NNP work_htfht4hrybdz3jty5t7367hreu 411 34 country country NN work_htfht4hrybdz3jty5t7367hreu 411 35 great great JJ work_htfht4hrybdz3jty5t7367hreu 411 36 president president NN work_htfht4hrybdz3jty5t7367hreu 411 37 repeal_obamacare repeal_obamacare NNP work_htfht4hrybdz3jty5t7367hreu 411 38 change change NN work_htfht4hrybdz3jty5t7367hreu 411 39 world world NN work_htfht4hrybdz3jty5t7367hreu 411 40 drain_swamp drain_swamp NNP work_htfht4hrybdz3jty5t7367hreu 411 41 won win VBD work_htfht4hrybdz3jty5t7367hreu 411 42 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 411 43 taxes taxis NNS work_htfht4hrybdz3jty5t7367hreu 411 44 Obama Obama NNP work_htfht4hrybdz3jty5t7367hreu 411 45 tax tax NN work_htfht4hrybdz3jty5t7367hreu 411 46 release_tax_returns release_tax_returns NNP work_htfht4hrybdz3jty5t7367hreu 411 47 obamacare obamacare NN work_htfht4hrybdz3jty5t7367hreu 411 48 pay pay VB work_htfht4hrybdz3jty5t7367hreu 411 49 Clinton Clinton NNP work_htfht4hrybdz3jty5t7367hreu 411 50 supreme_court supreme_court NNP work_htfht4hrybdz3jty5t7367hreu 411 51 law law NN work_htfht4hrybdz3jty5t7367hreu 411 52 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 53 Putin Putin NNP work_htfht4hrybdz3jty5t7367hreu 411 54 markets market VBZ work_htfht4hrybdz3jty5t7367hreu 411 55 Russian russian JJ work_htfht4hrybdz3jty5t7367hreu 411 56 economy economy NN work_htfht4hrybdz3jty5t7367hreu 411 57 crash crash NN work_htfht4hrybdz3jty5t7367hreu 411 58 Russia Russia NNP work_htfht4hrybdz3jty5t7367hreu 411 59 nuclear_war nuclear_war NNP work_htfht4hrybdz3jty5t7367hreu 411 60 energy energy NN work_htfht4hrybdz3jty5t7367hreu 411 61 civil_war civil_war NNP work_htfht4hrybdz3jty5t7367hreu 411 62 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 411 63 win win NN work_htfht4hrybdz3jty5t7367hreu 411 64 Hillary Hillary NNP work_htfht4hrybdz3jty5t7367hreu 411 65 vote vote NN work_htfht4hrybdz3jty5t7367hreu 411 66 Clinton Clinton NNP work_htfht4hrybdz3jty5t7367hreu 411 67 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 68 women woman NNS work_htfht4hrybdz3jty5t7367hreu 411 69 white white JJ work_htfht4hrybdz3jty5t7367hreu 411 70 racist racist NN work_htfht4hrybdz3jty5t7367hreu 411 71 black black NNP work_htfht4hrybdz3jty5t7367hreu 411 72 women_rights women_rights NNP work_htfht4hrybdz3jty5t7367hreu 411 73 black_voters black_voters NNP work_htfht4hrybdz3jty5t7367hreu 411 74 shit shit NNP work_htfht4hrybdz3jty5t7367hreu 411 75 build_wall build_wall NNP work_htfht4hrybdz3jty5t7367hreu 411 76 child_rape child_rape NNP work_htfht4hrybdz3jty5t7367hreu 411 77 Donald_Trump donald_trump JJ work_htfht4hrybdz3jty5t7367hreu 411 78 reliable reliable JJ work_htfht4hrybdz3jty5t7367hreu 411 79 lead_unified_republican lead_unified_republican JJ work_htfht4hrybdz3jty5t7367hreu 411 80 wind wind NN work_htfht4hrybdz3jty5t7367hreu 411 81 trusted trust VBD work_htfht4hrybdz3jty5t7367hreu 411 82 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 411 83 worst bad JJS work_htfht4hrybdz3jty5t7367hreu 411 84 economy economy NN work_htfht4hrybdz3jty5t7367hreu 411 85 stock_market stock_market NN work_htfht4hrybdz3jty5t7367hreu 411 86 Mark_Cuban mark_cuban CD work_htfht4hrybdz3jty5t7367hreu 411 87 Trump Trump NNP work_htfht4hrybdz3jty5t7367hreu 411 88 lies lie NNS work_htfht4hrybdz3jty5t7367hreu 411 89 Donald Donald NNP work_htfht4hrybdz3jty5t7367hreu 411 90 stop_lie stop_lie NNP work_htfht4hrybdz3jty5t7367hreu 411 91 cheat cheat VBP work_htfht4hrybdz3jty5t7367hreu 411 92 Trump trump JJ work_htfht4hrybdz3jty5t7367hreu 411 93 deport deport NN work_htfht4hrybdz3jty5t7367hreu 411 94 hunger hunger NN work_htfht4hrybdz3jty5t7367hreu 411 95 illegal_immigrants illegal_immigrant NNS work_htfht4hrybdz3jty5t7367hreu 411 96 million_immigrants million_immigrants NNP work_htfht4hrybdz3jty5t7367hreu 411 97 Figure Figure NNP work_htfht4hrybdz3jty5t7367hreu 411 98 7 7 CD work_htfht4hrybdz3jty5t7367hreu 411 99 : : : work_htfht4hrybdz3jty5t7367hreu 411 100 Opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 411 101 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 411 102 discovered discover VBN work_htfht4hrybdz3jty5t7367hreu 411 103 by by IN work_htfht4hrybdz3jty5t7367hreu 411 104 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 411 105 on on IN work_htfht4hrybdz3jty5t7367hreu 411 106 Dataset Dataset NNP work_htfht4hrybdz3jty5t7367hreu 411 107 II II NNP work_htfht4hrybdz3jty5t7367hreu 411 108 . . . work_htfht4hrybdz3jty5t7367hreu 412 1 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 412 2 with with IN work_htfht4hrybdz3jty5t7367hreu 412 3 a a DT work_htfht4hrybdz3jty5t7367hreu 412 4 path path NN work_htfht4hrybdz3jty5t7367hreu 412 5 in in IN work_htfht4hrybdz3jty5t7367hreu 412 6 a a DT work_htfht4hrybdz3jty5t7367hreu 412 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 412 8 tree tree NN work_htfht4hrybdz3jty5t7367hreu 412 9 and and CC work_htfht4hrybdz3jty5t7367hreu 412 10 with with IN work_htfht4hrybdz3jty5t7367hreu 412 11 a a DT work_htfht4hrybdz3jty5t7367hreu 412 12 document- document- JJ work_htfht4hrybdz3jty5t7367hreu 412 13 specific specific JJ work_htfht4hrybdz3jty5t7367hreu 412 14 distribution distribution NN work_htfht4hrybdz3jty5t7367hreu 412 15 over over IN work_htfht4hrybdz3jty5t7367hreu 412 16 different different JJ work_htfht4hrybdz3jty5t7367hreu 412 17 levels level NNS work_htfht4hrybdz3jty5t7367hreu 412 18 in in IN work_htfht4hrybdz3jty5t7367hreu 412 19 the the DT work_htfht4hrybdz3jty5t7367hreu 412 20 tree tree NN work_htfht4hrybdz3jty5t7367hreu 412 21 . . . work_htfht4hrybdz3jty5t7367hreu 413 1 Phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 413 2 are be VBP work_htfht4hrybdz3jty5t7367hreu 413 3 drawn draw VBN work_htfht4hrybdz3jty5t7367hreu 413 4 from from IN work_htfht4hrybdz3jty5t7367hreu 413 5 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 413 6 associated associate VBN work_htfht4hrybdz3jty5t7367hreu 413 7 topic topic NN work_htfht4hrybdz3jty5t7367hreu 413 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 413 9 specific specific JJ work_htfht4hrybdz3jty5t7367hreu 413 10 HPYP HPYP NNP work_htfht4hrybdz3jty5t7367hreu 413 11 . . . work_htfht4hrybdz3jty5t7367hreu 414 1 Experi- Experi- NNP work_htfht4hrybdz3jty5t7367hreu 414 2 mental mental JJ work_htfht4hrybdz3jty5t7367hreu 414 3 results result NNS work_htfht4hrybdz3jty5t7367hreu 414 4 on on IN work_htfht4hrybdz3jty5t7367hreu 414 5 two two CD work_htfht4hrybdz3jty5t7367hreu 414 6 Twitter Twitter NNP work_htfht4hrybdz3jty5t7367hreu 414 7 datasets dataset NNS work_htfht4hrybdz3jty5t7367hreu 414 8 show show VBP work_htfht4hrybdz3jty5t7367hreu 414 9 that that IN work_htfht4hrybdz3jty5t7367hreu 414 10 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 414 11 proposed propose VBN work_htfht4hrybdz3jty5t7367hreu 414 12 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 414 13 model model NN work_htfht4hrybdz3jty5t7367hreu 414 14 is be VBZ work_htfht4hrybdz3jty5t7367hreu 414 15 able able JJ work_htfht4hrybdz3jty5t7367hreu 414 16 to to TO work_htfht4hrybdz3jty5t7367hreu 414 17 reveal reveal VB work_htfht4hrybdz3jty5t7367hreu 414 18 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 414 19 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 414 20 from from IN work_htfht4hrybdz3jty5t7367hreu 414 21 social social JJ work_htfht4hrybdz3jty5t7367hreu 414 22 media medium NNS work_htfht4hrybdz3jty5t7367hreu 414 23 . . . work_htfht4hrybdz3jty5t7367hreu 415 1 It -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 415 2 also also RB work_htfht4hrybdz3jty5t7367hreu 415 3 shows show VBZ work_htfht4hrybdz3jty5t7367hreu 415 4 that that IN work_htfht4hrybdz3jty5t7367hreu 415 5 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 415 6 significantly significantly RB work_htfht4hrybdz3jty5t7367hreu 415 7 outperforms outperform VBZ work_htfht4hrybdz3jty5t7367hreu 415 8 ex- ex- RB work_htfht4hrybdz3jty5t7367hreu 415 9 isting iste VBG work_htfht4hrybdz3jty5t7367hreu 415 10 approaches approach NNS work_htfht4hrybdz3jty5t7367hreu 415 11 to to IN work_htfht4hrybdz3jty5t7367hreu 415 12 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 415 13 topic topic NN work_htfht4hrybdz3jty5t7367hreu 415 14 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 415 15 in in IN work_htfht4hrybdz3jty5t7367hreu 415 16 both both DT work_htfht4hrybdz3jty5t7367hreu 415 17 topic topic NN work_htfht4hrybdz3jty5t7367hreu 415 18 October October NNP work_htfht4hrybdz3jty5t7367hreu 415 19 8 8 CD work_htfht4hrybdz3jty5t7367hreu 415 20 , , , work_htfht4hrybdz3jty5t7367hreu 415 21 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 415 22 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 415 23 and and CC work_htfht4hrybdz3jty5t7367hreu 415 24 stance stance NN work_htfht4hrybdz3jty5t7367hreu 415 25 classification classification NN work_htfht4hrybdz3jty5t7367hreu 415 26 . . . work_htfht4hrybdz3jty5t7367hreu 416 1 In in IN work_htfht4hrybdz3jty5t7367hreu 416 2 our -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 416 3 current current JJ work_htfht4hrybdz3jty5t7367hreu 416 4 work work NN work_htfht4hrybdz3jty5t7367hreu 416 5 , , , work_htfht4hrybdz3jty5t7367hreu 416 6 all all PDT work_htfht4hrybdz3jty5t7367hreu 416 7 the the DT work_htfht4hrybdz3jty5t7367hreu 416 8 paths path NNS work_htfht4hrybdz3jty5t7367hreu 416 9 in in IN work_htfht4hrybdz3jty5t7367hreu 416 10 the the DT work_htfht4hrybdz3jty5t7367hreu 416 11 generated generate VBN work_htfht4hrybdz3jty5t7367hreu 416 12 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 416 13 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 416 14 tree tree NN work_htfht4hrybdz3jty5t7367hreu 416 15 have have VBP work_htfht4hrybdz3jty5t7367hreu 416 16 the the DT work_htfht4hrybdz3jty5t7367hreu 416 17 same same JJ work_htfht4hrybdz3jty5t7367hreu 416 18 depth depth NN work_htfht4hrybdz3jty5t7367hreu 416 19 . . . work_htfht4hrybdz3jty5t7367hreu 417 1 In in IN work_htfht4hrybdz3jty5t7367hreu 417 2 future future JJ work_htfht4hrybdz3jty5t7367hreu 417 3 work work NN work_htfht4hrybdz3jty5t7367hreu 417 4 , , , work_htfht4hrybdz3jty5t7367hreu 417 5 we -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 417 6 will will MD work_htfht4hrybdz3jty5t7367hreu 417 7 explore explore VB work_htfht4hrybdz3jty5t7367hreu 417 8 modelling model VBG work_htfht4hrybdz3jty5t7367hreu 417 9 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 417 10 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 417 11 trees tree NNS work_htfht4hrybdz3jty5t7367hreu 417 12 with with IN work_htfht4hrybdz3jty5t7367hreu 417 13 varying vary VBG work_htfht4hrybdz3jty5t7367hreu 417 14 depths depth NNS work_htfht4hrybdz3jty5t7367hreu 417 15 of of IN work_htfht4hrybdz3jty5t7367hreu 417 16 path path NN work_htfht4hrybdz3jty5t7367hreu 417 17 . . . work_htfht4hrybdz3jty5t7367hreu 418 1 Acknowledgements acknowledgement NNS work_htfht4hrybdz3jty5t7367hreu 418 2 We -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 418 3 would would MD work_htfht4hrybdz3jty5t7367hreu 418 4 like like VB work_htfht4hrybdz3jty5t7367hreu 418 5 to to TO work_htfht4hrybdz3jty5t7367hreu 418 6 thank thank VB work_htfht4hrybdz3jty5t7367hreu 418 7 the the DT work_htfht4hrybdz3jty5t7367hreu 418 8 reviewers reviewer NNS work_htfht4hrybdz3jty5t7367hreu 418 9 for for IN work_htfht4hrybdz3jty5t7367hreu 418 10 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 418 11 valuable valuable JJ work_htfht4hrybdz3jty5t7367hreu 418 12 com- com- NN work_htfht4hrybdz3jty5t7367hreu 418 13 ments ment NNS work_htfht4hrybdz3jty5t7367hreu 418 14 and and CC work_htfht4hrybdz3jty5t7367hreu 418 15 helpful helpful JJ work_htfht4hrybdz3jty5t7367hreu 418 16 suggestions suggestion NNS work_htfht4hrybdz3jty5t7367hreu 418 17 . . . work_htfht4hrybdz3jty5t7367hreu 419 1 This this DT work_htfht4hrybdz3jty5t7367hreu 419 2 work work NN work_htfht4hrybdz3jty5t7367hreu 419 3 was be VBD work_htfht4hrybdz3jty5t7367hreu 419 4 funded fund VBN work_htfht4hrybdz3jty5t7367hreu 419 5 by by IN work_htfht4hrybdz3jty5t7367hreu 419 6 the the DT work_htfht4hrybdz3jty5t7367hreu 419 7 National National NNP work_htfht4hrybdz3jty5t7367hreu 419 8 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 419 9 Science Science NNP work_htfht4hrybdz3jty5t7367hreu 419 10 Foundation Foundation NNP work_htfht4hrybdz3jty5t7367hreu 419 11 of of IN work_htfht4hrybdz3jty5t7367hreu 419 12 China China NNP work_htfht4hrybdz3jty5t7367hreu 419 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 419 14 61528302 61528302 CD work_htfht4hrybdz3jty5t7367hreu 419 15 , , , work_htfht4hrybdz3jty5t7367hreu 419 16 61772132 61772132 CD work_htfht4hrybdz3jty5t7367hreu 419 17 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 419 18 , , , work_htfht4hrybdz3jty5t7367hreu 419 19 the the DT work_htfht4hrybdz3jty5t7367hreu 419 20 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 419 21 Science Science NNP work_htfht4hrybdz3jty5t7367hreu 419 22 Foundation Foundation NNP work_htfht4hrybdz3jty5t7367hreu 419 23 of of IN work_htfht4hrybdz3jty5t7367hreu 419 24 Jiangsu Jiangsu NNP work_htfht4hrybdz3jty5t7367hreu 419 25 Province Province NNP work_htfht4hrybdz3jty5t7367hreu 419 26 of of IN work_htfht4hrybdz3jty5t7367hreu 419 27 China China NNP work_htfht4hrybdz3jty5t7367hreu 419 28 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 419 29 BK20161430 BK20161430 NNP work_htfht4hrybdz3jty5t7367hreu 419 30 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 419 31 and and CC work_htfht4hrybdz3jty5t7367hreu 419 32 Innovate Innovate NNP work_htfht4hrybdz3jty5t7367hreu 419 33 UK UK NNP work_htfht4hrybdz3jty5t7367hreu 419 34 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 419 35 grant grant VB work_htfht4hrybdz3jty5t7367hreu 419 36 no no UH work_htfht4hrybdz3jty5t7367hreu 419 37 . . . work_htfht4hrybdz3jty5t7367hreu 420 1 103652 103652 CD work_htfht4hrybdz3jty5t7367hreu 420 2 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 420 3 . . . work_htfht4hrybdz3jty5t7367hreu 421 1 References References NNPS work_htfht4hrybdz3jty5t7367hreu 421 2 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 421 3 , , , work_htfht4hrybdz3jty5t7367hreu 421 4 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 421 5 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 421 6 , , , work_htfht4hrybdz3jty5t7367hreu 421 7 Griffiths Griffiths NNP work_htfht4hrybdz3jty5t7367hreu 421 8 , , , work_htfht4hrybdz3jty5t7367hreu 421 9 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 421 10 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 421 