id sid tid token lemma pos work_55utqx7tjrft5ojtbr67ypjdye 1 1 Comparing compare VBG work_55utqx7tjrft5ojtbr67ypjdye 1 2 Apples apple NNS work_55utqx7tjrft5ojtbr67ypjdye 1 3 to to IN work_55utqx7tjrft5ojtbr67ypjdye 1 4 Apple Apple NNP work_55utqx7tjrft5ojtbr67ypjdye 1 5 : : : work_55utqx7tjrft5ojtbr67ypjdye 1 6 The the DT work_55utqx7tjrft5ojtbr67ypjdye 1 7 Effects Effects NNPS work_55utqx7tjrft5ojtbr67ypjdye 1 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 1 9 Stemmers Stemmers NNPS work_55utqx7tjrft5ojtbr67ypjdye 1 10 on on IN work_55utqx7tjrft5ojtbr67ypjdye 1 11 Topic Topic NNP work_55utqx7tjrft5ojtbr67ypjdye 1 12 Models Models NNPS work_55utqx7tjrft5ojtbr67ypjdye 1 13 Alexandra Alexandra NNP work_55utqx7tjrft5ojtbr67ypjdye 1 14 Schofield Schofield NNP work_55utqx7tjrft5ojtbr67ypjdye 1 15 Cornell Cornell NNP work_55utqx7tjrft5ojtbr67ypjdye 1 16 University University NNP work_55utqx7tjrft5ojtbr67ypjdye 1 17 Ithaca Ithaca NNP work_55utqx7tjrft5ojtbr67ypjdye 1 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 1 19 NY NY NNP work_55utqx7tjrft5ojtbr67ypjdye 1 20 14853 14853 CD work_55utqx7tjrft5ojtbr67ypjdye 1 21 xanda@cs.cornell.edu xanda@cs.cornell.edu NNP work_55utqx7tjrft5ojtbr67ypjdye 1 22 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 1 23 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 1 24 Cornell Cornell NNP work_55utqx7tjrft5ojtbr67ypjdye 1 25 University University NNP work_55utqx7tjrft5ojtbr67ypjdye 1 26 Ithaca Ithaca NNP work_55utqx7tjrft5ojtbr67ypjdye 1 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 1 28 NY NY NNP work_55utqx7tjrft5ojtbr67ypjdye 1 29 14853 14853 CD work_55utqx7tjrft5ojtbr67ypjdye 1 30 mimno@cornell.edu mimno@cornell.edu NN work_55utqx7tjrft5ojtbr67ypjdye 1 31 Abstract Abstract NNP work_55utqx7tjrft5ojtbr67ypjdye 1 32 Rule Rule NNP work_55utqx7tjrft5ojtbr67ypjdye 1 33 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 1 34 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 1 35 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 1 36 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 1 37 as as IN work_55utqx7tjrft5ojtbr67ypjdye 1 38 the the DT work_55utqx7tjrft5ojtbr67ypjdye 1 39 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 1 40 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 1 41 mer mer NNP work_55utqx7tjrft5ojtbr67ypjdye 1 42 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 1 43 frequently frequently RB work_55utqx7tjrft5ojtbr67ypjdye 1 44 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 1 45 to to IN work_55utqx7tjrft5ojtbr67ypjdye 1 46 preprocess preprocess VB work_55utqx7tjrft5ojtbr67ypjdye 1 47 English english JJ work_55utqx7tjrft5ojtbr67ypjdye 1 48 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 1 49 for for IN work_55utqx7tjrft5ojtbr67ypjdye 1 50 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 1 51 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 1 52 . . . work_55utqx7tjrft5ojtbr67ypjdye 2 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 2 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 2 3 work work NN work_55utqx7tjrft5ojtbr67ypjdye 2 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 2 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 2 6 train train VBP work_55utqx7tjrft5ojtbr67ypjdye 2 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 2 8 evaluate evaluate VBP work_55utqx7tjrft5ojtbr67ypjdye 2 9 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 2 10 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 2 11 on on IN work_55utqx7tjrft5ojtbr67ypjdye 2 12 a a DT work_55utqx7tjrft5ojtbr67ypjdye 2 13 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 2 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 2 15 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 2 16 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 2 17 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 2 18 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 2 19 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 2 20 algo- algo- XX work_55utqx7tjrft5ojtbr67ypjdye 2 21 rithms rithms NNP work_55utqx7tjrft5ojtbr67ypjdye 2 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 3 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 3 2 examine examine VBP work_55utqx7tjrft5ojtbr67ypjdye 3 3 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 3 4 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 3 5 quantita- quantita- NN work_55utqx7tjrft5ojtbr67ypjdye 3 6 tive tive JJ work_55utqx7tjrft5ojtbr67ypjdye 3 7 measures measure NNS work_55utqx7tjrft5ojtbr67ypjdye 3 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 3 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 3 10 resulting result VBG work_55utqx7tjrft5ojtbr67ypjdye 3 11 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 3 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 3 13 includ- includ- NNP work_55utqx7tjrft5ojtbr67ypjdye 3 14 ing ing NNP work_55utqx7tjrft5ojtbr67ypjdye 3 15 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 3 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 3 17 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 3 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 3 19 model model NN work_55utqx7tjrft5ojtbr67ypjdye 3 20 stability stability NN work_55utqx7tjrft5ojtbr67ypjdye 3 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 3 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 3 23 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 3 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 4 1 Despite despite IN work_55utqx7tjrft5ojtbr67ypjdye 4 2 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 4 3 frequent frequent JJ work_55utqx7tjrft5ojtbr67ypjdye 4 4 use use NN work_55utqx7tjrft5ojtbr67ypjdye 4 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 4 6 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 4 7 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 4 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 4 9 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 4 10 find find VBP work_55utqx7tjrft5ojtbr67ypjdye 4 11 that that IN work_55utqx7tjrft5ojtbr67ypjdye 4 12 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 4 13 produce produce VBP work_55utqx7tjrft5ojtbr67ypjdye 4 14 no no DT work_55utqx7tjrft5ojtbr67ypjdye 4 15 meaningful meaningful JJ work_55utqx7tjrft5ojtbr67ypjdye 4 16 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 4 17 in in IN work_55utqx7tjrft5ojtbr67ypjdye 4 18 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 4 19 and and CC work_55utqx7tjrft5ojtbr67ypjdye 4 20 co- co- JJ work_55utqx7tjrft5ojtbr67ypjdye 4 21 herence herence NN work_55utqx7tjrft5ojtbr67ypjdye 4 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 4 23 in in IN work_55utqx7tjrft5ojtbr67ypjdye 4 24 fact fact NN work_55utqx7tjrft5ojtbr67ypjdye 4 25 can can MD work_55utqx7tjrft5ojtbr67ypjdye 4 26 degrade degrade VB work_55utqx7tjrft5ojtbr67ypjdye 4 27 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 4 28 stability stability NN work_55utqx7tjrft5ojtbr67ypjdye 4 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 5 1 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 5 2 Introduction introduction NN work_55utqx7tjrft5ojtbr67ypjdye 5 3 Stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 5 4 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 5 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 5 6 popular popular JJ work_55utqx7tjrft5ojtbr67ypjdye 5 7 way way NN work_55utqx7tjrft5ojtbr67ypjdye 5 8 to to TO work_55utqx7tjrft5ojtbr67ypjdye 5 9 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 5 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 5 11 size size NN work_55utqx7tjrft5ojtbr67ypjdye 5 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 5 13 a a DT work_55utqx7tjrft5ojtbr67ypjdye 5 14 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 5 15 in in IN work_55utqx7tjrft5ojtbr67ypjdye 5 16 natural natural JJ work_55utqx7tjrft5ojtbr67ypjdye 5 17 language language NN work_55utqx7tjrft5ojtbr67ypjdye 5 18 tasks task NNS work_55utqx7tjrft5ojtbr67ypjdye 5 19 by by IN work_55utqx7tjrft5ojtbr67ypjdye 5 20 conflating conflate VBG work_55utqx7tjrft5ojtbr67ypjdye 5 21 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 5 22 with with IN work_55utqx7tjrft5ojtbr67ypjdye 5 23 related related JJ work_55utqx7tjrft5ojtbr67ypjdye 5 24 meanings meaning NNS work_55utqx7tjrft5ojtbr67ypjdye 5 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 6 1 Specifically specifically RB work_55utqx7tjrft5ojtbr67ypjdye 6 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 6 3 stem- stem- NNP work_55utqx7tjrft5ojtbr67ypjdye 6 4 ming ming NNP work_55utqx7tjrft5ojtbr67ypjdye 6 5 aims aim VBZ work_55utqx7tjrft5ojtbr67ypjdye 6 6 to to TO work_55utqx7tjrft5ojtbr67ypjdye 6 7 convert convert VB work_55utqx7tjrft5ojtbr67ypjdye 6 8 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 6 9 with with IN work_55utqx7tjrft5ojtbr67ypjdye 6 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 6 11 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 6 12 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 6 13 stem stem NN work_55utqx7tjrft5ojtbr67ypjdye 6 14 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 6 15 or or CC work_55utqx7tjrft5ojtbr67ypjdye 6 16 root root NN work_55utqx7tjrft5ojtbr67ypjdye 6 17 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 6 18 e.g e.g NNP work_55utqx7tjrft5ojtbr67ypjdye 6 19 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 6 20 creative creative JJ work_55utqx7tjrft5ojtbr67ypjdye 6 21 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 6 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 6 23 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 6 24 creator creator NN work_55utqx7tjrft5ojtbr67ypjdye 6 25 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 6 26 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 6 27 to to IN work_55utqx7tjrft5ojtbr67ypjdye 6 28 a a DT work_55utqx7tjrft5ojtbr67ypjdye 6 29 single single JJ work_55utqx7tjrft5ojtbr67ypjdye 6 30 word word NN work_55utqx7tjrft5ojtbr67ypjdye 6 31 type type NN work_55utqx7tjrft5ojtbr67ypjdye 6 32 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 6 33 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 6 34 create create VB work_55utqx7tjrft5ojtbr67ypjdye 6 35 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 6 36 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 6 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 7 1 Though though IN work_55utqx7tjrft5ojtbr67ypjdye 7 2 originally originally RB work_55utqx7tjrft5ojtbr67ypjdye 7 3 developed develop VBN work_55utqx7tjrft5ojtbr67ypjdye 7 4 in in IN work_55utqx7tjrft5ojtbr67ypjdye 7 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 7 6 context context NN work_55utqx7tjrft5ojtbr67ypjdye 7 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 7 8 information information NN work_55utqx7tjrft5ojtbr67ypjdye 7 9 retrieval retrieval NN work_55utqx7tjrft5ojtbr67ypjdye 7 10 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 7 11 IR IR NNP work_55utqx7tjrft5ojtbr67ypjdye 7 12 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 7 13 systems system NNS work_55utqx7tjrft5ojtbr67ypjdye 7 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 7 15 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 7 16 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 7 17 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 7 18 now now RB work_55utqx7tjrft5ojtbr67ypjdye 7 19 commonly commonly RB work_55utqx7tjrft5ojtbr67ypjdye 7 20 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 7 21 as as IN work_55utqx7tjrft5ojtbr67ypjdye 7 22 a a DT work_55utqx7tjrft5ojtbr67ypjdye 7 23 preprocessing preprocesse VBG work_55utqx7tjrft5ojtbr67ypjdye 7 24 step step NN work_55utqx7tjrft5ojtbr67ypjdye 7 25 in in IN work_55utqx7tjrft5ojtbr67ypjdye 7 26 unsupervised unsupervised JJ work_55utqx7tjrft5ojtbr67ypjdye 7 27 machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 7 28 learning learning NN work_55utqx7tjrft5ojtbr67ypjdye 7 29 tasks task NNS work_55utqx7tjrft5ojtbr67ypjdye 7 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 8 1 It -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 8 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 8 3 work work NN work_55utqx7tjrft5ojtbr67ypjdye 8 4 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 8 5 consider consider VBP work_55utqx7tjrft5ojtbr67ypjdye 8 6 one one CD work_55utqx7tjrft5ojtbr67ypjdye 8 7 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 8 8 application application NN work_55utqx7tjrft5ojtbr67ypjdye 8 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 8 10 topic topic NNP work_55utqx7tjrft5ojtbr67ypjdye 8 11 model- model- NNP work_55utqx7tjrft5ojtbr67ypjdye 8 12 ing ing NNP work_55utqx7tjrft5ojtbr67ypjdye 8 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 9 1 Although although IN work_55utqx7tjrft5ojtbr67ypjdye 9 2 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 9 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 9 4 commonly commonly RB work_55utqx7tjrft5ojtbr67ypjdye 9 5 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 9 6 in in IN work_55utqx7tjrft5ojtbr67ypjdye 9 7 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 9 8 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 9 9 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 9 10 Liu Liu NNP work_55utqx7tjrft5ojtbr67ypjdye 9 11 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 9 12 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 9 13 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 9 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 15 2010 2010 CD work_55utqx7tjrft5ojtbr67ypjdye 9 16 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 9 17 Lo Lo NNP work_55utqx7tjrft5ojtbr67ypjdye 9 18 et et FW work_55utqx7tjrft5ojtbr67ypjdye 9 19 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 9 20 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 9 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 22 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 9 23 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 9 24 Nan Nan NNP work_55utqx7tjrft5ojtbr67ypjdye 9 25 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 9 26 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 9 27 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 9 28 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 29 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 9 30 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 9 31 Kamath Kamath NNP work_55utqx7tjrft5ojtbr67ypjdye 9 32 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 9 33 et et FW work_55utqx7tjrft5ojtbr67ypjdye 9 34 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 9 35 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 9 36 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 37 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 9 38 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 9 39 Su Su NNP work_55utqx7tjrft5ojtbr67ypjdye 9 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 41 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 9 42 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 9 43 Jacobi Jacobi NNP work_55utqx7tjrft5ojtbr67ypjdye 9 44 et et FW work_55utqx7tjrft5ojtbr67ypjdye 9 45 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 9 46 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 9 47 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 48 2016 2016 CD work_55utqx7tjrft5ojtbr67ypjdye 9 49 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 9 50 , , , work_55utqx7tjrft5ojtbr67ypjdye 9 51 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 9 52 find find VBP work_55utqx7tjrft5ojtbr67ypjdye 9 53 no no DT work_55utqx7tjrft5ojtbr67ypjdye 9 54 empirical empirical JJ work_55utqx7tjrft5ojtbr67ypjdye 9 55 benefits benefit NNS work_55utqx7tjrft5ojtbr67ypjdye 9 56 for for IN work_55utqx7tjrft5ojtbr67ypjdye 9 57 the the DT work_55utqx7tjrft5ojtbr67ypjdye 9 58 practice practice NN work_55utqx7tjrft5ojtbr67ypjdye 9 59 . . . work_55utqx7tjrft5ojtbr67ypjdye 10 1 One one PRP work_55utqx7tjrft5ojtbr67ypjdye 10 2 could could MD work_55utqx7tjrft5ojtbr67ypjdye 10 3 conjecture conjecture VB work_55utqx7tjrft5ojtbr67ypjdye 10 4 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 10 5 reasons reason NNS work_55utqx7tjrft5ojtbr67ypjdye 10 6 to to TO work_55utqx7tjrft5ojtbr67ypjdye 10 7 stem stem VB work_55utqx7tjrft5ojtbr67ypjdye 10 8 for for IN work_55utqx7tjrft5ojtbr67ypjdye 10 9 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 10 10 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 10 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 11 1 First first RB work_55utqx7tjrft5ojtbr67ypjdye 11 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 11 3 conflating conflate VBG work_55utqx7tjrft5ojtbr67ypjdye 11 4 semanti- semanti- NN work_55utqx7tjrft5ojtbr67ypjdye 11 5 cally cally RB work_55utqx7tjrft5ojtbr67ypjdye 11 6 related relate VBN work_55utqx7tjrft5ojtbr67ypjdye 11 7 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 11 8 into into IN work_55utqx7tjrft5ojtbr67ypjdye 11 9 one one CD work_55utqx7tjrft5ojtbr67ypjdye 11 10 word word NN work_55utqx7tjrft5ojtbr67ypjdye 11 11 type type NN work_55utqx7tjrft5ojtbr67ypjdye 11 12 could could MD work_55utqx7tjrft5ojtbr67ypjdye 11 13 im- im- RB work_55utqx7tjrft5ojtbr67ypjdye 11 14 prove prove VB work_55utqx7tjrft5ojtbr67ypjdye 11 15 model model NN work_55utqx7tjrft5ojtbr67ypjdye 11 16 fit fit JJ work_55utqx7tjrft5ojtbr67ypjdye 11 17 by by IN work_55utqx7tjrft5ojtbr67ypjdye 11 18 intelligently intelligently RB work_55utqx7tjrft5ojtbr67ypjdye 11 19 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 11 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 11 21 space space NN work_55utqx7tjrft5ojtbr67ypjdye 11 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 11 23 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 11 24 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 11 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 12 1 Given give VBN work_55utqx7tjrft5ojtbr67ypjdye 12 2 that that IN work_55utqx7tjrft5ojtbr67ypjdye 12 3 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 12 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 12 5 fea- fea- JJ work_55utqx7tjrft5ojtbr67ypjdye 12 6 ture ture NN work_55utqx7tjrft5ojtbr67ypjdye 12 7 space space NN work_55utqx7tjrft5ojtbr67ypjdye 12 8 randomly randomly RB work_55utqx7tjrft5ojtbr67ypjdye 12 9 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 12 10 already already RB work_55utqx7tjrft5ojtbr67ypjdye 12 11 known know VBN work_55utqx7tjrft5ojtbr67ypjdye 12 12 to to TO work_55utqx7tjrft5ojtbr67ypjdye 12 13 be be VB work_55utqx7tjrft5ojtbr67ypjdye 12 14 poten- poten- NN work_55utqx7tjrft5ojtbr67ypjdye 12 15 tially tially RB work_55utqx7tjrft5ojtbr67ypjdye 12 16 beneficial beneficial JJ work_55utqx7tjrft5ojtbr67ypjdye 12 17 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 12 18 Ganchev Ganchev NNP work_55utqx7tjrft5ojtbr67ypjdye 12 19 and and CC work_55utqx7tjrft5ojtbr67ypjdye 12 20 Dredze Dredze NNP work_55utqx7tjrft5ojtbr67ypjdye 12 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 12 22 2008 2008 CD work_55utqx7tjrft5ojtbr67ypjdye 12 23 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 12 24 , , , work_55utqx7tjrft5ojtbr67ypjdye 12 25 do- do- NNP work_55utqx7tjrft5ojtbr67ypjdye 12 26 ing e VBG work_55utqx7tjrft5ojtbr67ypjdye 12 27 so so RB work_55utqx7tjrft5ojtbr67ypjdye 12 28 in in IN work_55utqx7tjrft5ojtbr67ypjdye 12 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 12 30 semantically semantically RB work_55utqx7tjrft5ojtbr67ypjdye 12 31 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 12 32 inspired inspire VBN work_55utqx7tjrft5ojtbr67ypjdye 12 33 way way NN work_55utqx7tjrft5ojtbr67ypjdye 12 34 might may MD work_55utqx7tjrft5ojtbr67ypjdye 12 35 be be VB work_55utqx7tjrft5ojtbr67ypjdye 12 36 even even RB work_55utqx7tjrft5ojtbr67ypjdye 12 37 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 12 38 . . . work_55utqx7tjrft5ojtbr67ypjdye 13 1 Second second JJ work_55utqx7tjrft5ojtbr67ypjdye 13 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 13 3 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 13 4 could could MD work_55utqx7tjrft5ojtbr67ypjdye 13 5 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 13 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 13 7 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 13 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 13 9 small small JJ work_55utqx7tjrft5ojtbr67ypjdye 13 10 morphological morphological JJ work_55utqx7tjrft5ojtbr67ypjdye 13 11 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 13 12 on on IN work_55utqx7tjrft5ojtbr67ypjdye 13 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 13 14 stability stability NN work_55utqx7tjrft5ojtbr67ypjdye 13 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 13 16 a a DT work_55utqx7tjrft5ojtbr67ypjdye 13 17 learned learn VBN work_55utqx7tjrft5ojtbr67ypjdye 13 18 model model NN work_55utqx7tjrft5ojtbr67ypjdye 13 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 14 1 Reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 14 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 14 3 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 14 4 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 14 5 happy happy JJ work_55utqx7tjrft5ojtbr67ypjdye 14 6 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 14 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 14 8 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 14 9 happily happily RB work_55utqx7tjrft5ojtbr67ypjdye 14 10 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 14 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 14 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 14 13 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 14 14 happier happy JJR work_55utqx7tjrft5ojtbr67ypjdye 14 15 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 14 16 to to IN work_55utqx7tjrft5ojtbr67ypjdye 14 17 one one CD work_55utqx7tjrft5ojtbr67ypjdye 14 18 token token NN work_55utqx7tjrft5ojtbr67ypjdye 14 19 may may MD work_55utqx7tjrft5ojtbr67ypjdye 14 20 result result VB work_55utqx7tjrft5ojtbr67ypjdye 14 21 in in IN work_55utqx7tjrft5ojtbr67ypjdye 14 22 fewer few JJR work_55utqx7tjrft5ojtbr67ypjdye 14 23 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 14 24 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 14 25 with with IN work_55utqx7tjrft5ojtbr67ypjdye 14 26 divergent divergent JJ work_55utqx7tjrft5ojtbr67ypjdye 14 27 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 14 28 happy happy JJ work_55utqx7tjrft5ojtbr67ypjdye 14 29 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 14 30 top- top- NNP work_55utqx7tjrft5ojtbr67ypjdye 14 31 ics ics NNP work_55utqx7tjrft5ojtbr67ypjdye 14 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 15 1 Third third JJ work_55utqx7tjrft5ojtbr67ypjdye 15 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 15 3 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 15 4 approximate approximate VBP work_55utqx7tjrft5ojtbr67ypjdye 15 5 intuitive intuitive JJ work_55utqx7tjrft5ojtbr67ypjdye 15 6 word word NN work_55utqx7tjrft5ojtbr67ypjdye 15 7 equivalence equivalence NN work_55utqx7tjrft5ojtbr67ypjdye 15 8 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 15 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 15 10 so so CC work_55utqx7tjrft5ojtbr67ypjdye 15 11 language language NN work_55utqx7tjrft5ojtbr67ypjdye 15 12 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 15 13 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 15 14 on on IN work_55utqx7tjrft5ojtbr67ypjdye 15 15 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 15 16 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 15 17 inherit inherit NN work_55utqx7tjrft5ojtbr67ypjdye 15 18 that that IN work_55utqx7tjrft5ojtbr67ypjdye 15 19 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 15 20 similarity similarity NN work_55utqx7tjrft5ojtbr67ypjdye 15 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 15 22 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 15 23 may may MD work_55utqx7tjrft5ojtbr67ypjdye 15 24 improve