11 , , , work_htfht4hrybdz3jty5t7367hreu 421 12 and and CC work_htfht4hrybdz3jty5t7367hreu 421 13 Jordan Jordan NNP work_htfht4hrybdz3jty5t7367hreu 421 14 , , , work_htfht4hrybdz3jty5t7367hreu 421 15 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 421 16 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 422 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 422 2 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 422 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 422 4 . . . work_htfht4hrybdz3jty5t7367hreu 423 1 The the DT work_htfht4hrybdz3jty5t7367hreu 423 2 nested nested JJ work_htfht4hrybdz3jty5t7367hreu 423 3 chinese chinese JJ work_htfht4hrybdz3jty5t7367hreu 423 4 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 423 5 process process NN work_htfht4hrybdz3jty5t7367hreu 423 6 and and CC work_htfht4hrybdz3jty5t7367hreu 423 7 bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 423 8 nonparametric nonparametric JJ work_htfht4hrybdz3jty5t7367hreu 423 9 inference inference NN work_htfht4hrybdz3jty5t7367hreu 423 10 of of IN work_htfht4hrybdz3jty5t7367hreu 423 11 topic topic NN work_htfht4hrybdz3jty5t7367hreu 423 12 hierar- hierar- NN work_htfht4hrybdz3jty5t7367hreu 423 13 chies chie NNS work_htfht4hrybdz3jty5t7367hreu 423 14 . . . work_htfht4hrybdz3jty5t7367hreu 424 1 Journal Journal NNP work_htfht4hrybdz3jty5t7367hreu 424 2 of of IN work_htfht4hrybdz3jty5t7367hreu 424 3 the the DT work_htfht4hrybdz3jty5t7367hreu 424 4 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 424 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 424 6 JACM JACM NNP work_htfht4hrybdz3jty5t7367hreu 424 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 424 8 , , , work_htfht4hrybdz3jty5t7367hreu 424 9 57(2):7 57(2):7 CD work_htfht4hrybdz3jty5t7367hreu 424 10 . . . work_htfht4hrybdz3jty5t7367hreu 425 1 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 425 2 , , , work_htfht4hrybdz3jty5t7367hreu 425 3 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 425 4 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 425 5 , , , work_htfht4hrybdz3jty5t7367hreu 425 6 Ng Ng NNP work_htfht4hrybdz3jty5t7367hreu 425 7 , , , work_htfht4hrybdz3jty5t7367hreu 425 8 A. a. NN work_htfht4hrybdz3jty5t7367hreu 425 9 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 425 10 , , , work_htfht4hrybdz3jty5t7367hreu 425 11 and and CC work_htfht4hrybdz3jty5t7367hreu 425 12 Jordan Jordan NNP work_htfht4hrybdz3jty5t7367hreu 425 13 , , , work_htfht4hrybdz3jty5t7367hreu 425 14 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 425 15 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 426 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 426 2 2003 2003 CD work_htfht4hrybdz3jty5t7367hreu 426 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 426 4 . . . work_htfht4hrybdz3jty5t7367hreu 427 1 Latent latent JJ work_htfht4hrybdz3jty5t7367hreu 427 2 dirichlet dirichlet NN work_htfht4hrybdz3jty5t7367hreu 427 3 allocation allocation NN work_htfht4hrybdz3jty5t7367hreu 427 4 . . . work_htfht4hrybdz3jty5t7367hreu 428 1 Journal Journal NNP work_htfht4hrybdz3jty5t7367hreu 428 2 of of IN work_htfht4hrybdz3jty5t7367hreu 428 3 machine machine NN work_htfht4hrybdz3jty5t7367hreu 428 4 Learning Learning NNP work_htfht4hrybdz3jty5t7367hreu 428 5 research research NN work_htfht4hrybdz3jty5t7367hreu 428 6 , , , work_htfht4hrybdz3jty5t7367hreu 428 7 3(Jan):993–1022 3(jan):993–1022 CD work_htfht4hrybdz3jty5t7367hreu 428 8 . . . work_htfht4hrybdz3jty5t7367hreu 429 1 Chen Chen NNP work_htfht4hrybdz3jty5t7367hreu 429 2 , , , work_htfht4hrybdz3jty5t7367hreu 429 3 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 429 4 , , , work_htfht4hrybdz3jty5t7367hreu 429 5 Sun Sun NNP work_htfht4hrybdz3jty5t7367hreu 429 6 , , , work_htfht4hrybdz3jty5t7367hreu 429 7 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 429 8 , , , work_htfht4hrybdz3jty5t7367hreu 429 9 Tu Tu NNP work_htfht4hrybdz3jty5t7367hreu 429 10 , , , work_htfht4hrybdz3jty5t7367hreu 429 11 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 429 12 , , , work_htfht4hrybdz3jty5t7367hreu 429 13 Lin Lin NNP work_htfht4hrybdz3jty5t7367hreu 429 14 , , , work_htfht4hrybdz3jty5t7367hreu 429 15 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 429 16 , , , work_htfht4hrybdz3jty5t7367hreu 429 17 and and CC work_htfht4hrybdz3jty5t7367hreu 429 18 Liu Liu NNP work_htfht4hrybdz3jty5t7367hreu 429 19 , , , work_htfht4hrybdz3jty5t7367hreu 429 20 Z. Z. NNP work_htfht4hrybdz3jty5t7367hreu 430 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 430 2 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 430 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 430 4 . . . work_htfht4hrybdz3jty5t7367hreu 431 1 Neural neural JJ work_htfht4hrybdz3jty5t7367hreu 431 2 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 431 3 classification classification NN work_htfht4hrybdz3jty5t7367hreu 431 4 with with IN work_htfht4hrybdz3jty5t7367hreu 431 5 user user NN work_htfht4hrybdz3jty5t7367hreu 431 6 and and CC work_htfht4hrybdz3jty5t7367hreu 431 7 product product NN work_htfht4hrybdz3jty5t7367hreu 431 8 attention attention NN work_htfht4hrybdz3jty5t7367hreu 431 9 . . . work_htfht4hrybdz3jty5t7367hreu 432 1 In in IN work_htfht4hrybdz3jty5t7367hreu 432 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 432 3 of of IN work_htfht4hrybdz3jty5t7367hreu 432 4 the the DT work_htfht4hrybdz3jty5t7367hreu 432 5 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 432 6 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 432 7 on on IN work_htfht4hrybdz3jty5t7367hreu 432 8 Empirical Empirical NNP work_htfht4hrybdz3jty5t7367hreu 432 9 Methods Methods NNPS work_htfht4hrybdz3jty5t7367hreu 432 10 in in IN work_htfht4hrybdz3jty5t7367hreu 432 11 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 432 12 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 432 13 Processing Processing NNP work_htfht4hrybdz3jty5t7367hreu 432 14 , , , work_htfht4hrybdz3jty5t7367hreu 432 15 pages page NNS work_htfht4hrybdz3jty5t7367hreu 432 16 1650–1659 1650–1659 CD work_htfht4hrybdz3jty5t7367hreu 432 17 . . . work_htfht4hrybdz3jty5t7367hreu 433 1 Dong Dong NNP work_htfht4hrybdz3jty5t7367hreu 433 2 , , , work_htfht4hrybdz3jty5t7367hreu 433 3 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 433 4 , , , work_htfht4hrybdz3jty5t7367hreu 433 5 Wei Wei NNP work_htfht4hrybdz3jty5t7367hreu 433 6 , , , work_htfht4hrybdz3jty5t7367hreu 433 7 F. F. NNP work_htfht4hrybdz3jty5t7367hreu 433 8 , , , work_htfht4hrybdz3jty5t7367hreu 433 9 Tan Tan NNP work_htfht4hrybdz3jty5t7367hreu 433 10 , , , work_htfht4hrybdz3jty5t7367hreu 433 11 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 433 12 , , , work_htfht4hrybdz3jty5t7367hreu 433 13 Tang Tang NNP work_htfht4hrybdz3jty5t7367hreu 433 14 , , , work_htfht4hrybdz3jty5t7367hreu 433 15 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 433 16 , , , work_htfht4hrybdz3jty5t7367hreu 433 17 Zhou Zhou NNP work_htfht4hrybdz3jty5t7367hreu 433 18 , , , work_htfht4hrybdz3jty5t7367hreu 433 19 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 433 20 , , , work_htfht4hrybdz3jty5t7367hreu 433 21 and and CC work_htfht4hrybdz3jty5t7367hreu 433 22 Xu Xu NNP work_htfht4hrybdz3jty5t7367hreu 433 23 , , , work_htfht4hrybdz3jty5t7367hreu 433 24 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 433 25 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 433 26 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 433 27 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 433 28 . . . work_htfht4hrybdz3jty5t7367hreu 434 1 Adaptive adaptive JJ work_htfht4hrybdz3jty5t7367hreu 434 2 re- re- RB work_htfht4hrybdz3jty5t7367hreu 434 3 cursive cursive JJ work_htfht4hrybdz3jty5t7367hreu 434 4 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 434 5 network network NN work_htfht4hrybdz3jty5t7367hreu 434 6 for for IN work_htfht4hrybdz3jty5t7367hreu 434 7 target target NN work_htfht4hrybdz3jty5t7367hreu 434 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 434 9 dependent dependent JJ work_htfht4hrybdz3jty5t7367hreu 434 10 twitter twitter NN work_htfht4hrybdz3jty5t7367hreu 434 11 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 434 12 classification classification NN work_htfht4hrybdz3jty5t7367hreu 434 13 . . . work_htfht4hrybdz3jty5t7367hreu 435 1 In in IN work_htfht4hrybdz3jty5t7367hreu 435 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 435 3 of of IN work_htfht4hrybdz3jty5t7367hreu 435 4 the the DT work_htfht4hrybdz3jty5t7367hreu 435 5 52nd 52nd JJ work_htfht4hrybdz3jty5t7367hreu 435 6 Annual Annual NNP work_htfht4hrybdz3jty5t7367hreu 435 7 Meeting Meeting NNP work_htfht4hrybdz3jty5t7367hreu 435 8 of of IN work_htfht4hrybdz3jty5t7367hreu 435 9 the the DT work_htfht4hrybdz3jty5t7367hreu 435 10 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 435 11 for for IN work_htfht4hrybdz3jty5t7367hreu 435 12 Compu- Compu- NNP work_htfht4hrybdz3jty5t7367hreu 435 13 tational tational NN work_htfht4hrybdz3jty5t7367hreu 435 14 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 435 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 435 16 Volume volume NN work_htfht4hrybdz3jty5t7367hreu 435 17 2 2 CD work_htfht4hrybdz3jty5t7367hreu 435 18 : : : work_htfht4hrybdz3jty5t7367hreu 435 19 Short Short NNP work_htfht4hrybdz3jty5t7367hreu 435 20 Papers Papers NNPS work_htfht4hrybdz3jty5t7367hreu 435 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 435 22 , , , work_htfht4hrybdz3jty5t7367hreu 435 23 volume volume NN work_htfht4hrybdz3jty5t7367hreu 435 24 2 2 CD work_htfht4hrybdz3jty5t7367hreu 435 25 , , , work_htfht4hrybdz3jty5t7367hreu 435 26 pages page NNS work_htfht4hrybdz3jty5t7367hreu 435 27 49–54 49–54 CD work_htfht4hrybdz3jty5t7367hreu 435 28 . . . work_htfht4hrybdz3jty5t7367hreu 436 1 dos dos NNP work_htfht4hrybdz3jty5t7367hreu 436 2 Santos Santos NNP work_htfht4hrybdz3jty5t7367hreu 436 3 , , , work_htfht4hrybdz3jty5t7367hreu 436 4 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 436 5 and and CC work_htfht4hrybdz3jty5t7367hreu 436 6 Gatti Gatti NNP work_htfht4hrybdz3jty5t7367hreu 436 7 , , , work_htfht4hrybdz3jty5t7367hreu 436 8 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 436 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 436 10 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 436 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 436 12 . . . work_htfht4hrybdz3jty5t7367hreu 437 1 Deep deep JJ work_htfht4hrybdz3jty5t7367hreu 437 2 convolutional convolutional JJ work_htfht4hrybdz3jty5t7367hreu 437 3 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 437 4 networks network NNS work_htfht4hrybdz3jty5t7367hreu 437 5 for for IN work_htfht4hrybdz3jty5t7367hreu 437 6 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 437 7 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 437 8 of of IN work_htfht4hrybdz3jty5t7367hreu 437 9 short short JJ work_htfht4hrybdz3jty5t7367hreu 437 10 texts text NNS work_htfht4hrybdz3jty5t7367hreu 437 11 . . . work_htfht4hrybdz3jty5t7367hreu 438 1 In in IN work_htfht4hrybdz3jty5t7367hreu 438 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 438 3 of of IN work_htfht4hrybdz3jty5t7367hreu 438 4 COLING COLING NNP work_htfht4hrybdz3jty5t7367hreu 438 5 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 438 6 , , , work_htfht4hrybdz3jty5t7367hreu 438 7 the the DT work_htfht4hrybdz3jty5t7367hreu 438 8 25th 25th JJ work_htfht4hrybdz3jty5t7367hreu 438 9 International International NNP work_htfht4hrybdz3jty5t7367hreu 438 10 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 438 11 on on IN work_htfht4hrybdz3jty5t7367hreu 438 12 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 438 13 Linguistics Linguistics NNPS work_htfht4hrybdz3jty5t7367hreu 438 14 : : : work_htfht4hrybdz3jty5t7367hreu 438 15 Technical Technical NNP work_htfht4hrybdz3jty5t7367hreu 438 16 Papers Papers NNP work_htfht4hrybdz3jty5t7367hreu 438 17 , , , work_htfht4hrybdz3jty5t7367hreu 438 18 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 438 19 69–78 69–78 JJ work_htfht4hrybdz3jty5t7367hreu 438 20 . . . work_htfht4hrybdz3jty5t7367hreu 439 1 El El NNP work_htfht4hrybdz3jty5t7367hreu 439 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 439 3 Kishky Kishky NNP work_htfht4hrybdz3jty5t7367hreu 439 4 , , , work_htfht4hrybdz3jty5t7367hreu 439 5 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 439 6 , , , work_htfht4hrybdz3jty5t7367hreu 439 7 Song Song NNP work_htfht4hrybdz3jty5t7367hreu 439 8 , , , work_htfht4hrybdz3jty5t7367hreu 439 9 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 439 10 , , , work_htfht4hrybdz3jty5t7367hreu 439 11 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 439 12 , , , work_htfht4hrybdz3jty5t7367hreu 439 13 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 439 14 , , , work_htfht4hrybdz3jty5t7367hreu 439 15 Voss Voss NNP work_htfht4hrybdz3jty5t7367hreu 439 16 , , , work_htfht4hrybdz3jty5t7367hreu 439 17 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 439 18 R. R. NNP work_htfht4hrybdz3jty5t7367hreu 439 19 , , , work_htfht4hrybdz3jty5t7367hreu 439 20 and and CC work_htfht4hrybdz3jty5t7367hreu 439 21 Han Han NNP work_htfht4hrybdz3jty5t7367hreu 439 22 , , , work_htfht4hrybdz3jty5t7367hreu 439 23 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 440 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 440 2 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 440 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 440 4 . . . work_htfht4hrybdz3jty5t7367hreu 441 1 Scalable scalable JJ work_htfht4hrybdz3jty5t7367hreu 441 2 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 441 3 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 441 4 mining mining NN work_htfht4hrybdz3jty5t7367hreu 441 5 from from IN work_htfht4hrybdz3jty5t7367hreu 441 6 text text NN work_htfht4hrybdz3jty5t7367hreu 441 7 corpora corpora NN work_htfht4hrybdz3jty5t7367hreu 441 8 . . . work_htfht4hrybdz3jty5t7367hreu 442 1 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 442 2 of of IN work_htfht4hrybdz3jty5t7367hreu 442 3 the the DT work_htfht4hrybdz3jty5t7367hreu 442 4 VLDB VLDB NNP work_htfht4hrybdz3jty5t7367hreu 442 5 Endow- Endow- NNP work_htfht4hrybdz3jty5t7367hreu 442 6 ment ment JJ work_htfht4hrybdz3jty5t7367hreu 442 7 , , , work_htfht4hrybdz3jty5t7367hreu 442 8 8(3):305–316 8(3):305–316 JJ work_htfht4hrybdz3jty5t7367hreu 442 9 . . . work_htfht4hrybdz3jty5t7367hreu 443 1 Elfardy Elfardy NNP work_htfht4hrybdz3jty5t7367hreu 443 2 , , , work_htfht4hrybdz3jty5t7367hreu 443 3 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 443 4 , , , work_htfht4hrybdz3jty5t7367hreu 443 5 Diab Diab NNP work_htfht4hrybdz3jty5t7367hreu 443 6 , , , work_htfht4hrybdz3jty5t7367hreu 443 7 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 443 8 , , , work_htfht4hrybdz3jty5t7367hreu 443 9 and and CC work_htfht4hrybdz3jty5t7367hreu 443 10 Callison Callison NNP work_htfht4hrybdz3jty5t7367hreu 443 11 - - HYPH work_htfht4hrybdz3jty5t7367hreu 443 12 Burch Burch NNP work_htfht4hrybdz3jty5t7367hreu 443 13 , , , work_htfht4hrybdz3jty5t7367hreu 443 14 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 443 15 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 443 16 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 443 17 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 443 18 . . . work_htfht4hrybdz3jty5t7367hreu 444 1 Ideological ideological JJ work_htfht4hrybdz3jty5t7367hreu 444 2 perspective perspective NN work_htfht4hrybdz3jty5t7367hreu 444 3 detection detection NN work_htfht4hrybdz3jty5t7367hreu 444 4 using use VBG work_htfht4hrybdz3jty5t7367hreu 444 5 semantic semantic JJ work_htfht4hrybdz3jty5t7367hreu 444 6 features feature NNS work_htfht4hrybdz3jty5t7367hreu 444 7 . . . work_htfht4hrybdz3jty5t7367hreu 445 1 Lexical Lexical NNP work_htfht4hrybdz3jty5t7367hreu 445 2 and and CC work_htfht4hrybdz3jty5t7367hreu 445 3 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 445 4 Semantics Semantics NNPS work_htfht4hrybdz3jty5t7367hreu 445 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 445 6 * * NFP work_htfht4hrybdz3jty5t7367hreu 445 7 SEM sem NN work_htfht4hrybdz3jty5t7367hreu 445 8 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 445 9 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 445 10 , , , work_htfht4hrybdz3jty5t7367hreu 445 11 page page NN work_htfht4hrybdz3jty5t7367hreu 445 12 137 137 CD work_htfht4hrybdz3jty5t7367hreu 445 13 . . . work_htfht4hrybdz3jty5t7367hreu 446 1 Fung Fung NNP work_htfht4hrybdz3jty5t7367hreu 446 2 , , , work_htfht4hrybdz3jty5t7367hreu 446 3 B. B. NNP work_htfht4hrybdz3jty5t7367hreu 446 4 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 446 5 , , , work_htfht4hrybdz3jty5t7367hreu 446 6 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 446 7 , , , work_htfht4hrybdz3jty5t7367hreu 446 8 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 446 9 , , , work_htfht4hrybdz3jty5t7367hreu 446 10 and and CC work_htfht4hrybdz3jty5t7367hreu 446 11 Ester Ester NNP work_htfht4hrybdz3jty5t7367hreu 446 12 , , , work_htfht4hrybdz3jty5t7367hreu 446 13 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 446 14 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 446 15 2003 2003 CD work_htfht4hrybdz3jty5t7367hreu 446 16 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 446 17 . . . work_htfht4hrybdz3jty5t7367hreu 447 1 Hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 447 2 document document NN work_htfht4hrybdz3jty5t7367hreu 447 3 clustering cluster VBG work_htfht4hrybdz3jty5t7367hreu 447 4 using use VBG work_htfht4hrybdz3jty5t7367hreu 447 5 frequent frequent JJ work_htfht4hrybdz3jty5t7367hreu 447 6 itemsets itemset NNS work_htfht4hrybdz3jty5t7367hreu 447 7 . . . work_htfht4hrybdz3jty5t7367hreu 448 1 In in IN work_htfht4hrybdz3jty5t7367hreu 448 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 448 3 of of IN work_htfht4hrybdz3jty5t7367hreu 448 4 the the DT work_htfht4hrybdz3jty5t7367hreu 448 5 2003 2003 CD work_htfht4hrybdz3jty5t7367hreu 448 6 SIAM SIAM NNP work_htfht4hrybdz3jty5t7367hreu 448 7 International International NNP work_htfht4hrybdz3jty5t7367hreu 448 8 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 448 9 on on IN work_htfht4hrybdz3jty5t7367hreu 448 10 Data Data NNP work_htfht4hrybdz3jty5t7367hreu 448 11 Mining Mining NNP work_htfht4hrybdz3jty5t7367hreu 448 12 , , , work_htfht4hrybdz3jty5t7367hreu 448 13 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 448 14 59–70 59–70 CD work_htfht4hrybdz3jty5t7367hreu 448 15 . . . work_htfht4hrybdz3jty5t7367hreu 449 1 SIAM SIAM NNS work_htfht4hrybdz3jty5t7367hreu 449 2 . . . work_htfht4hrybdz3jty5t7367hreu 450 1 Ghiassi Ghiassi NNP work_htfht4hrybdz3jty5t7367hreu 450 2 , , , work_htfht4hrybdz3jty5t7367hreu 450 3 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 450 4 , , , work_htfht4hrybdz3jty5t7367hreu 450 5 Skinner Skinner NNP work_htfht4hrybdz3jty5t7367hreu 450 6 , , , work_htfht4hrybdz3jty5t7367hreu 450 7 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 450 8 , , , work_htfht4hrybdz3jty5t7367hreu 450 9 and and CC work_htfht4hrybdz3jty5t7367hreu 450 10 Zimbra Zimbra NNP work_htfht4hrybdz3jty5t7367hreu 450 11 , , , work_htfht4hrybdz3jty5t7367hreu 450 12 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 450 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 450 14 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 450 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 450 16 . . . work_htfht4hrybdz3jty5t7367hreu 451 1 Twitter twitter JJ work_htfht4hrybdz3jty5t7367hreu 451 2 brand brand NN work_htfht4hrybdz3jty5t7367hreu 451 3 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 451 4 anal- anal- JJ work_htfht4hrybdz3jty5t7367hreu 451 5 ysis ysis NN work_htfht4hrybdz3jty5t7367hreu 451 6 : : : work_htfht4hrybdz3jty5t7367hreu 451 7 A a DT work_htfht4hrybdz3jty5t7367hreu 451 8 hybrid hybrid JJ work_htfht4hrybdz3jty5t7367hreu 451 9 system system NN work_htfht4hrybdz3jty5t7367hreu 451 10 using use VBG work_htfht4hrybdz3jty5t7367hreu 451 11 n n NN work_htfht4hrybdz3jty5t7367hreu 451 12 - - HYPH work_htfht4hrybdz3jty5t7367hreu 451 13 gram gram NN work_htfht4hrybdz3jty5t7367hreu 451 14 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 451 15 and and CC work_htfht4hrybdz3jty5t7367hreu 451 16 dynamic dynamic JJ work_htfht4hrybdz3jty5t7367hreu 451 17 artificial artificial JJ work_htfht4hrybdz3jty5t7367hreu 451 18 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 451 19 network network NN work_htfht4hrybdz3jty5t7367hreu 451 20 . . . work_htfht4hrybdz3jty5t7367hreu 452 1 Expert expert NN work_htfht4hrybdz3jty5t7367hreu 452 2 Systems system NNS work_htfht4hrybdz3jty5t7367hreu 452 3 with with IN work_htfht4hrybdz3jty5t7367hreu 452 4 applications application NNS work_htfht4hrybdz3jty5t7367hreu 452 5 , , , work_htfht4hrybdz3jty5t7367hreu 452 6 40(16):6266–6282 40(16):6266–6282 CD work_htfht4hrybdz3jty5t7367hreu 452 7 . . . work_htfht4hrybdz3jty5t7367hreu 453 1 Griffiths griffith NNS work_htfht4hrybdz3jty5t7367hreu 453 2 , , , work_htfht4hrybdz3jty5t7367hreu 453 3 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 453 4 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 453 5 and and CC work_htfht4hrybdz3jty5t7367hreu 453 6 Steyvers Steyvers NNP work_htfht4hrybdz3jty5t7367hreu 453 7 , , , work_htfht4hrybdz3jty5t7367hreu 453 8 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 453 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 453 10 2004 2004 CD work_htfht4hrybdz3jty5t7367hreu 453 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 453 12 . . . work_htfht4hrybdz3jty5t7367hreu 454 1 Finding find VBG work_htfht4hrybdz3jty5t7367hreu 454 2 scientific scientific JJ work_htfht4hrybdz3jty5t7367hreu 454 3 topics topic NNS work_htfht4hrybdz3jty5t7367hreu 454 4 . . . work_htfht4hrybdz3jty5t7367hreu 455 1 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 455 2 of of IN work_htfht4hrybdz3jty5t7367hreu 455 3 the the DT work_htfht4hrybdz3jty5t7367hreu 455 4 National National NNP work_htfht4hrybdz3jty5t7367hreu 455 5 academy academy NN work_htfht4hrybdz3jty5t7367hreu 455 6 of of IN work_htfht4hrybdz3jty5t7367hreu 455 7 Sciences Sciences NNPS work_htfht4hrybdz3jty5t7367hreu 455 8 , , , work_htfht4hrybdz3jty5t7367hreu 455 9 101(suppl 101(suppl CD work_htfht4hrybdz3jty5t7367hreu 455 10 1):5228–5235 1):5228–5235 CD work_htfht4hrybdz3jty5t7367hreu 455 11 . . . work_htfht4hrybdz3jty5t7367hreu 456 1 Gui Gui NNP work_htfht4hrybdz3jty5t7367hreu 456 2 , , , work_htfht4hrybdz3jty5t7367hreu 456 3 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 456 4 , , , work_htfht4hrybdz3jty5t7367hreu 456 5 Zhou Zhou NNP work_htfht4hrybdz3jty5t7367hreu 456 6 , , , work_htfht4hrybdz3jty5t7367hreu 456 7 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 456 8 , , , work_htfht4hrybdz3jty5t7367hreu 456 9 Xu Xu NNP work_htfht4hrybdz3jty5t7367hreu 456 10 , , , work_htfht4hrybdz3jty5t7367hreu 456 11 R. R. NNP work_htfht4hrybdz3jty5t7367hreu 456 12 , , , work_htfht4hrybdz3jty5t7367hreu 456 13 He He NNP work_htfht4hrybdz3jty5t7367hreu 456 14 , , , work_htfht4hrybdz3jty5t7367hreu 456 15 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 456 16 , , , work_htfht4hrybdz3jty5t7367hreu 456 17 and and CC work_htfht4hrybdz3jty5t7367hreu 456 18 Lu Lu NNP work_htfht4hrybdz3jty5t7367hreu 456 19 , , , work_htfht4hrybdz3jty5t7367hreu 456 20 Q. Q. NNP work_htfht4hrybdz3jty5t7367hreu 457 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 457 2 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 457 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 457 4 . . . work_htfht4hrybdz3jty5t7367hreu 458 1 Learning learning NN work_htfht4hrybdz3jty5t7367hreu 458 2 representations representation NNS work_htfht4hrybdz3jty5t7367hreu 458 3 from from IN work_htfht4hrybdz3jty5t7367hreu 458 4 heterogeneous heterogeneous JJ work_htfht4hrybdz3jty5t7367hreu 458 5 network network NN work_htfht4hrybdz3jty5t7367hreu 458 6 for for IN work_htfht4hrybdz3jty5t7367hreu 458 7 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 458 8 classification classification NN work_htfht4hrybdz3jty5t7367hreu 458 9 of of IN work_htfht4hrybdz3jty5t7367hreu 458 10 product product NN work_htfht4hrybdz3jty5t7367hreu 458 11 reviews review NNS work_htfht4hrybdz3jty5t7367hreu 458 12 . . . work_htfht4hrybdz3jty5t7367hreu 459 1 Knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 459 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 459 3 Based base VBN work_htfht4hrybdz3jty5t7367hreu 459 4 Systems Systems NNPS work_htfht4hrybdz3jty5t7367hreu 459 5 , , , work_htfht4hrybdz3jty5t7367hreu 459 6 124:34–45 124:34–45 CD work_htfht4hrybdz3jty5t7367hreu 459 7 . . . work_htfht4hrybdz3jty5t7367hreu 460 1 Handler handler NN work_htfht4hrybdz3jty5t7367hreu 460 2 , , , work_htfht4hrybdz3jty5t7367hreu 460 3 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 460 4 , , , work_htfht4hrybdz3jty5t7367hreu 460 5 Denny Denny NNP work_htfht4hrybdz3jty5t7367hreu 460 6 , , , work_htfht4hrybdz3jty5t7367hreu 460 7 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 460 8 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 460 9 , , , work_htfht4hrybdz3jty5t7367hreu 460 10 Wallach Wallach NNP work_htfht4hrybdz3jty5t7367hreu 460 11 , , , work_htfht4hrybdz3jty5t7367hreu 460 12 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 460 13 , , , work_htfht4hrybdz3jty5t7367hreu 460 14 and and CC work_htfht4hrybdz3jty5t7367hreu 460 15 OâĂŹConnor oâăźconnor NN work_htfht4hrybdz3jty5t7367hreu 460 16 , , , work_htfht4hrybdz3jty5t7367hreu 460 17 B. B. NNP work_htfht4hrybdz3jty5t7367hreu 461 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 461 2 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 461 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 461 4 . . . work_htfht4hrybdz3jty5t7367hreu 462 1 Bag Bag NNP work_htfht4hrybdz3jty5t7367hreu 462 2 of of IN work_htfht4hrybdz3jty5t7367hreu 462 3 what what WP work_htfht4hrybdz3jty5t7367hreu 462 4 ? ? . work_htfht4hrybdz3jty5t7367hreu 463 1 simple simple JJ work_htfht4hrybdz3jty5t7367hreu 463 2 noun noun NNP work_htfht4hrybdz3jty5t7367hreu 463 3 phrase phrase NNP work_htfht4hrybdz3jty5t7367hreu 463 4 extraction extraction NN work_htfht4hrybdz3jty5t7367hreu 463 5 for for IN work_htfht4hrybdz3jty5t7367hreu 463 6 text text NN work_htfht4hrybdz3jty5t7367hreu 463 7 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 463 8 . . . work_htfht4hrybdz3jty5t7367hreu 464 1 NLP+ NLP+ NNP work_htfht4hrybdz3jty5t7367hreu 464 2 CSS CSS NNP work_htfht4hrybdz3jty5t7367hreu 464 3 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 464 4 , , , work_htfht4hrybdz3jty5t7367hreu 464 5 114 114 CD work_htfht4hrybdz3jty5t7367hreu 464 6 . . . work_htfht4hrybdz3jty5t7367hreu 465 1 Hasan Hasan NNP work_htfht4hrybdz3jty5t7367hreu 465 2 , , , work_htfht4hrybdz3jty5t7367hreu 465 3 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 465 4 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 465 5 and and CC work_htfht4hrybdz3jty5t7367hreu 465 6 Ng Ng NNP work_htfht4hrybdz3jty5t7367hreu 465 7 , , , work_htfht4hrybdz3jty5t7367hreu 465 8 V. V. NNP work_htfht4hrybdz3jty5t7367hreu 465 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 465 10 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 465 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 465 12 . . . work_htfht4hrybdz3jty5t7367hreu 466 1 Frame frame NN work_htfht4hrybdz3jty5t7367hreu 466 2 semantics semantic NNS work_htfht4hrybdz3jty5t7367hreu 466 3 for for IN work_htfht4hrybdz3jty5t7367hreu 466 4 stance stance NN work_htfht4hrybdz3jty5t7367hreu 466 5 classification classification NN work_htfht4hrybdz3jty5t7367hreu 466 6 . . . work_htfht4hrybdz3jty5t7367hreu 467 1 In in IN work_htfht4hrybdz3jty5t7367hreu 467 2 CoNLL CoNLL NNP work_htfht4hrybdz3jty5t7367hreu 467 3 , , , work_htfht4hrybdz3jty5t7367hreu 467 4 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 467 5 124–132 124–132 CD work_htfht4hrybdz3jty5t7367hreu 467 6 . . . work_htfht4hrybdz3jty5t7367hreu 468 1 He -PRON- PRP work_htfht4hrybdz3jty5t7367hreu 468 2 , , , work_htfht4hrybdz3jty5t7367hreu 468 3 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 469 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 469 2 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 469 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 469 4 . . . work_htfht4hrybdz3jty5t7367hreu 470 1 Extracting extract VBG work_htfht4hrybdz3jty5t7367hreu 470 2 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 470 3 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 470 4 from from IN work_htfht4hrybdz3jty5t7367hreu 470 5 clinical clinical JJ work_htfht4hrybdz3jty5t7367hreu 470 6 documents document NNS work_htfht4hrybdz3jty5t7367hreu 470 7 . . . work_htfht4hrybdz3jty5t7367hreu 471 1 In in IN work_htfht4hrybdz3jty5t7367hreu 471 2 AAAI AAAI NNP work_htfht4hrybdz3jty5t7367hreu 471 3 , , , work_htfht4hrybdz3jty5t7367hreu 471 4 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 471 5 2957–2963 2957–2963 CD work_htfht4hrybdz3jty5t7367hreu 