improve VB work_55utqx7tjrft5ojtbr67ypjdye 15 25 interpretability interpretability NN work_55utqx7tjrft5ojtbr67ypjdye 15 26 as as IN work_55utqx7tjrft5ojtbr67ypjdye 15 27 perceived perceive VBN work_55utqx7tjrft5ojtbr67ypjdye 15 28 by by IN work_55utqx7tjrft5ojtbr67ypjdye 15 29 human human JJ work_55utqx7tjrft5ojtbr67ypjdye 15 30 evaluators evaluator NNS work_55utqx7tjrft5ojtbr67ypjdye 15 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 16 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 16 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 16 3 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 16 4 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 16 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 16 6 potential potential NN work_55utqx7tjrft5ojtbr67ypjdye 16 7 to to TO work_55utqx7tjrft5ojtbr67ypjdye 16 8 be be VB work_55utqx7tjrft5ojtbr67ypjdye 16 9 con- con- NN work_55utqx7tjrft5ojtbr67ypjdye 16 10 fusing fuse VBG work_55utqx7tjrft5ojtbr67ypjdye 16 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 16 12 unreliable unreliable JJ work_55utqx7tjrft5ojtbr67ypjdye 16 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 16 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 16 15 possibly possibly RB work_55utqx7tjrft5ojtbr67ypjdye 16 16 even even RB work_55utqx7tjrft5ojtbr67ypjdye 16 17 harmful harmful JJ work_55utqx7tjrft5ojtbr67ypjdye 16 18 in in IN work_55utqx7tjrft5ojtbr67ypjdye 16 19 lan- lan- NN work_55utqx7tjrft5ojtbr67ypjdye 16 20 guage guage NN work_55utqx7tjrft5ojtbr67ypjdye 16 21 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 16 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 17 1 First first RB work_55utqx7tjrft5ojtbr67ypjdye 17 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 17 3 many many JJ work_55utqx7tjrft5ojtbr67ypjdye 17 4 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 17 5 produce produce VBP work_55utqx7tjrft5ojtbr67ypjdye 17 6 terms term NNS work_55utqx7tjrft5ojtbr67ypjdye 17 7 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 17 8 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 17 9 not not RB work_55utqx7tjrft5ojtbr67ypjdye 17 10 recognizable recognizable JJ work_55utqx7tjrft5ojtbr67ypjdye 17 11 English english JJ work_55utqx7tjrft5ojtbr67ypjdye 17 12 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 17 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 17 14 may may MD work_55utqx7tjrft5ojtbr67ypjdye 17 15 be be VB work_55utqx7tjrft5ojtbr67ypjdye 17 16 difficult difficult JJ work_55utqx7tjrft5ojtbr67ypjdye 17 17 to to TO work_55utqx7tjrft5ojtbr67ypjdye 17 18 map map VB work_55utqx7tjrft5ojtbr67ypjdye 17 19 back back RB work_55utqx7tjrft5ojtbr67ypjdye 17 20 to to IN work_55utqx7tjrft5ojtbr67ypjdye 17 21 a a DT work_55utqx7tjrft5ojtbr67ypjdye 17 22 valid valid JJ work_55utqx7tjrft5ojtbr67ypjdye 17 23 original original JJ work_55utqx7tjrft5ojtbr67ypjdye 17 24 word word NN work_55utqx7tjrft5ojtbr67ypjdye 17 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 17 26 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 17 27 as as IN work_55utqx7tjrft5ojtbr67ypjdye 17 28 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 17 29 stai stai NNP work_55utqx7tjrft5ojtbr67ypjdye 17 30 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 17 31 as as IN work_55utqx7tjrft5ojtbr67ypjdye 17 32 the the DT work_55utqx7tjrft5ojtbr67ypjdye 17 33 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 17 34 stem stem NN work_55utqx7tjrft5ojtbr67ypjdye 17 35 of of IN work_55utqx7tjrft5ojtbr67ypjdye 17 36 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 17 37 stay stay VB work_55utqx7tjrft5ojtbr67ypjdye 17 38 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 17 39 . . . work_55utqx7tjrft5ojtbr67ypjdye 18 1 Sec- Sec- NNP work_55utqx7tjrft5ojtbr67ypjdye 18 2 ond ond NN work_55utqx7tjrft5ojtbr67ypjdye 18 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 18 4 although although IN work_55utqx7tjrft5ojtbr67ypjdye 18 5 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 18 6 aids aids NNP work_55utqx7tjrft5ojtbr67ypjdye 18 7 document document NN work_55utqx7tjrft5ojtbr67ypjdye 18 8 retrieval retrieval NN work_55utqx7tjrft5ojtbr67ypjdye 18 9 for for IN work_55utqx7tjrft5ojtbr67ypjdye 18 10 many many JJ work_55utqx7tjrft5ojtbr67ypjdye 18 11 languages language NNS work_55utqx7tjrft5ojtbr67ypjdye 18 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 18 13 English English NNP work_55utqx7tjrft5ojtbr67ypjdye 18 14 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 18 15 a a DT work_55utqx7tjrft5ojtbr67ypjdye 18 16 notorious notorious JJ work_55utqx7tjrft5ojtbr67ypjdye 18 17 exception exception NN work_55utqx7tjrft5ojtbr67ypjdye 18 18 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 18 19 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 18 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 18 21 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 18 22 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 18 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 19 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 19 2 English English NNP work_55utqx7tjrft5ojtbr67ypjdye 19 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 19 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 19 5 complexity complexity NN work_55utqx7tjrft5ojtbr67ypjdye 19 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 19 7 compound compound NN work_55utqx7tjrft5ojtbr67ypjdye 19 8 affixes affix NNS work_55utqx7tjrft5ojtbr67ypjdye 19 9 with with IN work_55utqx7tjrft5ojtbr67ypjdye 19 10 meaning meaning NN work_55utqx7tjrft5ojtbr67ypjdye 19 11 can can MD work_55utqx7tjrft5ojtbr67ypjdye 19 12 lead lead VB work_55utqx7tjrft5ojtbr67ypjdye 19 13 to to IN work_55utqx7tjrft5ojtbr67ypjdye 19 14 over- over- NN work_55utqx7tjrft5ojtbr67ypjdye 19 15 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 19 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 19 17 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 19 18 as as IN work_55utqx7tjrft5ojtbr67ypjdye 19 19 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 19 20 recondition recondition NN work_55utqx7tjrft5ojtbr67ypjdye 19 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 19 22 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 19 23 a a DT work_55utqx7tjrft5ojtbr67ypjdye 19 24 word word NN work_55utqx7tjrft5ojtbr67ypjdye 19 25 sharing share VBG work_55utqx7tjrft5ojtbr67ypjdye 19 26 a a DT work_55utqx7tjrft5ojtbr67ypjdye 19 27 stem stem NN work_55utqx7tjrft5ojtbr67ypjdye 19 28 but but CC work_55utqx7tjrft5ojtbr67ypjdye 19 29 not not RB work_55utqx7tjrft5ojtbr67ypjdye 19 30 a a DT work_55utqx7tjrft5ojtbr67ypjdye 19 31 root root NN work_55utqx7tjrft5ojtbr67ypjdye 19 32 meaning meaning NN work_55utqx7tjrft5ojtbr67ypjdye 19 33 with with IN work_55utqx7tjrft5ojtbr67ypjdye 19 34 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 19 35 recondite recondite NN work_55utqx7tjrft5ojtbr67ypjdye 19 36 . . . work_55utqx7tjrft5ojtbr67ypjdye 19 37 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 19 38 These these DT work_55utqx7tjrft5ojtbr67ypjdye 19 39 complexities complexity NNS work_55utqx7tjrft5ojtbr67ypjdye 19 40 can can MD work_55utqx7tjrft5ojtbr67ypjdye 19 41 also also RB work_55utqx7tjrft5ojtbr67ypjdye 19 42 lead lead VB work_55utqx7tjrft5ojtbr67ypjdye 19 43 to to IN work_55utqx7tjrft5ojtbr67ypjdye 19 44 the the DT work_55utqx7tjrft5ojtbr67ypjdye 19 45 incorrect incorrect JJ work_55utqx7tjrft5ojtbr67ypjdye 19 46 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 19 47 of of IN work_55utqx7tjrft5ojtbr67ypjdye 19 48 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 19 49 with with IN work_55utqx7tjrft5ojtbr67ypjdye 19 50 the the DT work_55utqx7tjrft5ojtbr67ypjdye 19 51 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 19 52 root root NN work_55utqx7tjrft5ojtbr67ypjdye 19 53 but but CC work_55utqx7tjrft5ojtbr67ypjdye 19 54 divergent divergent JJ work_55utqx7tjrft5ojtbr67ypjdye 19 55 meaning meaning NN work_55utqx7tjrft5ojtbr67ypjdye 19 56 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 19 57 as as IN work_55utqx7tjrft5ojtbr67ypjdye 19 58 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 19 59 absolutely absolutely RB work_55utqx7tjrft5ojtbr67ypjdye 19 60 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 19 61 and and CC work_55utqx7tjrft5ojtbr67ypjdye 19 62 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 19 63 absolution absolution NN work_55utqx7tjrft5ojtbr67ypjdye 19 64 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 19 65 . . . work_55utqx7tjrft5ojtbr67ypjdye 20 1 Third third JJ work_55utqx7tjrft5ojtbr67ypjdye 20 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 20 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 20 4 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 20 5 troubling troubling JJ work_55utqx7tjrft5ojtbr67ypjdye 20 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 20 7 there there EX work_55utqx7tjrft5ojtbr67ypjdye 20 8 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 20 9 cases case NNS work_55utqx7tjrft5ojtbr67ypjdye 20 10 in in IN work_55utqx7tjrft5ojtbr67ypjdye 20 11 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 20 12 morpholog- morpholog- JJ work_55utqx7tjrft5ojtbr67ypjdye 20 13 ical ical JJ work_55utqx7tjrft5ojtbr67ypjdye 20 14 variants variant NNS work_55utqx7tjrft5ojtbr67ypjdye 20 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 20 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 20 17 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 20 18 stem stem NN work_55utqx7tjrft5ojtbr67ypjdye 20 19 carry carry VBP work_55utqx7tjrft5ojtbr67ypjdye 20 20 significantly significantly RB work_55utqx7tjrft5ojtbr67ypjdye 20 21 dif- dif- CC work_55utqx7tjrft5ojtbr67ypjdye 20 22 ferent ferent JJ work_55utqx7tjrft5ojtbr67ypjdye 20 23 meanings meaning NNS work_55utqx7tjrft5ojtbr67ypjdye 20 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 21 1 Conflating conflate VBG work_55utqx7tjrft5ojtbr67ypjdye 21 2 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 21 3 apple apple NN work_55utqx7tjrft5ojtbr67ypjdye 21 4 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 21 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 21 6 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 21 7 apples apple NNS work_55utqx7tjrft5ojtbr67ypjdye 21 8 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 21 9 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 21 10 uncontroversial uncontroversial JJ work_55utqx7tjrft5ojtbr67ypjdye 21 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 21 12 but but CC work_55utqx7tjrft5ojtbr67ypjdye 21 13 loses lose VBZ work_55utqx7tjrft5ojtbr67ypjdye 21 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 21 15 distinction distinction NN work_55utqx7tjrft5ojtbr67ypjdye 21 16 between between IN work_55utqx7tjrft5ojtbr67ypjdye 21 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 21 18 device device NN work_55utqx7tjrft5ojtbr67ypjdye 21 19 manufacturer manufacturer NN work_55utqx7tjrft5ojtbr67ypjdye 21 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 21 21 a a DT work_55utqx7tjrft5ojtbr67ypjdye 21 22 type type NN work_55utqx7tjrft5ojtbr67ypjdye 21 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 21 24 fruit fruit NN work_55utqx7tjrft5ojtbr67ypjdye 21 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 22 1 287 287 CD work_55utqx7tjrft5ojtbr67ypjdye 22 2 Transactions transaction NNS work_55utqx7tjrft5ojtbr67ypjdye 22 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 22 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 22 5 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 22 6 for for IN work_55utqx7tjrft5ojtbr67ypjdye 22 7 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 22 8 Linguistics Linguistics NNP work_55utqx7tjrft5ojtbr67ypjdye 22 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 22 10 vol vol NNP work_55utqx7tjrft5ojtbr67ypjdye 22 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 23 1 4 4 LS work_55utqx7tjrft5ojtbr67ypjdye 23 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 23 3 pp pp NNP work_55utqx7tjrft5ojtbr67ypjdye 