471 6 . . . work_htfht4hrybdz3jty5t7367hreu 472 1 Kawamae Kawamae NNP work_htfht4hrybdz3jty5t7367hreu 472 2 , , , work_htfht4hrybdz3jty5t7367hreu 472 3 N. N. NNP work_htfht4hrybdz3jty5t7367hreu 472 4 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 472 5 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 472 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 472 7 . . . work_htfht4hrybdz3jty5t7367hreu 473 1 Hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 473 2 approach approach NN work_htfht4hrybdz3jty5t7367hreu 473 3 to to IN work_htfht4hrybdz3jty5t7367hreu 473 4 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 473 5 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 473 6 . . . work_htfht4hrybdz3jty5t7367hreu 474 1 In in IN work_htfht4hrybdz3jty5t7367hreu 474 2 Semantic Semantic NNP work_htfht4hrybdz3jty5t7367hreu 474 3 Computing computing NN work_htfht4hrybdz3jty5t7367hreu 474 4 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 474 5 ICSC ICSC NNP work_htfht4hrybdz3jty5t7367hreu 474 6 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 474 7 , , , work_htfht4hrybdz3jty5t7367hreu 474 8 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 474 9 IEEE IEEE NNP work_htfht4hrybdz3jty5t7367hreu 474 10 Sixth Sixth NNP work_htfht4hrybdz3jty5t7367hreu 474 11 International International NNP work_htfht4hrybdz3jty5t7367hreu 474 12 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 474 13 on on RB work_htfht4hrybdz3jty5t7367hreu 474 14 , , , work_htfht4hrybdz3jty5t7367hreu 474 15 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 474 16 138–145 138–145 CD work_htfht4hrybdz3jty5t7367hreu 474 17 . . . work_htfht4hrybdz3jty5t7367hreu 475 1 IEEE IEEE NNP work_htfht4hrybdz3jty5t7367hreu 475 2 . . . work_htfht4hrybdz3jty5t7367hreu 476 1 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 476 2 , , , work_htfht4hrybdz3jty5t7367hreu 476 3 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 476 4 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 476 5 , , , work_htfht4hrybdz3jty5t7367hreu 476 6 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 476 7 , , , work_htfht4hrybdz3jty5t7367hreu 476 8 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 476 9 , , , work_htfht4hrybdz3jty5t7367hreu 476 10 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 476 11 , , , work_htfht4hrybdz3jty5t7367hreu 476 12 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 476 13 , , , work_htfht4hrybdz3jty5t7367hreu 476 14 and and CC work_htfht4hrybdz3jty5t7367hreu 476 15 Oh oh UH work_htfht4hrybdz3jty5t7367hreu 476 16 , , , work_htfht4hrybdz3jty5t7367hreu 476 17 A. a. NN work_htfht4hrybdz3jty5t7367hreu 477 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 477 2 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 477 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 477 4 . . . work_htfht4hrybdz3jty5t7367hreu 478 1 Modeling model VBG work_htfht4hrybdz3jty5t7367hreu 478 2 topic topic NN work_htfht4hrybdz3jty5t7367hreu 478 3 hierarchies hierarchie VBZ work_htfht4hrybdz3jty5t7367hreu 478 4 with with IN work_htfht4hrybdz3jty5t7367hreu 478 5 the the DT work_htfht4hrybdz3jty5t7367hreu 478 6 recursive recursive JJ work_htfht4hrybdz3jty5t7367hreu 478 7 chinese chinese JJ work_htfht4hrybdz3jty5t7367hreu 478 8 restaurant restaurant NN work_htfht4hrybdz3jty5t7367hreu 478 9 process process NN work_htfht4hrybdz3jty5t7367hreu 478 10 . . . work_htfht4hrybdz3jty5t7367hreu 479 1 In in IN work_htfht4hrybdz3jty5t7367hreu 479 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 479 3 of of IN work_htfht4hrybdz3jty5t7367hreu 479 4 the the DT work_htfht4hrybdz3jty5t7367hreu 479 5 21st 21st JJ work_htfht4hrybdz3jty5t7367hreu 479 6 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 479 7 international international JJ work_htfht4hrybdz3jty5t7367hreu 479 8 conference conference NN work_htfht4hrybdz3jty5t7367hreu 479 9 on on IN work_htfht4hrybdz3jty5t7367hreu 479 10 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 479 11 and and CC work_htfht4hrybdz3jty5t7367hreu 479 12 knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 479 13 management management NN work_htfht4hrybdz3jty5t7367hreu 479 14 , , , work_htfht4hrybdz3jty5t7367hreu 479 15 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 479 16 783–792 783–792 CD work_htfht4hrybdz3jty5t7367hreu 479 17 . . . work_htfht4hrybdz3jty5t7367hreu 480 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 480 2 . . . work_htfht4hrybdz3jty5t7367hreu 481 1 Kim Kim NNP work_htfht4hrybdz3jty5t7367hreu 481 2 , , , work_htfht4hrybdz3jty5t7367hreu 481 3 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 481 4 , , , work_htfht4hrybdz3jty5t7367hreu 481 5 Zhang Zhang NNP work_htfht4hrybdz3jty5t7367hreu 481 6 , , , work_htfht4hrybdz3jty5t7367hreu 481 7 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 481 8 , , , work_htfht4hrybdz3jty5t7367hreu 481 9 Chen Chen NNP work_htfht4hrybdz3jty5t7367hreu 481 10 , , , work_htfht4hrybdz3jty5t7367hreu 481 11 Z. Z. NNP work_htfht4hrybdz3jty5t7367hreu 481 12 , , , work_htfht4hrybdz3jty5t7367hreu 481 13 Oh oh UH work_htfht4hrybdz3jty5t7367hreu 481 14 , , , work_htfht4hrybdz3jty5t7367hreu 481 15 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 481 16 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 481 17 , , , work_htfht4hrybdz3jty5t7367hreu 481 18 and and CC work_htfht4hrybdz3jty5t7367hreu 481 19 Liu Liu NNP work_htfht4hrybdz3jty5t7367hreu 481 20 , , , work_htfht4hrybdz3jty5t7367hreu 481 21 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 481 22 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 481 23 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 481 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 481 25 . . . work_htfht4hrybdz3jty5t7367hreu 482 1 A a DT work_htfht4hrybdz3jty5t7367hreu 482 2 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 482 3 aspect aspect NN work_htfht4hrybdz3jty5t7367hreu 482 4 - - HYPH work_htfht4hrybdz3jty5t7367hreu 482 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 482 6 model model NN work_htfht4hrybdz3jty5t7367hreu 482 7 for for IN work_htfht4hrybdz3jty5t7367hreu 482 8 online online JJ work_htfht4hrybdz3jty5t7367hreu 482 9 reviews review NNS work_htfht4hrybdz3jty5t7367hreu 482 10 . . . work_htfht4hrybdz3jty5t7367hreu 483 1 In in IN work_htfht4hrybdz3jty5t7367hreu 483 2 AAAI AAAI NNP work_htfht4hrybdz3jty5t7367hreu 483 3 . . . work_htfht4hrybdz3jty5t7367hreu 484 1 Lai Lai NNP work_htfht4hrybdz3jty5t7367hreu 484 2 , , , work_htfht4hrybdz3jty5t7367hreu 484 3 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 484 4 , , , work_htfht4hrybdz3jty5t7367hreu 484 5 Xu Xu NNP work_htfht4hrybdz3jty5t7367hreu 484 6 , , , work_htfht4hrybdz3jty5t7367hreu 484 7 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 484 8 , , , work_htfht4hrybdz3jty5t7367hreu 484 9 Liu Liu NNP work_htfht4hrybdz3jty5t7367hreu 484 10 , , , work_htfht4hrybdz3jty5t7367hreu 484 11 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 484 12 , , , work_htfht4hrybdz3jty5t7367hreu 484 13 and and CC work_htfht4hrybdz3jty5t7367hreu 484 14 Zhao Zhao NNP work_htfht4hrybdz3jty5t7367hreu 484 15 , , , work_htfht4hrybdz3jty5t7367hreu 484 16 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 485 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 485 2 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 485 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 485 4 . . . work_htfht4hrybdz3jty5t7367hreu 486 1 Recurrent recurrent JJ work_htfht4hrybdz3jty5t7367hreu 486 2 convolutional convolutional JJ work_htfht4hrybdz3jty5t7367hreu 486 3 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 486 4 networks network NNS work_htfht4hrybdz3jty5t7367hreu 486 5 for for IN work_htfht4hrybdz3jty5t7367hreu 486 6 text text NN work_htfht4hrybdz3jty5t7367hreu 486 7 classification classification NN work_htfht4hrybdz3jty5t7367hreu 486 8 . . . work_htfht4hrybdz3jty5t7367hreu 487 1 In in IN work_htfht4hrybdz3jty5t7367hreu 487 2 AAAI aaai NN work_htfht4hrybdz3jty5t7367hreu 487 3 , , , work_htfht4hrybdz3jty5t7367hreu 487 4 volume volume NN work_htfht4hrybdz3jty5t7367hreu 487 5 333 333 CD work_htfht4hrybdz3jty5t7367hreu 487 6 , , , work_htfht4hrybdz3jty5t7367hreu 487 7 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 487 8 2267–2273 2267–2273 CD work_htfht4hrybdz3jty5t7367hreu 487 9 . . . work_htfht4hrybdz3jty5t7367hreu 488 1 Lim Lim NNP work_htfht4hrybdz3jty5t7367hreu 488 2 , , , work_htfht4hrybdz3jty5t7367hreu 488 3 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 488 4 W. W. NNP work_htfht4hrybdz3jty5t7367hreu 488 5 and and CC work_htfht4hrybdz3jty5t7367hreu 488 6 Buntine Buntine NNP work_htfht4hrybdz3jty5t7367hreu 488 7 , , , work_htfht4hrybdz3jty5t7367hreu 488 8 W. W. NNP work_htfht4hrybdz3jty5t7367hreu 488 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 488 10 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 488 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 488 12 . . . work_htfht4hrybdz3jty5t7367hreu 489 1 Twitter twitter NN work_htfht4hrybdz3jty5t7367hreu 489 2 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 489 3 topic topic NN work_htfht4hrybdz3jty5t7367hreu 489 4 model model NN work_htfht4hrybdz3jty5t7367hreu 489 5 : : : work_htfht4hrybdz3jty5t7367hreu 489 6 Extracting extract VBG work_htfht4hrybdz3jty5t7367hreu 489 7 product product NN work_htfht4hrybdz3jty5t7367hreu 489 8 opinions opinion NNS work_htfht4hrybdz3jty5t7367hreu 489 9 from from IN work_htfht4hrybdz3jty5t7367hreu 489 10 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 489 11 by by IN work_htfht4hrybdz3jty5t7367hreu 489 12 leveraging leverage VBG work_htfht4hrybdz3jty5t7367hreu 489 13 hashtags hashtag NNS work_htfht4hrybdz3jty5t7367hreu 489 14 and and CC work_htfht4hrybdz3jty5t7367hreu 489 15 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 489 16 lexicon lexicon NN work_htfht4hrybdz3jty5t7367hreu 489 17 . . . work_htfht4hrybdz3jty5t7367hreu 490 1 In in IN work_htfht4hrybdz3jty5t7367hreu 490 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 490 3 of of IN work_htfht4hrybdz3jty5t7367hreu 490 4 the the DT work_htfht4hrybdz3jty5t7367hreu 490 5 23rd 23rd JJ work_htfht4hrybdz3jty5t7367hreu 490 6 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 490 7 International International NNP work_htfht4hrybdz3jty5t7367hreu 490 8 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 490 9 on on IN work_htfht4hrybdz3jty5t7367hreu 490 10 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 490 11 on on IN work_htfht4hrybdz3jty5t7367hreu 490 12 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 490 13 and and CC work_htfht4hrybdz3jty5t7367hreu 490 14 Knowledge Knowledge NNP work_htfht4hrybdz3jty5t7367hreu 490 15 Management Management NNP work_htfht4hrybdz3jty5t7367hreu 490 16 , , , work_htfht4hrybdz3jty5t7367hreu 490 17 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 490 18 1319–1328 1319–1328 CD work_htfht4hrybdz3jty5t7367hreu 490 19 . . . work_htfht4hrybdz3jty5t7367hreu 491 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 491 2 . . . work_htfht4hrybdz3jty5t7367hreu 492 1 Lin Lin NNP work_htfht4hrybdz3jty5t7367hreu 492 2 , , , work_htfht4hrybdz3jty5t7367hreu 492 3 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 492 4 and and CC work_htfht4hrybdz3jty5t7367hreu 492 5 He He NNP work_htfht4hrybdz3jty5t7367hreu 492 6 , , , work_htfht4hrybdz3jty5t7367hreu 492 7 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 493 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 493 2 2009 2009 CD work_htfht4hrybdz3jty5t7367hreu 493 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 493 4 . . . work_htfht4hrybdz3jty5t7367hreu 494 1 Joint joint JJ work_htfht4hrybdz3jty5t7367hreu 494 2 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 494 3 / / SYM work_htfht4hrybdz3jty5t7367hreu 494 4 topic topic NN work_htfht4hrybdz3jty5t7367hreu 494 5 model model NN work_htfht4hrybdz3jty5t7367hreu 494 6 for for IN work_htfht4hrybdz3jty5t7367hreu 494 7 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 494 8 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 494 9 . . . work_htfht4hrybdz3jty5t7367hreu 495 1 In in IN work_htfht4hrybdz3jty5t7367hreu 495 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 495 3 of of IN work_htfht4hrybdz3jty5t7367hreu 495 4 the the DT work_htfht4hrybdz3jty5t7367hreu 495 5 18th 18th JJ work_htfht4hrybdz3jty5t7367hreu 495 6 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 495 7 conference conference NN work_htfht4hrybdz3jty5t7367hreu 495 8 on on IN work_htfht4hrybdz3jty5t7367hreu 495 9 Information information NN work_htfht4hrybdz3jty5t7367hreu 495 10 and and CC work_htfht4hrybdz3jty5t7367hreu 495 11 knowledge knowledge NN work_htfht4hrybdz3jty5t7367hreu 495 12 management management NN work_htfht4hrybdz3jty5t7367hreu 495 13 , , , work_htfht4hrybdz3jty5t7367hreu 495 14 pages page NNS work_htfht4hrybdz3jty5t7367hreu 495 15 375–384 375–384 CD work_htfht4hrybdz3jty5t7367hreu 495 16 . . . work_htfht4hrybdz3jty5t7367hreu 496 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 496 2 . . . work_htfht4hrybdz3jty5t7367hreu 497 1 Lin Lin NNP work_htfht4hrybdz3jty5t7367hreu 497 2 , , , work_htfht4hrybdz3jty5t7367hreu 497 3 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 497 4 , , , work_htfht4hrybdz3jty5t7367hreu 497 5 He He NNP work_htfht4hrybdz3jty5t7367hreu 497 6 , , , work_htfht4hrybdz3jty5t7367hreu 497 7 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 497 8 , , , work_htfht4hrybdz3jty5t7367hreu 497 9 and and CC work_htfht4hrybdz3jty5t7367hreu 497 10 Everson Everson NNP work_htfht4hrybdz3jty5t7367hreu 497 11 , , , work_htfht4hrybdz3jty5t7367hreu 497 12 R. R. NNP work_htfht4hrybdz3jty5t7367hreu 497 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 497 14 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 497 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 497 16 . . . work_htfht4hrybdz3jty5t7367hreu 498 1 A a DT work_htfht4hrybdz3jty5t7367hreu 498 2 comparative comparative JJ work_htfht4hrybdz3jty5t7367hreu 498 3 study study NN work_htfht4hrybdz3jty5t7367hreu 498 4 of of IN work_htfht4hrybdz3jty5t7367hreu 498 5 bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 498 6 mod- mod- NNP work_htfht4hrybdz3jty5t7367hreu 498 7 els els NNP work_htfht4hrybdz3jty5t7367hreu 498 8 for for IN work_htfht4hrybdz3jty5t7367hreu 498 9 unsupervised unsupervised JJ work_htfht4hrybdz3jty5t7367hreu 498 10 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 498 11 detection detection NN