23 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 24 1 287–300 287–300 CD work_55utqx7tjrft5ojtbr67ypjdye 24 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 24 3 2016 2016 CD work_55utqx7tjrft5ojtbr67ypjdye 24 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 25 1 Action Action NNP work_55utqx7tjrft5ojtbr67ypjdye 25 2 Editor Editor NNP work_55utqx7tjrft5ojtbr67ypjdye 25 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 25 4 Hal Hal NNP work_55utqx7tjrft5ojtbr67ypjdye 25 5 Daume Daume NNP work_55utqx7tjrft5ojtbr67ypjdye 25 6 III III NNP work_55utqx7tjrft5ojtbr67ypjdye 25 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 26 1 Submission submission NN work_55utqx7tjrft5ojtbr67ypjdye 26 2 batch batch NN work_55utqx7tjrft5ojtbr67ypjdye 26 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 26 4 2/2016 2/2016 CD work_55utqx7tjrft5ojtbr67ypjdye 26 5 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 26 6 Published publish VBN work_55utqx7tjrft5ojtbr67ypjdye 26 7 7/2016 7/2016 CD work_55utqx7tjrft5ojtbr67ypjdye 26 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 27 1 c c NNP work_55utqx7tjrft5ojtbr67ypjdye 27 2 © © NNP work_55utqx7tjrft5ojtbr67ypjdye 27 3 2016 2016 CD work_55utqx7tjrft5ojtbr67ypjdye 27 4 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 27 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 27 6 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 27 7 Linguistics Linguistics NNP work_55utqx7tjrft5ojtbr67ypjdye 27 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 28 1 Distributed distribute VBN work_55utqx7tjrft5ojtbr67ypjdye 28 2 under under IN work_55utqx7tjrft5ojtbr67ypjdye 28 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 28 4 CC cc NN work_55utqx7tjrft5ojtbr67ypjdye 28 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 28 6 BY BY NNP work_55utqx7tjrft5ojtbr67ypjdye 28 7 4.0 4.0 CD work_55utqx7tjrft5ojtbr67ypjdye 28 8 license license NN work_55utqx7tjrft5ojtbr67ypjdye 28 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 29 1 Topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 29 2 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 29 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 29 4 sensitive sensitive JJ work_55utqx7tjrft5ojtbr67ypjdye 29 5 to to IN work_55utqx7tjrft5ojtbr67ypjdye 29 6 preprocessing preprocesse VBG work_55utqx7tjrft5ojtbr67ypjdye 29 7 be- be- XX work_55utqx7tjrft5ojtbr67ypjdye 29 8 cause cause NN work_55utqx7tjrft5ojtbr67ypjdye 29 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 29 10 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 29 11 dependence dependence NN work_55utqx7tjrft5ojtbr67ypjdye 29 12 on on IN work_55utqx7tjrft5ojtbr67ypjdye 29 13 a a DT work_55utqx7tjrft5ojtbr67ypjdye 29 14 sparse sparse JJ work_55utqx7tjrft5ojtbr67ypjdye 29 15 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 29 16 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 29 17 Jockers Jockers NNPS work_55utqx7tjrft5ojtbr67ypjdye 29 18 and and CC work_55utqx7tjrft5ojtbr67ypjdye 29 19 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 29 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 29 21 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 29 22 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 29 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 30 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 30 2 practice practice NN work_55utqx7tjrft5ojtbr67ypjdye 30 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 30 4 however however RB work_55utqx7tjrft5ojtbr67ypjdye 30 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 30 6 preprocessing preprocesse VBG work_55utqx7tjrft5ojtbr67ypjdye 30 7 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 30 8 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 30 9 typically typically RB work_55utqx7tjrft5ojtbr67ypjdye 30 10 neither neither CC work_55utqx7tjrft5ojtbr67ypjdye 30 11 detailed detail VBN work_55utqx7tjrft5ojtbr67ypjdye 30 12 nor nor CC work_55utqx7tjrft5ojtbr67ypjdye 30 13 justified justified JJ work_55utqx7tjrft5ojtbr67ypjdye 30 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 30 15 leading lead VBG work_55utqx7tjrft5ojtbr67ypjdye 30 16 to to IN work_55utqx7tjrft5ojtbr67ypjdye 30 17 problems problem NNS work_55utqx7tjrft5ojtbr67ypjdye 30 18 in in IN work_55utqx7tjrft5ojtbr67ypjdye 30 19 reproducibility reproducibility NN work_55utqx7tjrft5ojtbr67ypjdye 30 20 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 30 21 Fokkens Fokkens NNP work_55utqx7tjrft5ojtbr67ypjdye 30 22 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 30 23 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 30 24 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 30 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 30 26 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 30 27 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 30 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 31 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 31 2 believe believe VBP work_55utqx7tjrft5ojtbr67ypjdye 31 3 investigating investigate VBG work_55utqx7tjrft5ojtbr67ypjdye 31 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 31 5 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 31 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 31 7 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 31 8 will will MD work_55utqx7tjrft5ojtbr67ypjdye 31 9 inform inform VB work_55utqx7tjrft5ojtbr67ypjdye 31 10 researchers researcher NNS work_55utqx7tjrft5ojtbr67ypjdye 31 11 outside outside IN work_55utqx7tjrft5ojtbr67ypjdye 31 12 the the DT work_55utqx7tjrft5ojtbr67ypjdye 31 13 core core JJ work_55utqx7tjrft5ojtbr67ypjdye 31 14 natural natural JJ work_55utqx7tjrft5ojtbr67ypjdye 31 15 language language NN work_55utqx7tjrft5ojtbr67ypjdye 31 16 processing processing NN work_55utqx7tjrft5ojtbr67ypjdye 31 17 community community NN work_55utqx7tjrft5ojtbr67ypjdye 31 18 as as IN work_55utqx7tjrft5ojtbr67ypjdye 31 19 to to IN work_55utqx7tjrft5ojtbr67ypjdye 31 20 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 31 21 to to TO work_55utqx7tjrft5ojtbr67ypjdye 31 22 best good JJS work_55utqx7tjrft5ojtbr67ypjdye 31 23 preprocess preprocess VB work_55utqx7tjrft5ojtbr67ypjdye 31 24 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 31 25 texts text NNS work_55utqx7tjrft5ojtbr67ypjdye 31 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 32 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 32 2 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 32 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 32 4 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 32 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 32 6 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 32 7 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 32 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 32 9 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 32 10 know know VBP work_55utqx7tjrft5ojtbr67ypjdye 32 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 32 12 no no DT work_55utqx7tjrft5ojtbr67ypjdye 32 13 analysis analysis NN work_55utqx7tjrft5ojtbr67ypjdye 32 14 focused focus VBN work_55utqx7tjrft5ojtbr67ypjdye 32 15 on on IN work_55utqx7tjrft5ojtbr67ypjdye 32 16 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 32 17 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 32 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 33 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 33 2 draw draw VBP work_55utqx7tjrft5ojtbr67ypjdye 33 3 inspiration inspiration NN work_55utqx7tjrft5ojtbr67ypjdye 33 4 from from IN work_55utqx7tjrft5ojtbr67ypjdye 33 5 prior prior JJ work_55utqx7tjrft5ojtbr67ypjdye 33 6 studies study NNS work_55utqx7tjrft5ojtbr67ypjdye 33 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 33 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 33 9 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 33 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 33 11 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 33 12 for for IN work_55utqx7tjrft5ojtbr67ypjdye 33 13 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 33 14 tasks task NNS work_55utqx7tjrft5ojtbr67ypjdye 33 15 and and CC work_55utqx7tjrft5ojtbr67ypjdye 33 16 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 33 17 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 33 18 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 33 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 33 20 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 33 21 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 33 22 Han Han NNP work_55utqx7tjrft5ojtbr67ypjdye 33 23 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 33 24 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 33 25 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 33 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 33 27 2012 2012 CD work_55utqx7tjrft5ojtbr67ypjdye 33 28 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 33 29 Jivani Jivani NNP work_55utqx7tjrft5ojtbr67ypjdye 33 30 , , , work_55utqx7tjrft5ojtbr67ypjdye 33 31 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 33 32 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 33 33 Rani Rani NNP work_55utqx7tjrft5ojtbr67ypjdye 33 34 et et FW work_55utqx7tjrft5ojtbr67ypjdye 33 35 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 33 36 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 33 37 , , , work_55utqx7tjrft5ojtbr67ypjdye 33 38 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 33 39 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 33 40 to to TO work_55utqx7tjrft5ojtbr67ypjdye 33 41 apply apply VB work_55utqx7tjrft5ojtbr67ypjdye 33 42 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 33 43 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 33 44 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 33 45 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 33 46 to to IN work_55utqx7tjrft5ojtbr67ypjdye 33 47 a a DT work_55utqx7tjrft5ojtbr67ypjdye 33 48 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 33 49 of of IN work_55utqx7tjrft5ojtbr67ypjdye 33 50 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 33 51 to to TO work_55utqx7tjrft5ojtbr67ypjdye 33 52 test test VB work_55utqx7tjrft5ojtbr67ypjdye 33 53 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 33 54 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 33 55 on on IN work_55utqx7tjrft5ojtbr67ypjdye 33 56 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 33 57 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 33 58 . . . work_55utqx7tjrft5ojtbr67ypjdye 34 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 34 2 evaluate evaluate VBP work_55utqx7tjrft5ojtbr67ypjdye 34 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 34 4 quantitative quantitative JJ work_55utqx7tjrft5ojtbr67ypjdye 34 5 fit fit NN work_55utqx7tjrft5ojtbr67ypjdye 34 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 34 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 34 8 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 34 9 generated generate VBN work_55utqx7tjrft5ojtbr67ypjdye 34 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 34 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 34 12 qualitative qualitative JJ work_55utqx7tjrft5ojtbr67ypjdye 34 13 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 34 14 between between IN work_55utqx7tjrft5ojtbr67ypjdye 34 15 differently- differently- NNP work_55utqx7tjrft5ojtbr67ypjdye 34 16 stemmed stem VBD work_55utqx7tjrft5ojtbr67ypjdye 34 17 corpora corpora NNP work_55utqx7tjrft5ojtbr67ypjdye 34 18 to to TO work_55utqx7tjrft5ojtbr67ypjdye 34 19 investigate investigate VB work_55utqx7tjrft5ojtbr67ypjdye 34 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 34 21 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 34 22 each each DT work_55utqx7tjrft5ojtbr67ypjdye 34 23 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 34 24 has have VBZ work_55utqx7tjrft5ojtbr67ypjdye 34 25 on on IN work_55utqx7tjrft5ojtbr67ypjdye 34 26 a a DT work_55utqx7tjrft5ojtbr67ypjdye 34 27 