work_htfht4hrybdz3jty5t7367hreu 498 12 . . . work_htfht4hrybdz3jty5t7367hreu 499 1 In in IN work_htfht4hrybdz3jty5t7367hreu 499 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 499 3 of of IN work_htfht4hrybdz3jty5t7367hreu 499 4 the the DT work_htfht4hrybdz3jty5t7367hreu 499 5 fourteenth fourteenth JJ work_htfht4hrybdz3jty5t7367hreu 499 6 conference conference NN work_htfht4hrybdz3jty5t7367hreu 499 7 on on IN work_htfht4hrybdz3jty5t7367hreu 499 8 computational computational JJ work_htfht4hrybdz3jty5t7367hreu 499 9 natural natural JJ work_htfht4hrybdz3jty5t7367hreu 499 10 language language NN work_htfht4hrybdz3jty5t7367hreu 499 11 learning learning NN work_htfht4hrybdz3jty5t7367hreu 499 12 , , , work_htfht4hrybdz3jty5t7367hreu 499 13 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 499 14 144–152 144–152 CD work_htfht4hrybdz3jty5t7367hreu 499 15 . . . work_htfht4hrybdz3jty5t7367hreu 500 1 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 500 2 for for IN work_htfht4hrybdz3jty5t7367hreu 500 3 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 500 4 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 500 5 . . . work_htfht4hrybdz3jty5t7367hreu 501 1 Lindsey Lindsey NNP work_htfht4hrybdz3jty5t7367hreu 501 2 , , , work_htfht4hrybdz3jty5t7367hreu 501 3 R. R. NNP work_htfht4hrybdz3jty5t7367hreu 501 4 V. V. NNP work_htfht4hrybdz3jty5t7367hreu 501 5 , , , work_htfht4hrybdz3jty5t7367hreu 501 6 Headden Headden NNP work_htfht4hrybdz3jty5t7367hreu 501 7 III III NNP work_htfht4hrybdz3jty5t7367hreu 501 8 , , , work_htfht4hrybdz3jty5t7367hreu 501 9 W. W. NNP work_htfht4hrybdz3jty5t7367hreu 501 10 P. P. NNP work_htfht4hrybdz3jty5t7367hreu 501 11 , , , work_htfht4hrybdz3jty5t7367hreu 501 12 and and CC work_htfht4hrybdz3jty5t7367hreu 501 13 Stipicevic Stipicevic NNP work_htfht4hrybdz3jty5t7367hreu 501 14 , , , work_htfht4hrybdz3jty5t7367hreu 501 15 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 501 16 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 502 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 502 2 2012 2012 CD work_htfht4hrybdz3jty5t7367hreu 502 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 502 4 . . . work_htfht4hrybdz3jty5t7367hreu 503 1 A a DT work_htfht4hrybdz3jty5t7367hreu 503 2 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 503 3 - - HYPH work_htfht4hrybdz3jty5t7367hreu 503 4 discovering discover VBG work_htfht4hrybdz3jty5t7367hreu 503 5 topic topic NN work_htfht4hrybdz3jty5t7367hreu 503 6 model model NN work_htfht4hrybdz3jty5t7367hreu 503 7 using use VBG work_htfht4hrybdz3jty5t7367hreu 503 8 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 503 9 pitman pitman NNP work_htfht4hrybdz3jty5t7367hreu 503 10 - - HYPH work_htfht4hrybdz3jty5t7367hreu 503 11 yor yor NNP work_htfht4hrybdz3jty5t7367hreu 503 12 processes process VBZ work_htfht4hrybdz3jty5t7367hreu 503 13 . . . work_htfht4hrybdz3jty5t7367hreu 504 1 In in IN work_htfht4hrybdz3jty5t7367hreu 504 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 504 3 of of IN work_htfht4hrybdz3jty5t7367hreu 504 4 the the DT work_htfht4hrybdz3jty5t7367hreu 504 5 Joint Joint NNP work_htfht4hrybdz3jty5t7367hreu 504 6 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 504 7 on on IN work_htfht4hrybdz3jty5t7367hreu 504 8 Empirical Empirical NNP work_htfht4hrybdz3jty5t7367hreu 504 9 Methods Methods NNPS work_htfht4hrybdz3jty5t7367hreu 504 10 in in IN work_htfht4hrybdz3jty5t7367hreu 504 11 Natu- Natu- NNP work_htfht4hrybdz3jty5t7367hreu 504 12 ral ral JJ work_htfht4hrybdz3jty5t7367hreu 504 13 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 504 14 Processing Processing NNP work_htfht4hrybdz3jty5t7367hreu 504 15 and and CC work_htfht4hrybdz3jty5t7367hreu 504 16 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 504 17 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 504 18 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 504 19 Learning Learning NNP work_htfht4hrybdz3jty5t7367hreu 504 20 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 504 21 EMNLP EMNLP NNP work_htfht4hrybdz3jty5t7367hreu 504 22 - - HYPH work_htfht4hrybdz3jty5t7367hreu 504 23 CoNLL CoNLL NNP work_htfht4hrybdz3jty5t7367hreu 504 24 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 504 25 , , , work_htfht4hrybdz3jty5t7367hreu 504 26 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 504 27 214–222 214–222 CD work_htfht4hrybdz3jty5t7367hreu 504 28 . . . work_htfht4hrybdz3jty5t7367hreu 505 1 Mcauliffe Mcauliffe NNP work_htfht4hrybdz3jty5t7367hreu 505 2 , , , work_htfht4hrybdz3jty5t7367hreu 505 3 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 505 4 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 505 5 and and CC work_htfht4hrybdz3jty5t7367hreu 505 6 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 505 7 , , , work_htfht4hrybdz3jty5t7367hreu 505 8 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 505 9 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 505 10 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 505 11 2008 2008 CD work_htfht4hrybdz3jty5t7367hreu 505 12 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 505 13 . . . work_htfht4hrybdz3jty5t7367hreu 506 1 Supervised supervise VBN work_htfht4hrybdz3jty5t7367hreu 506 2 topic topic NN work_htfht4hrybdz3jty5t7367hreu 506 3 models model NNS work_htfht4hrybdz3jty5t7367hreu 506 4 . . . work_htfht4hrybdz3jty5t7367hreu 507 1 In in IN work_htfht4hrybdz3jty5t7367hreu 507 2 Advances advance NNS work_htfht4hrybdz3jty5t7367hreu 507 3 in in IN work_htfht4hrybdz3jty5t7367hreu 507 4 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 507 5 information information NN work_htfht4hrybdz3jty5t7367hreu 507 6 processing processing NN work_htfht4hrybdz3jty5t7367hreu 507 7 systems system NNS work_htfht4hrybdz3jty5t7367hreu 507 8 , , , work_htfht4hrybdz3jty5t7367hreu 507 9 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 507 10 121–128 121–128 CD work_htfht4hrybdz3jty5t7367hreu 507 11 . . . work_htfht4hrybdz3jty5t7367hreu 508 1 Mikolov Mikolov NNP work_htfht4hrybdz3jty5t7367hreu 508 2 , , , work_htfht4hrybdz3jty5t7367hreu 508 3 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 508 4 , , , work_htfht4hrybdz3jty5t7367hreu 508 5 Sutskever Sutskever NNP work_htfht4hrybdz3jty5t7367hreu 508 6 , , , work_htfht4hrybdz3jty5t7367hreu 508 7 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 508 8 , , , work_htfht4hrybdz3jty5t7367hreu 508 9 Chen Chen NNP work_htfht4hrybdz3jty5t7367hreu 508 10 , , , work_htfht4hrybdz3jty5t7367hreu 508 11 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 508 12 , , , work_htfht4hrybdz3jty5t7367hreu 508 13 Corrado Corrado NNP work_htfht4hrybdz3jty5t7367hreu 508 14 , , , work_htfht4hrybdz3jty5t7367hreu 508 15 G. G. NNP work_htfht4hrybdz3jty5t7367hreu 508 16 , , , work_htfht4hrybdz3jty5t7367hreu 508 17 and and CC work_htfht4hrybdz3jty5t7367hreu 508 18 Dean Dean NNP work_htfht4hrybdz3jty5t7367hreu 508 19 , , , work_htfht4hrybdz3jty5t7367hreu 508 20 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 509 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 509 2 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 509 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 509 4 . . . work_htfht4hrybdz3jty5t7367hreu 510 1 Dis- dis- IN work_htfht4hrybdz3jty5t7367hreu 510 2 tributed tributed JJ work_htfht4hrybdz3jty5t7367hreu 510 3 representations representation NNS work_htfht4hrybdz3jty5t7367hreu 510 4 of of IN work_htfht4hrybdz3jty5t7367hreu 510 5 words word NNS work_htfht4hrybdz3jty5t7367hreu 510 6 and and CC work_htfht4hrybdz3jty5t7367hreu 510 7 phrases phrase NNS work_htfht4hrybdz3jty5t7367hreu 510 8 and and CC work_htfht4hrybdz3jty5t7367hreu 510 9 their -PRON- PRP$ work_htfht4hrybdz3jty5t7367hreu 510 10 compositionality compositionality NN work_htfht4hrybdz3jty5t7367hreu 510 11 . . . work_htfht4hrybdz3jty5t7367hreu 511 1 Advances advance NNS work_htfht4hrybdz3jty5t7367hreu 511 2 in in IN work_htfht4hrybdz3jty5t7367hreu 511 3 Neural Neural NNP work_htfht4hrybdz3jty5t7367hreu 511 4 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 511 5 Processing Processing NNP work_htfht4hrybdz3jty5t7367hreu 511 6 Systems Systems NNPS work_htfht4hrybdz3jty5t7367hreu 511 7 , , , work_htfht4hrybdz3jty5t7367hreu 511 8 26:3111–3119 26:3111–3119 CD work_htfht4hrybdz3jty5t7367hreu 511 9 . . . work_htfht4hrybdz3jty5t7367hreu 512 1 Mohammad Mohammad NNP work_htfht4hrybdz3jty5t7367hreu 512 2 , , , work_htfht4hrybdz3jty5t7367hreu 512 3 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 512 4 , , , work_htfht4hrybdz3jty5t7367hreu 512 5 Kiritchenko Kiritchenko NNP work_htfht4hrybdz3jty5t7367hreu 512 6 , , , work_htfht4hrybdz3jty5t7367hreu 512 7 S. S. NNP work_htfht4hrybdz3jty5t7367hreu 512 8 , , , work_htfht4hrybdz3jty5t7367hreu 512 9 and and CC work_htfht4hrybdz3jty5t7367hreu 512 10 Zhu Zhu NNP work_htfht4hrybdz3jty5t7367hreu 512 11 , , , work_htfht4hrybdz3jty5t7367hreu 512 12 X. X. NNP work_htfht4hrybdz3jty5t7367hreu 513 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 513 2 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 513 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 513 4 . . . work_htfht4hrybdz3jty5t7367hreu 514 1 Nrc Nrc NNP work_htfht4hrybdz3jty5t7367hreu 514 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 514 3 canada canada NNP work_htfht4hrybdz3jty5t7367hreu 514 4 : : : work_htfht4hrybdz3jty5t7367hreu 514 5 Building build VBG work_htfht4hrybdz3jty5t7367hreu 514 6 the the DT work_htfht4hrybdz3jty5t7367hreu 514 7 state state NN work_htfht4hrybdz3jty5t7367hreu 514 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 514 9 of of IN work_htfht4hrybdz3jty5t7367hreu 514 10 - - HYPH work_htfht4hrybdz3jty5t7367hreu 514 11 the the DT work_htfht4hrybdz3jty5t7367hreu 514 12 - - HYPH work_htfht4hrybdz3jty5t7367hreu 514 13 art art NN work_htfht4hrybdz3jty5t7367hreu 514 14 in in IN work_htfht4hrybdz3jty5t7367hreu 514 15 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 514 16 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 514 17 of of IN work_htfht4hrybdz3jty5t7367hreu 514 18 tweets tweet NNS work_htfht4hrybdz3jty5t7367hreu 514 19 . . . work_htfht4hrybdz3jty5t7367hreu 515 1 In in IN work_htfht4hrybdz3jty5t7367hreu 515 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 515 3 of of IN work_htfht4hrybdz3jty5t7367hreu 515 4 the the DT work_htfht4hrybdz3jty5t7367hreu 515 5 seventh seventh JJ work_htfht4hrybdz3jty5t7367hreu 515 6 international international JJ work_htfht4hrybdz3jty5t7367hreu 515 7 workshop workshop NN work_htfht4hrybdz3jty5t7367hreu 515 8 on on IN work_htfht4hrybdz3jty5t7367hreu 515 9 Semantic Semantic NNP work_htfht4hrybdz3jty5t7367hreu 515 10 Evaluation Evaluation NNP work_htfht4hrybdz3jty5t7367hreu 515 11 Exercises Exercises NNPS work_htfht4hrybdz3jty5t7367hreu 515 12 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 515 13 SemEval-2013 SemEval-2013 NNP work_htfht4hrybdz3jty5t7367hreu 515 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 515 15 , , , work_htfht4hrybdz3jty5t7367hreu 515 16 Atlanta Atlanta NNP work_htfht4hrybdz3jty5t7367hreu 515 17 , , , work_htfht4hrybdz3jty5t7367hreu 515 18 Georgia Georgia NNP work_htfht4hrybdz3jty5t7367hreu 515 19 , , , work_htfht4hrybdz3jty5t7367hreu 515 20 USA USA NNP work_htfht4hrybdz3jty5t7367hreu 515 21 . . . work_htfht4hrybdz3jty5t7367hreu 516 1 Newman Newman NNP work_htfht4hrybdz3jty5t7367hreu 516 2 , , , work_htfht4hrybdz3jty5t7367hreu 516 3 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 516 4 , , , work_htfht4hrybdz3jty5t7367hreu 516 5 Lau Lau NNP work_htfht4hrybdz3jty5t7367hreu 516 6 , , , work_htfht4hrybdz3jty5t7367hreu 516 7 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 516 8 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 516 9 , , , work_htfht4hrybdz3jty5t7367hreu 516 10 Grieser Grieser NNP work_htfht4hrybdz3jty5t7367hreu 516 11 , , , work_htfht4hrybdz3jty5t7367hreu 516 12 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 516 13 , , , work_htfht4hrybdz3jty5t7367hreu 516 14 and and CC work_htfht4hrybdz3jty5t7367hreu 516 15 Baldwin Baldwin NNP work_htfht4hrybdz3jty5t7367hreu 516 16 , , , work_htfht4hrybdz3jty5t7367hreu 516 17 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 516 18 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 516 19 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 516 20 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 516 21 . . . work_htfht4hrybdz3jty5t7367hreu 517 1 Automatic automatic JJ work_htfht4hrybdz3jty5t7367hreu 517 2 eval- eval- JJ work_htfht4hrybdz3jty5t7367hreu 517 3 uation uation NN work_htfht4hrybdz3jty5t7367hreu 517 4 of of IN work_htfht4hrybdz3jty5t7367hreu 517 5 topic topic NN work_htfht4hrybdz3jty5t7367hreu 517 6 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 517 7 . . . work_htfht4hrybdz3jty5t7367hreu 518 1 In in IN work_htfht4hrybdz3jty5t7367hreu 518 2 Human Human NNP work_htfht4hrybdz3jty5t7367hreu 518 3 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 518 4 Technologies Technologies NNPS work_htfht4hrybdz3jty5t7367hreu 518 5 : : : work_htfht4hrybdz3jty5t7367hreu 518 6 The the DT work_htfht4hrybdz3jty5t7367hreu 518 7 2010 2010 CD work_htfht4hrybdz3jty5t7367hreu 518 8 Annual Annual NNP work_htfht4hrybdz3jty5t7367hreu 518 9 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 518 10 of of IN work_htfht4hrybdz3jty5t7367hreu 518 11 the the DT work_htfht4hrybdz3jty5t7367hreu 518 12 North north JJ work_htfht4hrybdz3jty5t7367hreu 518 13 American American NNP work_htfht4hrybdz3jty5t7367hreu 518 14 Chapter Chapter NNP work_htfht4hrybdz3jty5t7367hreu 518 15 of of IN work_htfht4hrybdz3jty5t7367hreu 518 16 the the DT work_htfht4hrybdz3jty5t7367hreu 518 17 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 518 18 for for IN work_htfht4hrybdz3jty5t7367hreu 518 19 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 518 20 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 518 21 , , , work_htfht4hrybdz3jty5t7367hreu 518 22 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 518 23 100–108 100–108 CD work_htfht4hrybdz3jty5t7367hreu 518 24 . . . work_htfht4hrybdz3jty5t7367hreu 519 1 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 519 2 for for IN work_htfht4hrybdz3jty5t7367hreu 519 3 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 519 4 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 519 5 . . . work_htfht4hrybdz3jty5t7367hreu 520 1 Nguyen Nguyen NNP work_htfht4hrybdz3jty5t7367hreu 520 2 , , , work_htfht4hrybdz3jty5t7367hreu 520 3 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 520 4 , , , work_htfht4hrybdz3jty5t7367hreu 520 5 Vo Vo NNP work_htfht4hrybdz3jty5t7367hreu 520 6 , , , work_htfht4hrybdz3jty5t7367hreu 520 7 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 520 8 , , , work_htfht4hrybdz3jty5t7367hreu 520 9 Pham Pham NNP work_htfht4hrybdz3jty5t7367hreu 520 10 , , , work_htfht4hrybdz3jty5t7367hreu 520 11 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 520 12 , , , work_htfht4hrybdz3jty5t7367hreu 520 13 Nguyen Nguyen NNP work_htfht4hrybdz3jty5t7367hreu 520 14 , , , work_htfht4hrybdz3jty5t7367hreu 520 15 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 520 16 , , , work_htfht4hrybdz3jty5t7367hreu 520 17 and and CC work_htfht4hrybdz3jty5t7367hreu 520 18 Quan Quan NNP work_htfht4hrybdz3jty5t7367hreu 520 19 , , , work_htfht4hrybdz3jty5t7367hreu 520 20 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 520 21 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 520 22 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 520 23 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 520 24 . . . work_htfht4hrybdz3jty5t7367hreu 521 1 A a DT work_htfht4hrybdz3jty5t7367hreu 521 2 deep deep JJ work_htfht4hrybdz3jty5t7367hreu 521 3 architecture architecture NN work_htfht4hrybdz3jty5t7367hreu 521 4 for for IN work_htfht4hrybdz3jty5t7367hreu 521 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 521 6 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 521 7 of of IN work_htfht4hrybdz3jty5t7367hreu 521 8 news news NN work_htfht4hrybdz3jty5t7367hreu 521 9 articles article NNS work_htfht4hrybdz3jty5t7367hreu 521 10 . . . work_htfht4hrybdz3jty5t7367hreu 522 1 In in IN work_htfht4hrybdz3jty5t7367hreu 522 2 International International NNP work_htfht4hrybdz3jty5t7367hreu 522 3 Con- Con- NNP work_htfht4hrybdz3jty5t7367hreu 522 4 ference ference NN work_htfht4hrybdz3jty5t7367hreu 522 5 on on IN work_htfht4hrybdz3jty5t7367hreu 522 6 Computer Computer NNP work_htfht4hrybdz3jty5t7367hreu 522 7 Science Science NNP work_htfht4hrybdz3jty5t7367hreu 522 8 , , , work_htfht4hrybdz3jty5t7367hreu 522 9 Applied Applied NNP work_htfht4hrybdz3jty5t7367hreu 522 10 Mathematics Mathematics NNPS work_htfht4hrybdz3jty5t7367hreu 522 11 and and CC work_htfht4hrybdz3jty5t7367hreu 522 12 Applications Applications NNPS work_htfht4hrybdz3jty5t7367hreu 522 13 , , , work_htfht4hrybdz3jty5t7367hreu 522 14 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 522 15 129–140 129–140 CD work_htfht4hrybdz3jty5t7367hreu 522 16 . . . work_htfht4hrybdz3jty5t7367hreu 523 1 Springer Springer NNP work_htfht4hrybdz3jty5t7367hreu 523 2 . . . work_htfht4hrybdz3jty5t7367hreu 524 1 Paisley Paisley NNP work_htfht4hrybdz3jty5t7367hreu 524 2 , , , work_htfht4hrybdz3jty5t7367hreu 524 3 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 524 4 , , , work_htfht4hrybdz3jty5t7367hreu 524 5 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 524 6 , , , work_htfht4hrybdz3jty5t7367hreu 524 7 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 524 8 , , , work_htfht4hrybdz3jty5t7367hreu 524 9 Blei Blei NNP work_htfht4hrybdz3jty5t7367hreu 524 10 , , , work_htfht4hrybdz3jty5t7367hreu 524 11 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 524 12 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 524 13 , , , work_htfht4hrybdz3jty5t7367hreu 524 14 and and CC work_htfht4hrybdz3jty5t7367hreu 524 15 Jordan Jordan NNP work_htfht4hrybdz3jty5t7367hreu 524 16 , , , work_htfht4hrybdz3jty5t7367hreu 524 17 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 524 18 I. I. NNP work_htfht4hrybdz3jty5t7367hreu 525 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 525 2 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 525 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 525 4 . . . work_htfht4hrybdz3jty5t7367hreu 526 1 Nested nested JJ work_htfht4hrybdz3jty5t7367hreu 526 2 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 526 3 dirichlet dirichlet NN work_htfht4hrybdz3jty5t7367hreu 526 4 processes process NNS work_htfht4hrybdz3jty5t7367hreu 526 5 . . . work_htfht4hrybdz3jty5t7367hreu 527 1 IEEE IEEE NNP work_htfht4hrybdz3jty5t7367hreu 527 2 Transactions transaction NNS work_htfht4hrybdz3jty5t7367hreu 527 3 on on IN work_htfht4hrybdz3jty5t7367hreu 527 4 Pattern Pattern NNP work_htfht4hrybdz3jty5t7367hreu 527 5 Analysis Analysis NNP work_htfht4hrybdz3jty5t7367hreu 527 6 and and CC work_htfht4hrybdz3jty5t7367hreu 527 7 Machine Machine NNP work_htfht4hrybdz3jty5t7367hreu 527 8 Intelligence Intelligence NNP work_htfht4hrybdz3jty5t7367hreu 527 9 , , , work_htfht4hrybdz3jty5t7367hreu 527 10 37(2):256–270 37(2):256–270 CD work_htfht4hrybdz3jty5t7367hreu 527 11 . . . work_htfht4hrybdz3jty5t7367hreu 528 1 Pitman Pitman NNP work_htfht4hrybdz3jty5t7367hreu 528 2 , , , work_htfht4hrybdz3jty5t7367hreu 528 3 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 528 4 et et NNP work_htfht4hrybdz3jty5t7367hreu 528 5 al al NNP work_htfht4hrybdz3jty5t7367hreu 528 6 . . . work_htfht4hrybdz3jty5t7367hreu 529 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 529 2 2002 2002 CD work_htfht4hrybdz3jty5t7367hreu 529 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 529 4 . . . work_htfht4hrybdz3jty5t7367hreu 530 1 Combinatorial combinatorial JJ work_htfht4hrybdz3jty5t7367hreu 530 2 stochastic stochastic JJ work_htfht4hrybdz3jty5t7367hreu 530 3 processes process NNS work_htfht4hrybdz3jty5t7367hreu 530 4 . . . work_htfht4hrybdz3jty5t7367hreu 531 1 Ren Ren NNP work_htfht4hrybdz3jty5t7367hreu 531 2 , , , work_htfht4hrybdz3jty5t7367hreu 531 3 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 531 4 , , , work_htfht4hrybdz3jty5t7367hreu 531 5 Zhang Zhang NNP work_htfht4hrybdz3jty5t7367hreu 531 6 , , , work_htfht4hrybdz3jty5t7367hreu 531 7 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 531 8 , , , work_htfht4hrybdz3jty5t7367hreu 531 9 Zhang Zhang NNP work_htfht4hrybdz3jty5t7367hreu 531 10 , , , work_htfht4hrybdz3jty5t7367hreu 531 11 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 531 12 , , , work_htfht4hrybdz3jty5t7367hreu 531 13 and and CC work_htfht4hrybdz3jty5t7367hreu 531 14 Ji Ji NNP work_htfht4hrybdz3jty5t7367hreu 531 15 , , , work_htfht4hrybdz3jty5t7367hreu 531 16 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 531 17 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 531 18 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 531 19 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 531 20 . . . work_htfht4hrybdz3jty5t7367hreu 532 1 Context context NN work_htfht4hrybdz3jty5t7367hreu 532 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 532 3 sensitive sensitive JJ work_htfht4hrybdz3jty5t7367hreu 532 4 twitter twitter NN work_htfht4hrybdz3jty5t7367hreu 532 5 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 532 6 classification classification NN work_htfht4hrybdz3jty5t7367hreu 532 7 using use VBG work_htfht4hrybdz3jty5t7367hreu 532 8 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 532 9 network network NN work_htfht4hrybdz3jty5t7367hreu 532 10 . . . work_htfht4hrybdz3jty5t7367hreu 533 1 In in IN work_htfht4hrybdz3jty5t7367hreu 533 2 AAAI AAAI NNP work_htfht4hrybdz3jty5t7367hreu 533 3 , , , work_htfht4hrybdz3jty5t7367hreu 533 4 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 533 5 215–221 215–221 CD work_htfht4hrybdz3jty5t7367hreu 533 6 . . . work_htfht4hrybdz3jty5t7367hreu 534 1 Röder Röder NNP work_htfht4hrybdz3jty5t7367hreu 534 2 , , , work_htfht4hrybdz3jty5t7367hreu 534 3 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 534 4 , , , work_htfht4hrybdz3jty5t7367hreu 534 5 Both both DT work_htfht4hrybdz3jty5t7367hreu 534 6 , , , work_htfht4hrybdz3jty5t7367hreu 534 7 A. a. NN work_htfht4hrybdz3jty5t7367hreu 534 8 , , , work_htfht4hrybdz3jty5t7367hreu 534 9 and and CC work_htfht4hrybdz3jty5t7367hreu 534 10 Hinneburg Hinneburg NNP work_htfht4hrybdz3jty5t7367hreu 534 11 , , , work_htfht4hrybdz3jty5t7367hreu 534 12 A. a. NN work_htfht4hrybdz3jty5t7367hreu 535 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 535 2 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 535 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 535 4 . . . work_htfht4hrybdz3jty5t7367hreu 536 1 Exploring explore VBG work_htfht4hrybdz3jty5t7367hreu 536 2 the the DT work_htfht4hrybdz3jty5t7367hreu 536 3 space space NN work_htfht4hrybdz3jty5t7367hreu 536 4 of of IN work_htfht4hrybdz3jty5t7367hreu 536 5 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 536 6 coherence coherence NN work_htfht4hrybdz3jty5t7367hreu 536 7 measures measure NNS work_htfht4hrybdz3jty5t7367hreu 536 8 . . . work_htfht4hrybdz3jty5t7367hreu 537 1 In in IN work_htfht4hrybdz3jty5t7367hreu 537 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 537 3 of of IN work_htfht4hrybdz3jty5t7367hreu 537 4 the the DT work_htfht4hrybdz3jty5t7367hreu 537 5 eighth eighth JJ work_htfht4hrybdz3jty5t7367hreu 537 6 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 537 7 international international JJ work_htfht4hrybdz3jty5t7367hreu 537 8 con- con- NN work_htfht4hrybdz3jty5t7367hreu 537 9 ference ference NN work_htfht4hrybdz3jty5t7367hreu 537 10 on on IN work_htfht4hrybdz3jty5t7367hreu 537 11 Web web NN work_htfht4hrybdz3jty5t7367hreu 537 12 search search NN work_htfht4hrybdz3jty5t7367hreu 537 13 and and CC work_htfht4hrybdz3jty5t7367hreu 537 14 data datum NNS work_htfht4hrybdz3jty5t7367hreu 537 15 mining mining NN work_htfht4hrybdz3jty5t7367hreu 537 16 , , , work_htfht4hrybdz3jty5t7367hreu 537 17 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 537 18 399–408 399–408 CD work_htfht4hrybdz3jty5t7367hreu 537 19 . . . work_htfht4hrybdz3jty5t7367hreu 538 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 538 2 . . . work_htfht4hrybdz3jty5t7367hreu 539 1 Severyn Severyn NNP work_htfht4hrybdz3jty5t7367hreu 539 2 , , , work_htfht4hrybdz3jty5t7367hreu 539 3 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 539 4 and and CC work_htfht4hrybdz3jty5t7367hreu 539 5 Moschitti Moschitti NNP work_htfht4hrybdz3jty5t7367hreu 539 6 , , , work_htfht4hrybdz3jty5t7367hreu 539 7 A. a. NN work_htfht4hrybdz3jty5t7367hreu 540 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 540 2 2015a 2015a CD work_htfht4hrybdz3jty5t7367hreu 540 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 540 4 . . . work_htfht4hrybdz3jty5t7367hreu 541 1 Twitter twitter NN work_htfht4hrybdz3jty5t7367hreu 541 2 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 541 3 analysis analysis NN work_htfht4hrybdz3jty5t7367hreu 541 4 with with IN work_htfht4hrybdz3jty5t7367hreu 541 5 deep deep JJ work_htfht4hrybdz3jty5t7367hreu 541 6 convolutional convolutional JJ work_htfht4hrybdz3jty5t7367hreu 541 7 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 541 8 networks network NNS work_htfht4hrybdz3jty5t7367hreu 541 9 . . . work_htfht4hrybdz3jty5t7367hreu 542 1 In in IN work_htfht4hrybdz3jty5t7367hreu 542 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 542 3 of of IN work_htfht4hrybdz3jty5t7367hreu 542 4 the the DT work_htfht4hrybdz3jty5t7367hreu 542 5 38th 38th JJ work_htfht4hrybdz3jty5t7367hreu 542 6 International International NNP work_htfht4hrybdz3jty5t7367hreu 542 7 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 542 8 SIGIR SIGIR NNP work_htfht4hrybdz3jty5t7367hreu 542 9 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 542 10 on on IN work_htfht4hrybdz3jty5t7367hreu 542 11 Research Research NNP work_htfht4hrybdz3jty5t7367hreu 542 12 and and CC work_htfht4hrybdz3jty5t7367hreu 542 13 Development Development NNP work_htfht4hrybdz3jty5t7367hreu 542 14 in in IN work_htfht4hrybdz3jty5t7367hreu 542 15 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 542 16 Re- Re- NNP work_htfht4hrybdz3jty5t7367hreu 542 17 trieval trieval NN work_htfht4hrybdz3jty5t7367hreu 542 18 , , , work_htfht4hrybdz3jty5t7367hreu 542 19 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 542 20 959–962 959–962 CD work_htfht4hrybdz3jty5t7367hreu 542 21 . . . work_htfht4hrybdz3jty5t7367hreu 543 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 543 2 . . . work_htfht4hrybdz3jty5t7367hreu 544 1 Severyn Severyn NNP work_htfht4hrybdz3jty5t7367hreu 544 2 , , , work_htfht4hrybdz3jty5t7367hreu 544 3 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 544 4 and and CC work_htfht4hrybdz3jty5t7367hreu 544 5 Moschitti Moschitti NNP work_htfht4hrybdz3jty5t7367hreu 544 6 , , , work_htfht4hrybdz3jty5t7367hreu 544 7 A. a. NN work_htfht4hrybdz3jty5t7367hreu 545 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 545 2 2015b 2015b CD work_htfht4hrybdz3jty5t7367hreu 545 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 545 4 . . . work_htfht4hrybdz3jty5t7367hreu 546 1 Unitn Unitn NNP work_htfht4hrybdz3jty5t7367hreu 546 2 : : : work_htfht4hrybdz3jty5t7367hreu 546 3 Training train VBG work_htfht4hrybdz3jty5t7367hreu 546 4 deep deep JJ work_htfht4hrybdz3jty5t7367hreu 546 5 convolutional convolutional JJ work_htfht4hrybdz3jty5t7367hreu 546 6 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 546 7 network network NN work_htfht4hrybdz3jty5t7367hreu 546 8 for for IN work_htfht4hrybdz3jty5t7367hreu 546 9 twitter twitter NNP work_htfht4hrybdz3jty5t7367hreu 546 10 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 546 11 classification classification NN work_htfht4hrybdz3jty5t7367hreu 546 12 . . . work_htfht4hrybdz3jty5t7367hreu 547 1 In in IN work_htfht4hrybdz3jty5t7367hreu 547 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 547 3 of of IN work_htfht4hrybdz3jty5t7367hreu 547 4 the the DT work_htfht4hrybdz3jty5t7367hreu 547 5 9th 9th JJ work_htfht4hrybdz3jty5t7367hreu 547 6 international international JJ work_htfht4hrybdz3jty5t7367hreu 547 7 workshop workshop NN work_htfht4hrybdz3jty5t7367hreu 547 8 on on IN work_htfht4hrybdz3jty5t7367hreu 547 9 semantic semantic JJ work_htfht4hrybdz3jty5t7367hreu 547 10 evaluation evaluation NN work_htfht4hrybdz3jty5t7367hreu 547 11 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 547 12 SemEval SemEval NNP work_htfht4hrybdz3jty5t7367hreu 547 13 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 547 14 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 547 15 , , , work_htfht4hrybdz3jty5t7367hreu 547 16 pages page NNS work_htfht4hrybdz3jty5t7367hreu 547 17 464–469 464–469 CD work_htfht4hrybdz3jty5t7367hreu 547 18 . . . work_htfht4hrybdz3jty5t7367hreu 548 1 Tang Tang NNP work_htfht4hrybdz3jty5t7367hreu 548 2 , , , work_htfht4hrybdz3jty5t7367hreu 548 3 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 548 4 , , , work_htfht4hrybdz3jty5t7367hreu 548 5 