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 34 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 35 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 35 2 hope hope VBP work_55utqx7tjrft5ojtbr67ypjdye 35 3 that that IN work_55utqx7tjrft5ojtbr67ypjdye 35 4 these these DT work_55utqx7tjrft5ojtbr67ypjdye 35 5 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 35 6 help help VBP work_55utqx7tjrft5ojtbr67ypjdye 35 7 guide guide VB work_55utqx7tjrft5ojtbr67ypjdye 35 8 future future JJ work_55utqx7tjrft5ojtbr67ypjdye 35 9 researchers researcher NNS work_55utqx7tjrft5ojtbr67ypjdye 35 10 as as IN work_55utqx7tjrft5ojtbr67ypjdye 35 11 to to IN work_55utqx7tjrft5ojtbr67ypjdye 35 12 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 35 13 to to TO work_55utqx7tjrft5ojtbr67ypjdye 35 14 select select VB work_55utqx7tjrft5ojtbr67ypjdye 35 15 and and CC work_55utqx7tjrft5ojtbr67ypjdye 35 16 evaluate evaluate VB work_55utqx7tjrft5ojtbr67ypjdye 35 17 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 35 18 for for IN work_55utqx7tjrft5ojtbr67ypjdye 35 19 a a DT work_55utqx7tjrft5ojtbr67ypjdye 35 20 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 35 21 task task NN work_55utqx7tjrft5ojtbr67ypjdye 35 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 35 23 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 35 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 36 1 2 2 LS work_55utqx7tjrft5ojtbr67ypjdye 36 2 Background Background NNP work_55utqx7tjrft5ojtbr67ypjdye 36 3 In in IN work_55utqx7tjrft5ojtbr67ypjdye 36 4 this this DT work_55utqx7tjrft5ojtbr67ypjdye 36 5 work work NN work_55utqx7tjrft5ojtbr67ypjdye 36 6 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 36 7 consider consider VBP work_55utqx7tjrft5ojtbr67ypjdye 36 8 two two CD work_55utqx7tjrft5ojtbr67ypjdye 36 9 categories category NNS work_55utqx7tjrft5ojtbr67ypjdye 36 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 36 11 word word NN work_55utqx7tjrft5ojtbr67ypjdye 36 12 nor- nor- NN work_55utqx7tjrft5ojtbr67ypjdye 36 13 malization1 malization1 NNP work_55utqx7tjrft5ojtbr67ypjdye 36 14 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 36 15 : : : work_55utqx7tjrft5ojtbr67ypjdye 36 16 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 36 17 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 36 18 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 36 19 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 36 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 36 21 or or CC work_55utqx7tjrft5ojtbr67ypjdye 36 22 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 36 23 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 36 24 primarily primarily RB work_55utqx7tjrft5ojtbr67ypjdye 36 25 reliant reliant JJ work_55utqx7tjrft5ojtbr67ypjdye 36 26 on on IN work_55utqx7tjrft5ojtbr67ypjdye 36 27 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 36 28 converting convert VBG work_55utqx7tjrft5ojtbr67ypjdye 36 29 one one CD work_55utqx7tjrft5ojtbr67ypjdye 36 30 af- af- JJ work_55utqx7tjrft5ojtbr67ypjdye 36 31 fix fix NN work_55utqx7tjrft5ojtbr67ypjdye 36 32 to to IN work_55utqx7tjrft5ojtbr67ypjdye 36 33 another another DT work_55utqx7tjrft5ojtbr67ypjdye 36 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 36 35 and and CC work_55utqx7tjrft5ojtbr67ypjdye 36 36 context context NN work_55utqx7tjrft5ojtbr67ypjdye 36 37 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 36 38 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 36 39 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 36 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 36 41 or or CC work_55utqx7tjrft5ojtbr67ypjdye 36 42 strate- strate- NN work_55utqx7tjrft5ojtbr67ypjdye 36 43 gies gy NNS work_55utqx7tjrft5ojtbr67ypjdye 36 44 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 36 45 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 36 46 dictionaries dictionary NNS work_55utqx7tjrft5ojtbr67ypjdye 36 47 and and CC work_55utqx7tjrft5ojtbr67ypjdye 36 48 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 36 49 contextual contextual JJ work_55utqx7tjrft5ojtbr67ypjdye 36 50 , , , work_55utqx7tjrft5ojtbr67ypjdye 36 51 in- in- JJ work_55utqx7tjrft5ojtbr67ypjdye 36 52 flectional flectional NN work_55utqx7tjrft5ojtbr67ypjdye 36 53 , , , work_55utqx7tjrft5ojtbr67ypjdye 36 54 and and CC work_55utqx7tjrft5ojtbr67ypjdye 36 55 derivational derivational JJ work_55utqx7tjrft5ojtbr67ypjdye 36 56 information information NN work_55utqx7tjrft5ojtbr67ypjdye 36 57 to to TO work_55utqx7tjrft5ojtbr67ypjdye 36 58 infer infer VB work_55utqx7tjrft5ojtbr67ypjdye 36 59 the the DT work_55utqx7tjrft5ojtbr67ypjdye 36 60 correct correct JJ work_55utqx7tjrft5ojtbr67ypjdye 36 61 word word NN work_55utqx7tjrft5ojtbr67ypjdye 36 62 root root NN work_55utqx7tjrft5ojtbr67ypjdye 36 63 Jivani Jivani NNP work_55utqx7tjrft5ojtbr67ypjdye 36 64 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 36 65 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 36 66 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 36 67 . . . work_55utqx7tjrft5ojtbr67ypjdye 37 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 37 2 omit omit VBP work_55utqx7tjrft5ojtbr67ypjdye 37 3 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 37 4 language language NN work_55utqx7tjrft5ojtbr67ypjdye 37 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 37 6 independent independent JJ work_55utqx7tjrft5ojtbr67ypjdye 37 7 strategies strategy NNS work_55utqx7tjrft5ojtbr67ypjdye 37 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 37 9 text text NN work_55utqx7tjrft5ojtbr67ypjdye 37 10 normaliza- normaliza- NNP work_55utqx7tjrft5ojtbr67ypjdye 37 11 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 37 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 37 13 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 37 14 those those DT work_55utqx7tjrft5ojtbr67ypjdye 37 15 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 37 16 Markov Markov NNP work_55utqx7tjrft5ojtbr67ypjdye 37 17 chains chain NNS work_55utqx7tjrft5ojtbr67ypjdye 37 18 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 37 19 Melucci Melucci NNP work_55utqx7tjrft5ojtbr67ypjdye 37 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 37 21 Orio Orio NNP work_55utqx7tjrft5ojtbr67ypjdye 37 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 37 23 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 37 24 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 37 25 and and CC work_55utqx7tjrft5ojtbr67ypjdye 37 26 clustering cluster VBG work_55utqx7tjrft5ojtbr67ypjdye 37 27 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 37 28 Majumder Majumder NNP work_55utqx7tjrft5ojtbr67ypjdye 37 29 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 37 30 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 37 31 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 37 32 , , , work_55utqx7tjrft5ojtbr67ypjdye 37 33 2007 2007 CD work_55utqx7tjrft5ojtbr67ypjdye 37 34 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 37 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 38 1 These these DT work_55utqx7tjrft5ojtbr67ypjdye 38 2 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 38 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 38 4 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 38 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 38 6 specific specific JJ work_55utqx7tjrft5ojtbr67ypjdye 38 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 38 8 error- error- XX work_55utqx7tjrft5ojtbr67ypjdye 38 9 prone prone JJ work_55utqx7tjrft5ojtbr67ypjdye 38 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 38 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 38 12 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 38 13 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 38 14 not not RB work_55utqx7tjrft5ojtbr67ypjdye 38 15 observed observe VBN work_55utqx7tjrft5ojtbr67ypjdye 38 16 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 38 17 use use NN work_55utqx7tjrft5ojtbr67ypjdye 38 18 in in IN work_55utqx7tjrft5ojtbr67ypjdye 38 19 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 38 20 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 38 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 39 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 39 2 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 39 3 evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 39 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 39 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 39 6 consider consider VBP work_55utqx7tjrft5ojtbr67ypjdye 39 7 nine nine CD work_55utqx7tjrft5ojtbr67ypjdye 39 8 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 39 9 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 39 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 39 11 word word NN work_55utqx7tjrft5ojtbr67ypjdye 39 12 normalization normalization NN work_55utqx7tjrft5ojtbr67ypjdye 39 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 39 14 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 39 15 below below RP work_55utqx7tjrft5ojtbr67ypjdye 39 16 with with IN work_55utqx7tjrft5ojtbr67ypjdye 39 17 two two CD work_55utqx7tjrft5ojtbr67ypjdye 39 18 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 39 19 letter letter NN work_55utqx7tjrft5ojtbr67ypjdye 39 20 labels label NNS work_55utqx7tjrft5ojtbr67ypjdye 39 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 40 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 40 2 addition addition NN work_55utqx7tjrft5ojtbr67ypjdye 40 3 to to IN work_55utqx7tjrft5ojtbr67ypjdye 40 4 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 40 5 popu- popu- XX work_55utqx7tjrft5ojtbr67ypjdye 40 6 lar lar NNP work_55utqx7tjrft5ojtbr67ypjdye 40 7 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 40 8 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 40 9 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 40 10 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 40 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 40 12 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 40 13 choose choose VBP work_55utqx7tjrft5ojtbr67ypjdye 40 14 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 40 15 sim- sim- NNP work_55utqx7tjrft5ojtbr67ypjdye 40 16 ple ple NN work_55utqx7tjrft5ojtbr67ypjdye 40 17 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 40 18 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 40 19 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 40 20 stronger strong JJR work_55utqx7tjrft5ojtbr67ypjdye 40 21 and and CC work_55utqx7tjrft5ojtbr67ypjdye 40 22 weaker weak JJR work_55utqx7tjrft5ojtbr67ypjdye 40 23 than than IN work_55utqx7tjrft5ojtbr67ypjdye 40 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 40 25 named name VBN work_55utqx7tjrft5ojtbr67ypjdye 40 26 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 40 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 40 28 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 40 29 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 40 30 refers refer VBZ work_55utqx7tjrft5ojtbr67ypjdye 40 31 to to IN work_55utqx7tjrft5ojtbr67ypjdye 40 32 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 40 33 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 40 34 the the DT work_55utqx7tjrft5ojtbr67ypjdye 40 35 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 40 36 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 40 37 reduced reduce VBN work_55utqx7tjrft5ojtbr67ypjdye 40 38 . . . work_55utqx7tjrft5ojtbr67ypjdye 41 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 41 2 will will MD work_55utqx7tjrft5ojtbr67ypjdye 41 3 sometimes sometimes RB work_55utqx7tjrft5ojtbr67ypjdye 41 4 use use VB work_55utqx7tjrft5ojtbr67ypjdye 41 5 1Other 1other CD work_55utqx7tjrft5ojtbr67ypjdye 41 6 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 41 7 for for IN work_55utqx7tjrft5ojtbr67ypjdye 41 8 word word NN work_55utqx7tjrft5ojtbr67ypjdye 41 9 normalization normalization NN work_55utqx7tjrft5ojtbr67ypjdye 41 10 include include VBP work_55utqx7tjrft5ojtbr67ypjdye 41 11 case case NN work_55utqx7tjrft5ojtbr67ypjdye 41 12 folding fold VBG work_55utqx7tjrft5ojtbr67ypjdye 41 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 41 14 replacing replace VBG work_55utqx7tjrft5ojtbr67ypjdye 41 15 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 41 16 of of IN work_55utqx7tjrft5ojtbr67ypjdye 41 17 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 41 18 with with IN work_55utqx7tjrft5ojtbr67ypjdye 41 19 a a DT work_55utqx7tjrft5ojtbr67ypjdye 41 20 constant constant NN work_55utqx7tjrft5ojtbr67ypjdye 41 21 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 41 22 e.g. e.g. RB work_55utqx7tjrft5ojtbr67ypjdye 42 1 NUMBER number NN work_55utqx7tjrft5ojtbr67ypjdye 42 2 for for IN work_55utqx7tjrft5ojtbr67ypjdye 42 3 numerals numeral NNS work_55utqx7tjrft5ojtbr67ypjdye 42 4 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 42 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 43 1 the the DT work_55utqx7tjrft5ojtbr67ypjdye 43 2 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 43 3 general general JJ work_55utqx7tjrft5ojtbr67ypjdye 43 4 term term NN work_55utqx7tjrft5ojtbr67ypjdye 43 5 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 43 6 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 43 7 or or CC work_55utqx7tjrft5ojtbr67ypjdye 43 8 sim- sim- NN work_55utqx7tjrft5ojtbr67ypjdye 43 9 ply ply UH work_55utqx7tjrft5ojtbr67ypjdye 43 10 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 43 11 to to TO work_55utqx7tjrft5ojtbr67ypjdye 43 12 refer refer VB work_55utqx7tjrft5ojtbr67ypjdye 43 13 to to IN work_55utqx7tjrft5ojtbr67ypjdye 43 14 these these DT work_55utqx7tjrft5ojtbr67ypjdye 43 15 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 43 16 with with IN work_55utqx7tjrft5ojtbr67ypjdye 43 17 respect respect NN work_55utqx7tjrft5ojtbr67ypjdye 43 18 to to IN work_55utqx7tjrft5ojtbr67ypjdye 43 19 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 43 20 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 43 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 44 1 These these DT work_55utqx7tjrft5ojtbr67ypjdye 44 2 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 44 3 compared compare VBN work_55utqx7tjrft5ojtbr67ypjdye 44 4 to to IN work_55utqx7tjrft5ojtbr67ypjdye 44 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 44 6 control control NN work_55utqx7tjrft5ojtbr67ypjdye 44 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 44 8 no no DT work_55utqx7tjrft5ojtbr67ypjdye 44 9 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 44 10 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 44 11 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 44 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 44 13 NS NS NNP work_55utqx7tjrft5ojtbr67ypjdye 44 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 45 1 2.1 2.1 CD work_55utqx7tjrft5ojtbr67ypjdye 45 2 Rule Rule NNP work_55utqx7tjrft5ojtbr67ypjdye 45 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 45 4 Based base VBN work_55utqx7tjrft5ojtbr67ypjdye 45 5 Treatments Treatments NNPS work_55utqx7tjrft5ojtbr67ypjdye 45 6 The the DT work_55utqx7tjrft5ojtbr67ypjdye 45 7 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 45 8 category category NN work_55utqx7tjrft5ojtbr67ypjdye 45 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 45 10 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 45 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 45 12 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 45 13 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 45 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 45 15 includes include VBZ work_55utqx7tjrft5ojtbr67ypjdye 45 16 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 45 17 primarily primarily RB work_55utqx7tjrft5ojtbr67ypjdye 45 18 governed govern VBN work_55utqx7tjrft5ojtbr67ypjdye 45 19 by by IN work_55utqx7tjrft5ojtbr67ypjdye 45 20 a a DT work_55utqx7tjrft5ojtbr67ypjdye 45 21 set set NN work_55utqx7tjrft5ojtbr67ypjdye 45 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 45 23 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 45 24 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 45 25 convert convert VBP work_55utqx7tjrft5ojtbr67ypjdye 45 26 one one CD work_55utqx7tjrft5ojtbr67ypjdye 45 27 affix affix NN work_55utqx7tjrft5ojtbr67ypjdye 45 28 to to IN work_55utqx7tjrft5ojtbr67ypjdye 45 29 another another DT work_55utqx7tjrft5ojtbr67ypjdye 45 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 46 1 Most Most JJS work_55utqx7tjrft5ojtbr67ypjdye 46 2 classic classic JJ work_55utqx7tjrft5ojtbr67ypjdye 46 3 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 46 4 fit fit VBP work_55utqx7tjrft5ojtbr67ypjdye 46 5 into into IN work_55utqx7tjrft5ojtbr67ypjdye 46 6 this this DT work_55utqx7tjrft5ojtbr67ypjdye 46 7 category category NN work_55utqx7tjrft5ojtbr67ypjdye 46 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 46 9 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 46 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 46 11 famous famous JJ work_55utqx7tjrft5ojtbr67ypjdye 46 12 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 46 13 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 46 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 47 1 These these DT work_55utqx7tjrft5ojtbr67ypjdye 47 2 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 47 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 47 4 quick quick JJ work_55utqx7tjrft5ojtbr67ypjdye 47 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 47 6 but but CC work_55utqx7tjrft5ojtbr67ypjdye 47 7 also also RB work_55utqx7tjrft5ojtbr67ypjdye 47 8 limited limited JJ work_55utqx7tjrft5ojtbr67ypjdye 47 9 : : : work_55utqx7tjrft5ojtbr67ypjdye 47 10 no no DT work_55utqx7tjrft5ojtbr67ypjdye 47 11 concise concise JJ work_55utqx7tjrft5ojtbr67ypjdye 47 12 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 47 13 set set VBD work_55utqx7tjrft5ojtbr67ypjdye 47 14 captures capture NNS work_55utqx7tjrft5ojtbr67ypjdye 47 15 every every DT work_55utqx7tjrft5ojtbr67ypjdye 47 16 English English NNP work_55utqx7tjrft5ojtbr67ypjdye 47 17 morpho- morpho- NN work_55utqx7tjrft5ojtbr67ypjdye 47 18 logical logical JJ work_55utqx7tjrft5ojtbr67ypjdye 47 19 exception exception NN work_55utqx7tjrft5ojtbr67ypjdye 47 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 47 21 and and CC work_55utqx7tjrft5ojtbr67ypjdye 47 22 these these DT work_55utqx7tjrft5ojtbr67ypjdye 47 23 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 47 24 can can MD work_55utqx7tjrft5ojtbr67ypjdye 47 25 not not RB work_55utqx7tjrft5ojtbr67ypjdye 47 26 use use VB work_55utqx7tjrft5ojtbr67ypjdye 47 27 context context NN work_55utqx7tjrft5ojtbr67ypjdye 47 28 to to TO work_55utqx7tjrft5ojtbr67ypjdye 47 29 resolve resolve VB work_55utqx7tjrft5ojtbr67ypjdye 47 30 ambiguous ambiguous JJ work_55utqx7tjrft5ojtbr67ypjdye 47 31 word word NN work_55utqx7tjrft5ojtbr67ypjdye 47 32 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 47 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 48 1 They -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 48 2 also also RB work_55utqx7tjrft5ojtbr67ypjdye 48 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 48 4 deterministic deterministic JJ work_55utqx7tjrft5ojtbr67ypjdye 48 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 48 6 consistent consistent JJ work_55utqx7tjrft5ojtbr67ypjdye 48 7 for for IN work_55utqx7tjrft5ojtbr67ypjdye 48 8 each each DT work_55utqx7tjrft5ojtbr67ypjdye 48 9 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 48 10 : : : work_55utqx7tjrft5ojtbr67ypjdye 48 11 if if IN work_55utqx7tjrft5ojtbr67ypjdye 48 12 word word NN work_55utqx7tjrft5ojtbr67ypjdye 48 13 type type NN work_55utqx7tjrft5ojtbr67ypjdye 48 14 A a DT work_55utqx7tjrft5ojtbr67ypjdye 48 15 maps map NNS work_55utqx7tjrft5ojtbr67ypjdye 48 16 to to TO work_55utqx7tjrft5ojtbr67ypjdye 48 17 stem stem VB work_55utqx7tjrft5ojtbr67ypjdye 48 18 B b NN work_55utqx7tjrft5ojtbr67ypjdye 48 19 in in IN work_55utqx7tjrft5ojtbr67ypjdye 48 20 one one CD work_55utqx7tjrft5ojtbr67ypjdye 48 21 location location NN work_55utqx7tjrft5ojtbr67ypjdye 48 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 48 23 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 48 24 will will MD work_55utqx7tjrft5ojtbr67ypjdye 48 25 do do VB work_55utqx7tjrft5ojtbr67ypjdye 48 26 so so RB work_55utqx7tjrft5ojtbr67ypjdye 48 27 in in IN work_55utqx7tjrft5ojtbr67ypjdye 48 28 every every DT work_55utqx7tjrft5ojtbr67ypjdye 48 29 location location NN work_55utqx7tjrft5ojtbr67ypjdye 48 30 word word NN work_55utqx7tjrft5ojtbr67ypjdye 48 31 type type NN work_55utqx7tjrft5ojtbr67ypjdye 48 32 A A NNP work_55utqx7tjrft5ojtbr67ypjdye 48 33 arises arise NNS work_55utqx7tjrft5ojtbr67ypjdye 48 34 . . . work_55utqx7tjrft5ojtbr67ypjdye 49 1 Treat- Treat- NNP work_55utqx7tjrft5ojtbr67ypjdye 49 2 ments ment NNS work_55utqx7tjrft5ojtbr67ypjdye 49 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 49 4 this this DT work_55utqx7tjrft5ojtbr67ypjdye 49 5 type type NN work_55utqx7tjrft5ojtbr67ypjdye 49 6 therefore therefore RB work_55utqx7tjrft5ojtbr67ypjdye 49 7 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 49 8 effectively effectively RB work_55utqx7tjrft5ojtbr67ypjdye 49 9 equiva- equiva- JJ work_55utqx7tjrft5ojtbr67ypjdye 49 10 lence lence NN work_55utqx7tjrft5ojtbr67ypjdye 49 11 relations relation NNS work_55utqx7tjrft5ojtbr67ypjdye 49 12 over over IN work_55utqx7tjrft5ojtbr67ypjdye 49 13 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 49 14 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 49 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 49 16 with with IN work_55utqx7tjrft5ojtbr67ypjdye 49 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 49 18 confla- confla- JJ work_55utqx7tjrft5ojtbr67ypjdye 49 19 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 49 20 class class NN work_55utqx7tjrft5ojtbr67ypjdye 49 21 being be VBG work_55utqx7tjrft5ojtbr67ypjdye 49 22 an an DT work_55utqx7tjrft5ojtbr67ypjdye 49 23 equivalence equivalence NN work_55utqx7tjrft5ojtbr67ypjdye 49 24 class class NN work_55utqx7tjrft5ojtbr67ypjdye 49 25 of of IN work_55utqx7tjrft5ojtbr67ypjdye 49 26 word word NN work_55utqx7tjrft5ojtbr67ypjdye 49 27 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 49 28 under under IN work_55utqx7tjrft5ojtbr67ypjdye 49 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 49 30 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 49 31 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 49 32 t. t. NN work_55utqx7tjrft5ojtbr67ypjdye 49 33 While while IN work_55utqx7tjrft5ojtbr67ypjdye 49 34 Jivani Jivani NNP work_55utqx7tjrft5ojtbr67ypjdye 49 35 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 49 36 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 49 37 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 49 38 refers refer VBZ work_55utqx7tjrft5ojtbr67ypjdye 49 39 to to IN work_55utqx7tjrft5ojtbr67ypjdye 49 40 these these DT work_55utqx7tjrft5ojtbr67ypjdye 49 41 as as IN work_55utqx7tjrft5ojtbr67ypjdye 49 42 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 49 43 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 49 44 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 49 45 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 49 46 or or CC work_55utqx7tjrft5ojtbr67ypjdye 49 47 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 49 48 affix affix NNP work_55utqx7tjrft5ojtbr67ypjdye 49 49 removal removal NNP work_55utqx7tjrft5ojtbr67ypjdye 49 50 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 49 51 , , , work_55utqx7tjrft5ojtbr67ypjdye 49 52 ” " `` work_55utqx7tjrft5ojtbr67ypjdye 49 53 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 49 54 find find VBP work_55utqx7tjrft5ojtbr67ypjdye 49 55 this this DT work_55utqx7tjrft5ojtbr67ypjdye 49 56 naming name VBG work_55utqx7tjrft5ojtbr67ypjdye 49 57 confusing confusing NN work_55utqx7tjrft5ojtbr67ypjdye 49 58 : : : work_55utqx7tjrft5ojtbr67ypjdye 49 59 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 49 60 rarely rarely RB work_55utqx7tjrft5ojtbr67ypjdye 49 61 strictly strictly RB work_55utqx7tjrft5ojtbr67ypjdye 