Qin Qin NNP work_htfht4hrybdz3jty5t7367hreu 548 6 , , , work_htfht4hrybdz3jty5t7367hreu 548 7 B. B. NNP work_htfht4hrybdz3jty5t7367hreu 548 8 , , , work_htfht4hrybdz3jty5t7367hreu 548 9 and and CC work_htfht4hrybdz3jty5t7367hreu 548 10 Liu Liu NNP work_htfht4hrybdz3jty5t7367hreu 548 11 , , , work_htfht4hrybdz3jty5t7367hreu 548 12 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 548 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 548 14 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 548 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 548 16 . . . work_htfht4hrybdz3jty5t7367hreu 549 1 Document document NN work_htfht4hrybdz3jty5t7367hreu 549 2 modeling model VBG work_htfht4hrybdz3jty5t7367hreu 549 3 with with IN work_htfht4hrybdz3jty5t7367hreu 549 4 gated gate VBN work_htfht4hrybdz3jty5t7367hreu 549 5 recurrent recurrent JJ work_htfht4hrybdz3jty5t7367hreu 549 6 neural neural JJ work_htfht4hrybdz3jty5t7367hreu 549 7 network network NN work_htfht4hrybdz3jty5t7367hreu 549 8 for for IN work_htfht4hrybdz3jty5t7367hreu 549 9 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 549 10 classification classification NN work_htfht4hrybdz3jty5t7367hreu 549 11 . . . work_htfht4hrybdz3jty5t7367hreu 550 1 In in IN work_htfht4hrybdz3jty5t7367hreu 550 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 550 3 of of IN work_htfht4hrybdz3jty5t7367hreu 550 4 the the DT work_htfht4hrybdz3jty5t7367hreu 550 5 2015 2015 CD work_htfht4hrybdz3jty5t7367hreu 550 6 con- con- NN work_htfht4hrybdz3jty5t7367hreu 550 7 ference ference NN work_htfht4hrybdz3jty5t7367hreu 550 8 on on IN work_htfht4hrybdz3jty5t7367hreu 550 9 empirical empirical JJ work_htfht4hrybdz3jty5t7367hreu 550 10 methods method NNS work_htfht4hrybdz3jty5t7367hreu 550 11 in in IN work_htfht4hrybdz3jty5t7367hreu 550 12 natural natural JJ work_htfht4hrybdz3jty5t7367hreu 550 13 language language NN work_htfht4hrybdz3jty5t7367hreu 550 14 processing processing NN work_htfht4hrybdz3jty5t7367hreu 550 15 , , , work_htfht4hrybdz3jty5t7367hreu 550 16 pages page NNS work_htfht4hrybdz3jty5t7367hreu 550 17 1422 1422 CD work_htfht4hrybdz3jty5t7367hreu 550 18 – – : work_htfht4hrybdz3jty5t7367hreu 550 19 1432 1432 CD work_htfht4hrybdz3jty5t7367hreu 550 20 . . . work_htfht4hrybdz3jty5t7367hreu 551 1 Teh Teh NNP work_htfht4hrybdz3jty5t7367hreu 551 2 , , , work_htfht4hrybdz3jty5t7367hreu 551 3 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 551 4 W. W. NNP work_htfht4hrybdz3jty5t7367hreu 551 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 551 6 2006 2006 CD work_htfht4hrybdz3jty5t7367hreu 551 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 551 8 . . . work_htfht4hrybdz3jty5t7367hreu 552 1 A a DT work_htfht4hrybdz3jty5t7367hreu 552 2 hierarchical hierarchical JJ work_htfht4hrybdz3jty5t7367hreu 552 3 bayesian bayesian JJ work_htfht4hrybdz3jty5t7367hreu 552 4 language language NN work_htfht4hrybdz3jty5t7367hreu 552 5 model model NN work_htfht4hrybdz3jty5t7367hreu 552 6 based base VBN work_htfht4hrybdz3jty5t7367hreu 552 7 on on IN work_htfht4hrybdz3jty5t7367hreu 552 8 pitman- pitman- XX work_htfht4hrybdz3jty5t7367hreu 552 9 yor yor NNP work_htfht4hrybdz3jty5t7367hreu 552 10 processes process NNS work_htfht4hrybdz3jty5t7367hreu 552 11 . . . work_htfht4hrybdz3jty5t7367hreu 553 1 In in IN work_htfht4hrybdz3jty5t7367hreu 553 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 553 3 of of IN work_htfht4hrybdz3jty5t7367hreu 553 4 the the DT work_htfht4hrybdz3jty5t7367hreu 553 5 21st 21st JJ work_htfht4hrybdz3jty5t7367hreu 553 6 International International NNP work_htfht4hrybdz3jty5t7367hreu 553 7 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 553 8 on on IN work_htfht4hrybdz3jty5t7367hreu 553 9 Com- Com- NNP work_htfht4hrybdz3jty5t7367hreu 553 10 putational putational JJ work_htfht4hrybdz3jty5t7367hreu 553 11 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 553 12 and and CC work_htfht4hrybdz3jty5t7367hreu 553 13 the the DT work_htfht4hrybdz3jty5t7367hreu 553 14 44th 44th JJ work_htfht4hrybdz3jty5t7367hreu 553 15 annual annual JJ work_htfht4hrybdz3jty5t7367hreu 553 16 meeting meeting NN work_htfht4hrybdz3jty5t7367hreu 553 17 of of IN work_htfht4hrybdz3jty5t7367hreu 553 18 the the DT work_htfht4hrybdz3jty5t7367hreu 553 19 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 553 20 for for IN work_htfht4hrybdz3jty5t7367hreu 553 21 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 553 22 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 553 23 , , , work_htfht4hrybdz3jty5t7367hreu 553 24 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 553 25 985–992 985–992 CD work_htfht4hrybdz3jty5t7367hreu 553 26 . . . work_htfht4hrybdz3jty5t7367hreu 554 1 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 554 2 for for IN work_htfht4hrybdz3jty5t7367hreu 554 3 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 554 4 Linguistics Linguistics NNP work_htfht4hrybdz3jty5t7367hreu 554 5 . . . work_htfht4hrybdz3jty5t7367hreu 555 1 Thonet Thonet NNP work_htfht4hrybdz3jty5t7367hreu 555 2 , , , work_htfht4hrybdz3jty5t7367hreu 555 3 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 555 4 , , , work_htfht4hrybdz3jty5t7367hreu 555 5 Cabanac Cabanac NNP work_htfht4hrybdz3jty5t7367hreu 555 6 , , , work_htfht4hrybdz3jty5t7367hreu 555 7 G. G. NNP work_htfht4hrybdz3jty5t7367hreu 555 8 , , , work_htfht4hrybdz3jty5t7367hreu 555 9 Boughanem Boughanem NNP work_htfht4hrybdz3jty5t7367hreu 555 10 , , , work_htfht4hrybdz3jty5t7367hreu 555 11 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 555 12 , , , work_htfht4hrybdz3jty5t7367hreu 555 13 and and CC work_htfht4hrybdz3jty5t7367hreu 555 14 Pinel Pinel NNP work_htfht4hrybdz3jty5t7367hreu 555 15 - - HYPH work_htfht4hrybdz3jty5t7367hreu 555 16 Sauvagnat Sauvagnat NNP work_htfht4hrybdz3jty5t7367hreu 555 17 , , , work_htfht4hrybdz3jty5t7367hreu 555 18 K. K. NNP work_htfht4hrybdz3jty5t7367hreu 555 19 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 555 20 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 555 21 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 555 22 . . . work_htfht4hrybdz3jty5t7367hreu 556 1 Vo- vo- JJ work_htfht4hrybdz3jty5t7367hreu 556 2 dum dum NN work_htfht4hrybdz3jty5t7367hreu 556 3 : : : work_htfht4hrybdz3jty5t7367hreu 556 4 a a DT work_htfht4hrybdz3jty5t7367hreu 556 5 topic topic JJ work_htfht4hrybdz3jty5t7367hreu 556 6 model model NN work_htfht4hrybdz3jty5t7367hreu 556 7 unifying unifying NN work_htfht4hrybdz3jty5t7367hreu 556 8 viewpoint viewpoint NN work_htfht4hrybdz3jty5t7367hreu 556 9 , , , work_htfht4hrybdz3jty5t7367hreu 556 10 topic topic NN work_htfht4hrybdz3jty5t7367hreu 556 11 and and CC work_htfht4hrybdz3jty5t7367hreu 556 12 opinion opinion NN work_htfht4hrybdz3jty5t7367hreu 556 13 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 556 14 . . . work_htfht4hrybdz3jty5t7367hreu 557 1 In in IN work_htfht4hrybdz3jty5t7367hreu 557 2 European European NNP work_htfht4hrybdz3jty5t7367hreu 557 3 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 557 4 on on IN work_htfht4hrybdz3jty5t7367hreu 557 5 Information Information NNP work_htfht4hrybdz3jty5t7367hreu 557 6 Retrieval Retrieval NNP work_htfht4hrybdz3jty5t7367hreu 557 7 , , , work_htfht4hrybdz3jty5t7367hreu 557 8 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 557 9 533–545 533–545 CD work_htfht4hrybdz3jty5t7367hreu 557 10 . . . work_htfht4hrybdz3jty5t7367hreu 558 1 Springer Springer NNP work_htfht4hrybdz3jty5t7367hreu 558 2 . . . work_htfht4hrybdz3jty5t7367hreu 559 1 Trabelsi Trabelsi NNP work_htfht4hrybdz3jty5t7367hreu 559 2 , , , work_htfht4hrybdz3jty5t7367hreu 559 3 A. A. NNP work_htfht4hrybdz3jty5t7367hreu 559 4 and and CC work_htfht4hrybdz3jty5t7367hreu 559 5 Zaıane Zaıane NNP work_htfht4hrybdz3jty5t7367hreu 559 6 , , , work_htfht4hrybdz3jty5t7367hreu 559 7 O. O. NNP work_htfht4hrybdz3jty5t7367hreu 559 8 R. R. NNP work_htfht4hrybdz3jty5t7367hreu 559 9 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 559 10 2014 2014 CD work_htfht4hrybdz3jty5t7367hreu 559 11 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 559 12 . . . work_htfht4hrybdz3jty5t7367hreu 560 1 Finding find VBG work_htfht4hrybdz3jty5t7367hreu 560 2 arguing argue VBG work_htfht4hrybdz3jty5t7367hreu 560 3 expressions expression NNS work_htfht4hrybdz3jty5t7367hreu 560 4 of of IN work_htfht4hrybdz3jty5t7367hreu 560 5 diver- diver- JJ work_htfht4hrybdz3jty5t7367hreu 560 6 gent gent NN work_htfht4hrybdz3jty5t7367hreu 560 7 viewpoints viewpoint NNS work_htfht4hrybdz3jty5t7367hreu 560 8 in in IN work_htfht4hrybdz3jty5t7367hreu 560 9 online online JJ work_htfht4hrybdz3jty5t7367hreu 560 10 debates debate NNS work_htfht4hrybdz3jty5t7367hreu 560 11 . . . work_htfht4hrybdz3jty5t7367hreu 561 1 In in IN work_htfht4hrybdz3jty5t7367hreu 561 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 561 3 of of IN work_htfht4hrybdz3jty5t7367hreu 561 4 the the DT work_htfht4hrybdz3jty5t7367hreu 561 5 5th 5th JJ work_htfht4hrybdz3jty5t7367hreu 561 6 Workshop Workshop NNP work_htfht4hrybdz3jty5t7367hreu 561 7 on on IN work_htfht4hrybdz3jty5t7367hreu 561 8 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 561 9 Analysis Analysis NNP work_htfht4hrybdz3jty5t7367hreu 561 10 for for IN work_htfht4hrybdz3jty5t7367hreu 561 11 Social Social NNP work_htfht4hrybdz3jty5t7367hreu 561 12 Media Media NNP work_htfht4hrybdz3jty5t7367hreu 561 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 561 14 LASM)@ LASM)@ NNP work_htfht4hrybdz3jty5t7367hreu 561 15 EACL EACL NNP work_htfht4hrybdz3jty5t7367hreu 561 16 , , , work_htfht4hrybdz3jty5t7367hreu 561 17 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 561 18 35–43 35–43 NN work_htfht4hrybdz3jty5t7367hreu 561 19 . . . work_htfht4hrybdz3jty5t7367hreu 562 1 Vilares Vilares NNP work_htfht4hrybdz3jty5t7367hreu 562 2 , , , work_htfht4hrybdz3jty5t7367hreu 562 3 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 562 4 and and CC work_htfht4hrybdz3jty5t7367hreu 562 5 He He NNP work_htfht4hrybdz3jty5t7367hreu 562 6 , , , work_htfht4hrybdz3jty5t7367hreu 562 7 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 563 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 563 2 2017 2017 CD work_htfht4hrybdz3jty5t7367hreu 563 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 563 4 . . . work_htfht4hrybdz3jty5t7367hreu 564 1 Detecting detect VBG work_htfht4hrybdz3jty5t7367hreu 564 2 perspectives perspective NNS work_htfht4hrybdz3jty5t7367hreu 564 3 in in IN work_htfht4hrybdz3jty5t7367hreu 564 4 political political JJ work_htfht4hrybdz3jty5t7367hreu 564 5 debates debate NNS work_htfht4hrybdz3jty5t7367hreu 564 6 . . . work_htfht4hrybdz3jty5t7367hreu 565 1 In in IN work_htfht4hrybdz3jty5t7367hreu 565 2 Proceedings Proceedings NNP work_htfht4hrybdz3jty5t7367hreu 565 3 of of IN work_htfht4hrybdz3jty5t7367hreu 565 4 the the DT work_htfht4hrybdz3jty5t7367hreu 565 5 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 565 6 on on IN work_htfht4hrybdz3jty5t7367hreu 565 7 Empirical Empirical NNP work_htfht4hrybdz3jty5t7367hreu 565 8 Methods Methods NNPS work_htfht4hrybdz3jty5t7367hreu 565 9 in in IN work_htfht4hrybdz3jty5t7367hreu 565 10 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 565 11 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 565 12 Processing Processing NNP work_htfht4hrybdz3jty5t7367hreu 565 13 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 565 14 EMNLP EMNLP NNP work_htfht4hrybdz3jty5t7367hreu 565 15 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 565 16 , , , work_htfht4hrybdz3jty5t7367hreu 565 17 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 565 18 1573–1582 1573–1582 CD work_htfht4hrybdz3jty5t7367hreu 565 19 . . . work_htfht4hrybdz3jty5t7367hreu 566 1 Wallach Wallach NNP work_htfht4hrybdz3jty5t7367hreu 566 2 , , , work_htfht4hrybdz3jty5t7367hreu 566 3 H. H. NNP work_htfht4hrybdz3jty5t7367hreu 566 4 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 566 5 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 566 6 2006 2006 CD work_htfht4hrybdz3jty5t7367hreu 566 7 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 566 8 . . . work_htfht4hrybdz3jty5t7367hreu 567 1 Topic topic JJ work_htfht4hrybdz3jty5t7367hreu 567 2 modeling modeling NN work_htfht4hrybdz3jty5t7367hreu 567 3 : : : work_htfht4hrybdz3jty5t7367hreu 567 4 beyond beyond IN work_htfht4hrybdz3jty5t7367hreu 567 5 bag bag NN work_htfht4hrybdz3jty5t7367hreu 567 6 - - HYPH work_htfht4hrybdz3jty5t7367hreu 567 7 of of IN work_htfht4hrybdz3jty5t7367hreu 567 8 - - HYPH work_htfht4hrybdz3jty5t7367hreu 567 9 words word NNS work_htfht4hrybdz3jty5t7367hreu 567 10 . . . work_htfht4hrybdz3jty5t7367hreu 568 1 In in IN work_htfht4hrybdz3jty5t7367hreu 568 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 568 3 of of IN work_htfht4hrybdz3jty5t7367hreu 568 4 the the DT work_htfht4hrybdz3jty5t7367hreu 568 5 23rd 23rd JJ work_htfht4hrybdz3jty5t7367hreu 568 6 international international JJ work_htfht4hrybdz3jty5t7367hreu 568 7 conference conference NN work_htfht4hrybdz3jty5t7367hreu 568 8 on on IN work_htfht4hrybdz3jty5t7367hreu 568 9 Machine Machine NNP work_htfht4hrybdz3jty5t7367hreu 568 10 learning learning NN work_htfht4hrybdz3jty5t7367hreu 568 11 , , , work_htfht4hrybdz3jty5t7367hreu 568 12 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 568 13 977–984 977–984 CD work_htfht4hrybdz3jty5t7367hreu 568 14 . . . work_htfht4hrybdz3jty5t7367hreu 569 1 October October NNP work_htfht4hrybdz3jty5t7367hreu 569 2 8 8 CD work_htfht4hrybdz3jty5t7367hreu 569 3 , , , work_htfht4hrybdz3jty5t7367hreu 569 4 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 569 5 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 569 6 . . . work_htfht4hrybdz3jty5t7367hreu 570 1 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 570 2 , , , work_htfht4hrybdz3jty5t7367hreu 570 3 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 570 4 , , , work_htfht4hrybdz3jty5t7367hreu 570 5 Danilevsky Danilevsky NNP work_htfht4hrybdz3jty5t7367hreu 570 6 , , , work_htfht4hrybdz3jty5t7367hreu 570 7 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 570 8 , , , work_htfht4hrybdz3jty5t7367hreu 570 9 Desai Desai NNP work_htfht4hrybdz3jty5t7367hreu 570 10 , , , work_htfht4hrybdz3jty5t7367hreu 570 11 N. N. NNP work_htfht4hrybdz3jty5t7367hreu 570 12 , , , work_htfht4hrybdz3jty5t7367hreu 570 13 Zhang Zhang NNP work_htfht4hrybdz3jty5t7367hreu 570 14 , , , work_htfht4hrybdz3jty5t7367hreu 570 15 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 570 16 , , , work_htfht4hrybdz3jty5t7367hreu 570 17 