49 62 truncate truncate VBP work_55utqx7tjrft5ojtbr67ypjdye 49 63 , , , work_55utqx7tjrft5ojtbr67ypjdye 49 64 and and CC work_55utqx7tjrft5ojtbr67ypjdye 49 65 almost almost RB work_55utqx7tjrft5ojtbr67ypjdye 49 66 all all DT work_55utqx7tjrft5ojtbr67ypjdye 49 67 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 49 68 aim aim VBP work_55utqx7tjrft5ojtbr67ypjdye 49 69 to to TO work_55utqx7tjrft5ojtbr67ypjdye 49 70 remove remove VB work_55utqx7tjrft5ojtbr67ypjdye 49 71 affixes affix NNS work_55utqx7tjrft5ojtbr67ypjdye 49 72 . . . work_55utqx7tjrft5ojtbr67ypjdye 50 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 50 2 core core NN work_55utqx7tjrft5ojtbr67ypjdye 50 3 similarity similarity NN work_55utqx7tjrft5ojtbr67ypjdye 50 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 50 5 these these DT work_55utqx7tjrft5ojtbr67ypjdye 50 6 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 50 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 50 8 that that IN work_55utqx7tjrft5ojtbr67ypjdye 50 9 all all DT work_55utqx7tjrft5ojtbr67ypjdye 50 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 50 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 50 12 language language NN work_55utqx7tjrft5ojtbr67ypjdye 50 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 50 14 specific specific JJ work_55utqx7tjrft5ojtbr67ypjdye 50 15 information information NN work_55utqx7tjrft5ojtbr67ypjdye 50 16 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 50 17 in in IN work_55utqx7tjrft5ojtbr67ypjdye 50 18 these these DT work_55utqx7tjrft5ojtbr67ypjdye 50 19 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 50 20 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 50 21 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 50 22 encoded encode VBN work_55utqx7tjrft5ojtbr67ypjdye 50 23 directly directly RB work_55utqx7tjrft5ojtbr67ypjdye 50 24 into into IN work_55utqx7tjrft5ojtbr67ypjdye 50 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 50 26 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 50 27 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 50 28 apply apply VBP work_55utqx7tjrft5ojtbr67ypjdye 50 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 51 1 Truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 51 2 Stemmers Stemmers NNP work_55utqx7tjrft5ojtbr67ypjdye 51 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 52 1 k k LS work_55utqx7tjrft5ojtbr67ypjdye 52 2 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 52 3 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 52 4 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 52 5 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 52 6 Bhamidipati Bhamidipati NNP work_55utqx7tjrft5ojtbr67ypjdye 52 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 52 8 Pal Pal NNP work_55utqx7tjrft5ojtbr67ypjdye 52 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 52 10 2007 2007 CD work_55utqx7tjrft5ojtbr67ypjdye 52 11 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 52 12 remove remove VB work_55utqx7tjrft5ojtbr67ypjdye 52 13 all all DT work_55utqx7tjrft5ojtbr67ypjdye 52 14 but but IN work_55utqx7tjrft5ojtbr67ypjdye 52 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 52 16 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 52 17 k k NN work_55utqx7tjrft5ojtbr67ypjdye 52 18 characters character NNS work_55utqx7tjrft5ojtbr67ypjdye 52 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 52 20 a a DT work_55utqx7tjrft5ojtbr67ypjdye 52 21 word word NN work_55utqx7tjrft5ojtbr67ypjdye 52 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 53 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 53 2 a a DT work_55utqx7tjrft5ojtbr67ypjdye 53 3 naı̈ve naı̈ve NNP work_55utqx7tjrft5ojtbr67ypjdye 53 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 53 5 high high JJ work_55utqx7tjrft5ojtbr67ypjdye 53 6 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 53 7 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 53 8 method method NN work_55utqx7tjrft5ojtbr67ypjdye 53 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 53 10 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 53 11 serve serve VBP work_55utqx7tjrft5ojtbr67ypjdye 53 12 as as IN work_55utqx7tjrft5ojtbr67ypjdye 53 13 a a DT work_55utqx7tjrft5ojtbr67ypjdye 53 14 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 53 15 baseline baseline NN work_55utqx7tjrft5ojtbr67ypjdye 53 16 for for IN work_55utqx7tjrft5ojtbr67ypjdye 53 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 53 18 rela- rela- JJ work_55utqx7tjrft5ojtbr67ypjdye 53 19 tive tive JJ work_55utqx7tjrft5ojtbr67ypjdye 53 20 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 53 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 53 22 simple simple JJ work_55utqx7tjrft5ojtbr67ypjdye 53 23 vocabulary vocabulary JJ work_55utqx7tjrft5ojtbr67ypjdye 53 24 reduction reduction NN work_55utqx7tjrft5ojtbr67ypjdye 53 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 54 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 54 2 test test VBP work_55utqx7tjrft5ojtbr67ypjdye 54 3 four four CD work_55utqx7tjrft5ojtbr67ypjdye 54 4 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 54 5 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 54 6 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 54 7 T4 t4 NN work_55utqx7tjrft5ojtbr67ypjdye 54 8 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 54 9 and and CC work_55utqx7tjrft5ojtbr67ypjdye 54 10 five five CD work_55utqx7tjrft5ojtbr67ypjdye 54 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 54 12 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 54 13 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 54 14 T5 T5 NNP work_55utqx7tjrft5ojtbr67ypjdye 54 15 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 54 16 . . . work_55utqx7tjrft5ojtbr67ypjdye 55 1 Five- five- JJ work_55utqx7tjrft5ojtbr67ypjdye 55 2 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 55 3 has have VBZ work_55utqx7tjrft5ojtbr67ypjdye 55 4 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 55 5 close close RB work_55utqx7tjrft5ojtbr67ypjdye 55 6 to to IN work_55utqx7tjrft5ojtbr67ypjdye 55 7 a a DT work_55utqx7tjrft5ojtbr67ypjdye 55 8 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 55 9 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 55 10 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 55 11 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 55 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 55 13 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 55 14 levels level NNS work_55utqx7tjrft5ojtbr67ypjdye 55 15 below below IN work_55utqx7tjrft5ojtbr67ypjdye 55 16 four four CD work_55utqx7tjrft5ojtbr67ypjdye 55 17 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 55 18 incoherent incoherent JJ work_55utqx7tjrft5ojtbr67ypjdye 55 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 56 1 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 56 2 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 56 3 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 56 4 Stemmer Stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 56 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 57 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 57 2 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 57 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 57 4 removal removal NN work_55utqx7tjrft5ojtbr67ypjdye 57 5 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 57 6 or or CC work_55utqx7tjrft5ojtbr67ypjdye 57 7 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 57 8 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 57 9 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 57 10 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 57 11 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 57 12 SS SS NNP work_55utqx7tjrft5ojtbr67ypjdye 57 13 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 57 14 removes remove VBZ work_55utqx7tjrft5ojtbr67ypjdye 57 15 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 57 16 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 57 17 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 57 18 endings ending NNS work_55utqx7tjrft5ojtbr67ypjdye 57 19 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 57 20 only only RB work_55utqx7tjrft5ojtbr67ypjdye 57 21 three three CD work_55utqx7tjrft5ojtbr67ypjdye 57 22 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 57 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 58 1 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 58 2 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 58 3 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 58 4 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 58 5 introduces introduce VBZ work_55utqx7tjrft5ojtbr67ypjdye 58 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 58 7 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 58 8 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 58 9 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 58 10 stem- stem- NNP work_55utqx7tjrft5ojtbr67ypjdye 58 11 ming ming NNP work_55utqx7tjrft5ojtbr67ypjdye 58 12 algorithm algorithm NNP work_55utqx7tjrft5ojtbr67ypjdye 58 13 as as IN work_55utqx7tjrft5ojtbr67ypjdye 58 14 a a DT work_55utqx7tjrft5ojtbr67ypjdye 58 15 weaker weak JJR work_55utqx7tjrft5ojtbr67ypjdye 58 16 and and CC work_55utqx7tjrft5ojtbr67ypjdye 58 17 simpler simple JJR work_55utqx7tjrft5ojtbr67ypjdye 58 18 counter- counter- XX work_55utqx7tjrft5ojtbr67ypjdye 58 19 point point NN work_55utqx7tjrft5ojtbr67ypjdye 58 20 to to IN work_55utqx7tjrft5ojtbr67ypjdye 58 21 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 58 22 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 58 23 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 58 24 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 58 25 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 58 26 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 58 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 59 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 59 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 59 3 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 59 4 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 59 5 simple simple JJ work_55utqx7tjrft5ojtbr67ypjdye 59 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 59 7 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 59 8 representatives representative NNS work_55utqx7tjrft5ojtbr67ypjdye 59 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 59 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 59 11 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 59 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 59 13 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 59 14 employed employ VBN work_55utqx7tjrft5ojtbr67ypjdye 59 15 by by IN work_55utqx7tjrft5ojtbr67ypjdye 59 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 59 17 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 59 18 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 59 19 in in IN work_55utqx7tjrft5ojtbr67ypjdye 59 20 this this DT work_55utqx7tjrft5ojtbr67ypjdye 59 21 section section NN work_55utqx7tjrft5ojtbr67ypjdye 59 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 59 23 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 59 24 include include VBP work_55utqx7tjrft5ojtbr67ypjdye 59 25 them -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 59 26 in in IN work_55utqx7tjrft5ojtbr67ypjdye 59 27 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 59 28 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 59 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 60 1 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 60 2 Stemmer Stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 60 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 61 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 61 2 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 61 3 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 61 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 61 5 LS LS NNP