Nguyen Nguyen NNP work_htfht4hrybdz3jty5t7367hreu 570 18 , , , work_htfht4hrybdz3jty5t7367hreu 570 19 P. P. NNP work_htfht4hrybdz3jty5t7367hreu 570 20 , , , work_htfht4hrybdz3jty5t7367hreu 570 21 Taula Taula NNP work_htfht4hrybdz3jty5t7367hreu 570 22 , , , work_htfht4hrybdz3jty5t7367hreu 570 23 T. T. NNP work_htfht4hrybdz3jty5t7367hreu 570 24 , , , work_htfht4hrybdz3jty5t7367hreu 570 25 and and CC work_htfht4hrybdz3jty5t7367hreu 570 26 Han Han NNP work_htfht4hrybdz3jty5t7367hreu 570 27 , , , work_htfht4hrybdz3jty5t7367hreu 570 28 J. J. NNP work_htfht4hrybdz3jty5t7367hreu 571 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 571 2 2013 2013 CD work_htfht4hrybdz3jty5t7367hreu 571 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 571 4 . . . work_htfht4hrybdz3jty5t7367hreu 572 1 A a DT work_htfht4hrybdz3jty5t7367hreu 572 2 phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 572 3 mining mining NN work_htfht4hrybdz3jty5t7367hreu 572 4 framework framework NN work_htfht4hrybdz3jty5t7367hreu 572 5 for for IN work_htfht4hrybdz3jty5t7367hreu 572 6 recursive recursive JJ work_htfht4hrybdz3jty5t7367hreu 572 7 construction construction NN work_htfht4hrybdz3jty5t7367hreu 572 8 of of IN work_htfht4hrybdz3jty5t7367hreu 572 9 a a DT work_htfht4hrybdz3jty5t7367hreu 572 10 topical topical JJ work_htfht4hrybdz3jty5t7367hreu 572 11 hierarchy hierarchy NN work_htfht4hrybdz3jty5t7367hreu 572 12 . . . work_htfht4hrybdz3jty5t7367hreu 573 1 In in IN work_htfht4hrybdz3jty5t7367hreu 573 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 573 3 of of IN work_htfht4hrybdz3jty5t7367hreu 573 4 the the DT work_htfht4hrybdz3jty5t7367hreu 573 5 19th 19th JJ work_htfht4hrybdz3jty5t7367hreu 573 6 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 573 7 SIGKDD SIGKDD NNP work_htfht4hrybdz3jty5t7367hreu 573 8 international international JJ work_htfht4hrybdz3jty5t7367hreu 573 9 conference conference NN work_htfht4hrybdz3jty5t7367hreu 573 10 on on IN work_htfht4hrybdz3jty5t7367hreu 573 11 Knowledge Knowledge NNP work_htfht4hrybdz3jty5t7367hreu 573 12 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 573 13 and and CC work_htfht4hrybdz3jty5t7367hreu 573 14 data datum NNS work_htfht4hrybdz3jty5t7367hreu 573 15 mining mining NN work_htfht4hrybdz3jty5t7367hreu 573 16 , , , work_htfht4hrybdz3jty5t7367hreu 573 17 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 573 18 437–445 437–445 CD work_htfht4hrybdz3jty5t7367hreu 573 19 . . . work_htfht4hrybdz3jty5t7367hreu 574 1 ACM ACM NNP work_htfht4hrybdz3jty5t7367hreu 574 2 . . . work_htfht4hrybdz3jty5t7367hreu 575 1 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 575 2 , , , work_htfht4hrybdz3jty5t7367hreu 575 3 X. X. NNP work_htfht4hrybdz3jty5t7367hreu 575 4 , , , work_htfht4hrybdz3jty5t7367hreu 575 5 McCallum McCallum NNP work_htfht4hrybdz3jty5t7367hreu 575 6 , , , work_htfht4hrybdz3jty5t7367hreu 575 7 A. a. NN work_htfht4hrybdz3jty5t7367hreu 575 8 , , , work_htfht4hrybdz3jty5t7367hreu 575 9 and and CC work_htfht4hrybdz3jty5t7367hreu 575 10 Wei Wei NNP work_htfht4hrybdz3jty5t7367hreu 575 11 , , , work_htfht4hrybdz3jty5t7367hreu 575 12 X. X. NNP work_htfht4hrybdz3jty5t7367hreu 576 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 576 2 2007 2007 CD work_htfht4hrybdz3jty5t7367hreu 576 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 576 4 . . . work_htfht4hrybdz3jty5t7367hreu 577 1 Topical topical JJ work_htfht4hrybdz3jty5t7367hreu 577 2 n n NNP work_htfht4hrybdz3jty5t7367hreu 577 3 - - HYPH work_htfht4hrybdz3jty5t7367hreu 577 4 grams gram NNS work_htfht4hrybdz3jty5t7367hreu 577 5 : : : work_htfht4hrybdz3jty5t7367hreu 577 6 Phrase phrase NN work_htfht4hrybdz3jty5t7367hreu 577 7 and and CC work_htfht4hrybdz3jty5t7367hreu 577 8 topic topic NN work_htfht4hrybdz3jty5t7367hreu 577 9 discovery discovery NN work_htfht4hrybdz3jty5t7367hreu 577 10 , , , work_htfht4hrybdz3jty5t7367hreu 577 11 with with IN work_htfht4hrybdz3jty5t7367hreu 577 12 an an DT work_htfht4hrybdz3jty5t7367hreu 577 13 application application NN work_htfht4hrybdz3jty5t7367hreu 577 14 to to IN work_htfht4hrybdz3jty5t7367hreu 577 15 information information NN work_htfht4hrybdz3jty5t7367hreu 577 16 retrieval retrieval NN work_htfht4hrybdz3jty5t7367hreu 577 17 . . . work_htfht4hrybdz3jty5t7367hreu 578 1 In in IN work_htfht4hrybdz3jty5t7367hreu 578 2 Data Data NNP work_htfht4hrybdz3jty5t7367hreu 578 3 Mining Mining NNP work_htfht4hrybdz3jty5t7367hreu 578 4 , , , work_htfht4hrybdz3jty5t7367hreu 578 5 2007 2007 CD work_htfht4hrybdz3jty5t7367hreu 578 6 . . . work_htfht4hrybdz3jty5t7367hreu 579 1 ICDM ICDM NNP work_htfht4hrybdz3jty5t7367hreu 579 2 2007 2007 CD work_htfht4hrybdz3jty5t7367hreu 579 3 . . . work_htfht4hrybdz3jty5t7367hreu 580 1 Seventh seventh JJ work_htfht4hrybdz3jty5t7367hreu 580 2 IEEE IEEE NNP work_htfht4hrybdz3jty5t7367hreu 580 3 International International NNP work_htfht4hrybdz3jty5t7367hreu 580 4 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 580 5 on on RB work_htfht4hrybdz3jty5t7367hreu 580 6 , , , work_htfht4hrybdz3jty5t7367hreu 580 7 pages page NNS work_htfht4hrybdz3jty5t7367hreu 580 8 697 697 CD work_htfht4hrybdz3jty5t7367hreu 580 9 – – : work_htfht4hrybdz3jty5t7367hreu 580 10 702 702 CD work_htfht4hrybdz3jty5t7367hreu 580 11 . . . work_htfht4hrybdz3jty5t7367hreu 581 1 IEEE IEEE NNP work_htfht4hrybdz3jty5t7367hreu 581 2 . . . work_htfht4hrybdz3jty5t7367hreu 582 1 Wang Wang NNP work_htfht4hrybdz3jty5t7367hreu 582 2 , , , work_htfht4hrybdz3jty5t7367hreu 582 3 Y. Y. NNP work_htfht4hrybdz3jty5t7367hreu 582 4 , , , work_htfht4hrybdz3jty5t7367hreu 582 5 Huang Huang NNP work_htfht4hrybdz3jty5t7367hreu 582 6 , , , work_htfht4hrybdz3jty5t7367hreu 582 7 M. M. NNP work_htfht4hrybdz3jty5t7367hreu 582 8 , , , work_htfht4hrybdz3jty5t7367hreu 582 9 Zhao Zhao NNP work_htfht4hrybdz3jty5t7367hreu 582 10 , , , work_htfht4hrybdz3jty5t7367hreu 582 11 L. L. NNP work_htfht4hrybdz3jty5t7367hreu 582 12 , , , work_htfht4hrybdz3jty5t7367hreu 582 13 et et NNP work_htfht4hrybdz3jty5t7367hreu 582 14 al al NNP work_htfht4hrybdz3jty5t7367hreu 582 15 . . . work_htfht4hrybdz3jty5t7367hreu 583 1 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 583 2 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 583 3 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 583 4 . . . work_htfht4hrybdz3jty5t7367hreu 584 1 Attention attention NN work_htfht4hrybdz3jty5t7367hreu 584 2 - - HYPH work_htfht4hrybdz3jty5t7367hreu 584 3 based base VBN work_htfht4hrybdz3jty5t7367hreu 584 4 lstm lstm NNP work_htfht4hrybdz3jty5t7367hreu 584 5 for for IN work_htfht4hrybdz3jty5t7367hreu 584 6 aspect- aspect- JJ work_htfht4hrybdz3jty5t7367hreu 584 7 level level NN work_htfht4hrybdz3jty5t7367hreu 584 8 sentiment sentiment NN work_htfht4hrybdz3jty5t7367hreu 584 9 classification classification NN work_htfht4hrybdz3jty5t7367hreu 584 10 . . . work_htfht4hrybdz3jty5t7367hreu 585 1 In in IN work_htfht4hrybdz3jty5t7367hreu 585 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 585 3 of of IN work_htfht4hrybdz3jty5t7367hreu 585 4 the the DT work_htfht4hrybdz3jty5t7367hreu 585 5 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 585 6 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 585 7 on on IN work_htfht4hrybdz3jty5t7367hreu 585 8 Empirical Empirical NNP work_htfht4hrybdz3jty5t7367hreu 585 9 Methods Methods NNPS work_htfht4hrybdz3jty5t7367hreu 585 10 in in IN work_htfht4hrybdz3jty5t7367hreu 585 11 Natural Natural NNP work_htfht4hrybdz3jty5t7367hreu 585 12 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 585 13 Processing Processing NNP work_htfht4hrybdz3jty5t7367hreu 585 14 , , , work_htfht4hrybdz3jty5t7367hreu 585 15 pages page VBZ work_htfht4hrybdz3jty5t7367hreu 585 16 606–615 606–615 CD work_htfht4hrybdz3jty5t7367hreu 585 17 . . . work_htfht4hrybdz3jty5t7367hreu 586 1 Yang Yang NNP work_htfht4hrybdz3jty5t7367hreu 586 2 , , , work_htfht4hrybdz3jty5t7367hreu 586 3 Z. Z. NNP work_htfht4hrybdz3jty5t7367hreu 586 4 , , , work_htfht4hrybdz3jty5t7367hreu 586 5 Yang Yang NNP work_htfht4hrybdz3jty5t7367hreu 586 6 , , , work_htfht4hrybdz3jty5t7367hreu 586 7 D. D. NNP work_htfht4hrybdz3jty5t7367hreu 586 8 , , , work_htfht4hrybdz3jty5t7367hreu 586 9 Dyer Dyer NNP work_htfht4hrybdz3jty5t7367hreu 586 10 , , , work_htfht4hrybdz3jty5t7367hreu 586 11 C. C. NNP work_htfht4hrybdz3jty5t7367hreu 586 12 , , , work_htfht4hrybdz3jty5t7367hreu 586 13 He He NNP work_htfht4hrybdz3jty5t7367hreu 586 14 , , , work_htfht4hrybdz3jty5t7367hreu 586 15 X. X. NNP work_htfht4hrybdz3jty5t7367hreu 586 16 , , , work_htfht4hrybdz3jty5t7367hreu 586 17 Smola Smola NNP work_htfht4hrybdz3jty5t7367hreu 586 18 , , , work_htfht4hrybdz3jty5t7367hreu 586 19 A. a. NN work_htfht4hrybdz3jty5t7367hreu 586 20 , , , work_htfht4hrybdz3jty5t7367hreu 586 21 and and CC work_htfht4hrybdz3jty5t7367hreu 586 22 Hovy Hovy NNP work_htfht4hrybdz3jty5t7367hreu 586 23 , , , work_htfht4hrybdz3jty5t7367hreu 586 24 E. E. NNP work_htfht4hrybdz3jty5t7367hreu 586 25 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 586 26 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 586 27 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 586 28 . . . work_htfht4hrybdz3jty5t7367hreu 587 1 Hier- Hier- NNP work_htfht4hrybdz3jty5t7367hreu 587 2 archical archical JJ work_htfht4hrybdz3jty5t7367hreu 587 3 attention attention NN work_htfht4hrybdz3jty5t7367hreu 587 4 networks network NNS work_htfht4hrybdz3jty5t7367hreu 587 5 for for IN work_htfht4hrybdz3jty5t7367hreu 587 6 document document NN work_htfht4hrybdz3jty5t7367hreu 587 7 classification classification NN work_htfht4hrybdz3jty5t7367hreu 587 8 . . . work_htfht4hrybdz3jty5t7367hreu 588 1 In in IN work_htfht4hrybdz3jty5t7367hreu 588 2 Proceedings proceeding NNS work_htfht4hrybdz3jty5t7367hreu 588 3 of of IN work_htfht4hrybdz3jty5t7367hreu 588 4 the the DT work_htfht4hrybdz3jty5t7367hreu 588 5 2016 2016 CD work_htfht4hrybdz3jty5t7367hreu 588 6 Conference Conference NNP work_htfht4hrybdz3jty5t7367hreu 588 7 of of IN work_htfht4hrybdz3jty5t7367hreu 588 8 the the DT work_htfht4hrybdz3jty5t7367hreu 588 9 North north JJ work_htfht4hrybdz3jty5t7367hreu 588 10 American American NNP work_htfht4hrybdz3jty5t7367hreu 588 11 Chapter Chapter NNP work_htfht4hrybdz3jty5t7367hreu 588 12 of of IN work_htfht4hrybdz3jty5t7367hreu 588 13 the the DT work_htfht4hrybdz3jty5t7367hreu 588 14 Association Association NNP work_htfht4hrybdz3jty5t7367hreu 588 15 for for IN work_htfht4hrybdz3jty5t7367hreu 588 16 Computational Computational NNP work_htfht4hrybdz3jty5t7367hreu 588 17 Linguistics Linguistics NNPS work_htfht4hrybdz3jty5t7367hreu 588 18 : : : work_htfht4hrybdz3jty5t7367hreu 588 19 Human Human NNP work_htfht4hrybdz3jty5t7367hreu 588 20 Language Language NNP work_htfht4hrybdz3jty5t7367hreu 588 21 Technologies Technologies NNPS work_htfht4hrybdz3jty5t7367hreu 588 22 , , , work_htfht4hrybdz3jty5t7367hreu 588 23 pages page NNS work_htfht4hrybdz3jty5t7367hreu 588 24 1480 1480 CD work_htfht4hrybdz3jty5t7367hreu 588 25 – – : work_htfht4hrybdz3jty5t7367hreu 588 26 1489 1489 CD work_htfht4hrybdz3jty5t7367hreu 588 27 . . . work_htfht4hrybdz3jty5t7367hreu 589 1 October October NNP work_htfht4hrybdz3jty5t7367hreu 589 2 8 8 CD work_htfht4hrybdz3jty5t7367hreu 589 3 , , , work_htfht4hrybdz3jty5t7367hreu 589 4 2018 2018 CD work_htfht4hrybdz3jty5t7367hreu 589 5 Introduction introduction NN work_htfht4hrybdz3jty5t7367hreu 589 6 Related Related NNP work_htfht4hrybdz3jty5t7367hreu 589 7 Work Work NNP work_htfht4hrybdz3jty5t7367hreu 589 8 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 589 9 Mining Mining NNP work_htfht4hrybdz3jty5t7367hreu 589 10 based base VBN work_htfht4hrybdz3jty5t7367hreu 589 11 on on IN work_htfht4hrybdz3jty5t7367hreu 589 12 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 589 13 models model NNS work_htfht4hrybdz3jty5t7367hreu 589 14 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 589 15 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 589 16 Extraction Extraction NNP work_htfht4hrybdz3jty5t7367hreu 589 17 Topical Topical NNP work_htfht4hrybdz3jty5t7367hreu 589 18 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 589 19 Models Models NNPS work_htfht4hrybdz3jty5t7367hreu 589 20 Deep Deep NNP work_htfht4hrybdz3jty5t7367hreu 589 21 Learning Learning NNP work_htfht4hrybdz3jty5t7367hreu 589 22 for for IN work_htfht4hrybdz3jty5t7367hreu 589 23 Sentiment Sentiment NNP work_htfht4hrybdz3jty5t7367hreu 589 24 Analysis Analysis NNP work_htfht4hrybdz3jty5t7367hreu 589 25 Summary Summary NNP work_htfht4hrybdz3jty5t7367hreu 589 26 Hierarchical Hierarchical NNP work_htfht4hrybdz3jty5t7367hreu 589 27 Opinion Opinion NNP work_htfht4hrybdz3jty5t7367hreu 589 28 Phrase Phrase NNP work_htfht4hrybdz3jty5t7367hreu 589 29 ( ( -LRB- work_htfht4hrybdz3jty5t7367hreu 589 30 HOP HOP NNP work_htfht4hrybdz3jty5t7367hreu 589 31 ) ) -RRB- work_htfht4hrybdz3jty5t7367hreu 589 32 Model Model NNP work_htfht4hrybdz3jty5t7367hreu 589 33 Generative Generative NNP work_htfht4hrybdz3jty5t7367hreu 589 34 Process Process NNP work_htfht4hrybdz3jty5t7367hreu 589 35 Inference Inference NNP work_htfht4hrybdz3jty5t7367hreu 589 36 and and CC work_htfht4hrybdz3jty5t7367hreu 589 37 Parameter Parameter NNP work_htfht4hrybdz3jty5t7367hreu 589 38 Estimation Estimation NNP work_htfht4hrybdz3jty5t7367hreu 589 39 Level Level NNP work_htfht4hrybdz3jty5t7367hreu 589 40 Allocation Allocation NNP work_htfht4hrybdz3jty5t7367hreu 589 41 Sampling Sampling NNP work_htfht4hrybdz3jty5t7367hreu 589 42 Path Path NNP work_htfht4hrybdz3jty5t7367hreu 589 43 Sampling Sampling NNP work_htfht4hrybdz3jty5t7367hreu 589 44 Complete Complete NNP work_htfht4hrybdz3jty5t7367hreu 589 45 Sampling Sampling NNP work_htfht4hrybdz3jty5t7367hreu 589 46 Procedure Procedure NNP work_htfht4hrybdz3jty5t7367hreu 589 47 Experiments experiment NNS work_htfht4hrybdz3jty5t7367hreu 589 48 Experimental experimental JJ work_htfht4hrybdz3jty5t7367hreu 589 49 Setup setup NN work_htfht4hrybdz3jty5t7367hreu 589 50 Methods Methods NNPS work_htfht4hrybdz3jty5t7367hreu 589 51 for for IN work_htfht4hrybdz3jty5t7367hreu 589 52 Comparison Comparison NNP work_htfht4hrybdz3jty5t7367hreu 589 53 Topic Topic NNP work_htfht4hrybdz3jty5t7367hreu 589 54 Coherence Coherence NNP work_htfht4hrybdz3jty5t7367hreu 589 55 Stance Stance NNP work_htfht4hrybdz3jty5t7367hreu 589 56 Classification Classification NNP work_htfht4hrybdz3jty5t7367hreu 589 57 Qualitative Qualitative NNP work_htfht4hrybdz3jty5t7367hreu 589 58 Results Results NNPS work_htfht4hrybdz3jty5t7367hreu 589 59 Conclusion conclusion NN