work_55utqx7tjrft5ojtbr67ypjdye 61 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 61 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 61 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 61 9 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 61 10 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 61 11 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 61 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 61 13 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 61 14 a a DT work_55utqx7tjrft5ojtbr67ypjdye 61 15 two two CD work_55utqx7tjrft5ojtbr67ypjdye 61 16 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 61 17 step step NN work_55utqx7tjrft5ojtbr67ypjdye 61 18 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 61 19 al- al- JJ work_55utqx7tjrft5ojtbr67ypjdye 61 20 gorithm gorithm NN work_55utqx7tjrft5ojtbr67ypjdye 61 21 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 61 22 Lovins lovin NNS work_55utqx7tjrft5ojtbr67ypjdye 61 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 61 24 1968 1968 CD work_55utqx7tjrft5ojtbr67ypjdye 61 25 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 61 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 62 1 These these DT work_55utqx7tjrft5ojtbr67ypjdye 62 2 steps step NNS work_55utqx7tjrft5ojtbr67ypjdye 62 3 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 62 4 long long JJ work_55utqx7tjrft5ojtbr67ypjdye 62 5 lists list NNS work_55utqx7tjrft5ojtbr67ypjdye 62 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 62 7 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 62 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 62 9 but but CC work_55utqx7tjrft5ojtbr67ypjdye 62 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 62 11 method method NN work_55utqx7tjrft5ojtbr67ypjdye 62 12 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 62 13 still still RB work_55utqx7tjrft5ojtbr67ypjdye 62 14 fast fast JJ work_55utqx7tjrft5ojtbr67ypjdye 62 15 and and CC work_55utqx7tjrft5ojtbr67ypjdye 62 16 simple simple JJ work_55utqx7tjrft5ojtbr67ypjdye 62 17 to to TO work_55utqx7tjrft5ojtbr67ypjdye 62 18 imple- imple- VB work_55utqx7tjrft5ojtbr67ypjdye 62 19 288 288 CD work_55utqx7tjrft5ojtbr67ypjdye 62 20 If if IN work_55utqx7tjrft5ojtbr67ypjdye 62 21 word word NN work_55utqx7tjrft5ojtbr67ypjdye 62 22 ends end VBZ work_55utqx7tjrft5ojtbr67ypjdye 62 23 with with IN work_55utqx7tjrft5ojtbr67ypjdye 62 24 : : : work_55utqx7tjrft5ojtbr67ypjdye 62 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 63 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 64 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 65 1 and and CC work_55utqx7tjrft5ojtbr67ypjdye 65 2 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 65 3 not not RB work_55utqx7tjrft5ojtbr67ypjdye 65 4 end end VB work_55utqx7tjrft5ojtbr67ypjdye 65 5 with with IN work_55utqx7tjrft5ojtbr67ypjdye 65 6 : : : work_55utqx7tjrft5ojtbr67ypjdye 65 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 66 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 67 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 68 1 replace replace VB work_55utqx7tjrft5ojtbr67ypjdye 68 2 ending end VBG work_55utqx7tjrft5ojtbr67ypjdye 68 3 with with IN work_55utqx7tjrft5ojtbr67ypjdye 68 4 : : : work_55utqx7tjrft5ojtbr67ypjdye 68 5 -ies -ies `` work_55utqx7tjrft5ojtbr67ypjdye 68 6 -aies -aie NNS work_55utqx7tjrft5ojtbr67ypjdye 68 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 68 8 -eies -eies HYPH work_55utqx7tjrft5ojtbr67ypjdye 68 9 -y -y FW work_55utqx7tjrft5ojtbr67ypjdye 68 10 -es -es HYPH work_55utqx7tjrft5ojtbr67ypjdye 68 11 -aes -aes NN work_55utqx7tjrft5ojtbr67ypjdye 68 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 68 13 -ees -ees JJR work_55utqx7tjrft5ojtbr67ypjdye 68 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 68 15 -oes -oes : work_55utqx7tjrft5ojtbr67ypjdye 68 16 -e -e : work_55utqx7tjrft5ojtbr67ypjdye 68 17 -s -s : work_55utqx7tjrft5ojtbr67ypjdye 68 18 -ss -ss '' work_55utqx7tjrft5ojtbr67ypjdye 68 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 68 20 -us -us : work_55utqx7tjrft5ojtbr67ypjdye 68 21 - - : work_55utqx7tjrft5ojtbr67ypjdye 68 22 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 68 23 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 68 24 : : : work_55utqx7tjrft5ojtbr67ypjdye 68 25 The the DT work_55utqx7tjrft5ojtbr67ypjdye 68 26 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 68 27 S s NN work_55utqx7tjrft5ojtbr67ypjdye 68 28 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 68 29 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 68 30 of of IN work_55utqx7tjrft5ojtbr67ypjdye 68 31 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 68 32 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 68 33 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 68 34 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 68 35 consists consist VBZ work_55utqx7tjrft5ojtbr67ypjdye 68 36 of of IN work_55utqx7tjrft5ojtbr67ypjdye 68 37 three three CD work_55utqx7tjrft5ojtbr67ypjdye 68 38 simple simple JJ work_55utqx7tjrft5ojtbr67ypjdye 68 39 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 68 40 in in IN work_55utqx7tjrft5ojtbr67ypjdye 68 41 order order NN work_55utqx7tjrft5ojtbr67ypjdye 68 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 69 1 Only only RB work_55utqx7tjrft5ojtbr67ypjdye 69 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 69 3 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 69 4 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 69 5 applicable applicable JJ work_55utqx7tjrft5ojtbr67ypjdye 69 6 in in IN work_55utqx7tjrft5ojtbr67ypjdye 69 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 69 8 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 69 9 column column NN work_55utqx7tjrft5ojtbr67ypjdye 69 10 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 69 11 applied apply VBN work_55utqx7tjrft5ojtbr67ypjdye 69 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 70 1 ment ment JJ work_55utqx7tjrft5ojtbr67ypjdye 70 2 and and CC work_55utqx7tjrft5ojtbr67ypjdye 70 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 70 4 generally generally RB work_55utqx7tjrft5ojtbr67ypjdye 70 5 considered consider VBN work_55utqx7tjrft5ojtbr67ypjdye 70 6 a a DT work_55utqx7tjrft5ojtbr67ypjdye 70 7 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 70 8 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 70 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 71 1 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 71 2 and and CC work_55utqx7tjrft5ojtbr67ypjdye 71 3 Porter2 Porter2 NNP work_55utqx7tjrft5ojtbr67ypjdye 71 4 Stemmers Stemmers NNPS work_55utqx7tjrft5ojtbr67ypjdye 71 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 72 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 72 2 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 72 3 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 72 4 mer mer NNP work_55utqx7tjrft5ojtbr67ypjdye 72 5 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 72 6 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 72 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 72 8 1980 1980 CD work_55utqx7tjrft5ojtbr67ypjdye 72 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 72 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 72 11 one one CD work_55utqx7tjrft5ojtbr67ypjdye 72 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 72 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 72 14 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 72 15 popular popular JJ work_55utqx7tjrft5ojtbr67ypjdye 72 16 in in IN work_55utqx7tjrft5ojtbr67ypjdye 72 17 cur- cur- DT work_55utqx7tjrft5ojtbr67ypjdye 72 18 rent rent NN work_55utqx7tjrft5ojtbr67ypjdye 72 19 use use NN work_55utqx7tjrft5ojtbr67ypjdye 72 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 72 21 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 72 22 a a DT work_55utqx7tjrft5ojtbr67ypjdye 72 23 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 72 24 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 72 25 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 72 26 and and CC work_55utqx7tjrft5ojtbr67ypjdye 72 27 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 72 28 intricate intricate JJ work_55utqx7tjrft5ojtbr67ypjdye 72 29 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 72 30 than than IN work_55utqx7tjrft5ojtbr67ypjdye 72 31 Lovins lovin NNS work_55utqx7tjrft5ojtbr67ypjdye 72 32 ’ ' '' work_55utqx7tjrft5ojtbr67ypjdye 72 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 73 1 It -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 73 2 uses use VBZ work_55utqx7tjrft5ojtbr67ypjdye 73 3 five five CD work_55utqx7tjrft5ojtbr67ypjdye 73 4 phases phase NNS work_55utqx7tjrft5ojtbr67ypjdye 73 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 73 6 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 73 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 73 8 conditions condition NNS work_55utqx7tjrft5ojtbr67ypjdye 73 9 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 73 10 match match VBP work_55utqx7tjrft5ojtbr67ypjdye 73 11 patterns pattern NNS work_55utqx7tjrft5ojtbr67ypjdye 73 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 73 13 vowel vowel NN work_55utqx7tjrft5ojtbr67ypjdye 73 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 73 15 con- con- NNP work_55utqx7tjrft5ojtbr67ypjdye 73 16 sonant sonant NN work_55utqx7tjrft5ojtbr67ypjdye 73 17 sequences sequence NNS work_55utqx7tjrft5ojtbr67ypjdye 73 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 74 1 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 74 2 later later RB work_55utqx7tjrft5ojtbr67ypjdye 74 3 created create VBD work_55utqx7tjrft5ojtbr67ypjdye 74 4 a a DT work_55utqx7tjrft5ojtbr67ypjdye 74 5 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 74 6 im- im- JJ work_55utqx7tjrft5ojtbr67ypjdye 74 7 proved proved JJ work_55utqx7tjrft5ojtbr67ypjdye 74 8 version version NN work_55utqx7tjrft5ojtbr67ypjdye 74 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 74 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 74 11 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 74 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 74 13 for for IN work_55utqx7tjrft5ojtbr67ypjdye 74 14 Snowball Snowball NNP work_55utqx7tjrft5ojtbr67ypjdye 74 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 74 16 a a DT work_55utqx7tjrft5ojtbr67ypjdye 74 17 programming programming NN work_55utqx7tjrft5ojtbr67ypjdye 74 18 language language NN work_55utqx7tjrft5ojtbr67ypjdye 74 19 for for IN work_55utqx7tjrft5ojtbr67ypjdye 74 20 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 74 21 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 74 22 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 74 23 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 74 24 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 74 25 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 74 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 74 27 2001 2001 CD work_55utqx7tjrft5ojtbr67ypjdye 74 28 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 74 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 75 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 75 2 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 75 3 both both CC work_55utqx7tjrft5ojtbr67ypjdye 75 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 75 5 original original JJ work_55utqx7tjrft5ojtbr67ypjdye 75 6 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 75 7 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 75 8 P1 p1 NN work_55utqx7tjrft5ojtbr67ypjdye 75 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 75 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 75 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 75 12 new new JJ work_55utqx7tjrft5ojtbr67ypjdye 75 13 version version NN work_55utqx7tjrft5ojtbr67ypjdye 75 14 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 75 15 P2 P2 NNP work_55utqx7tjrft5ojtbr67ypjdye 75 16 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 75 17 in in IN work_55utqx7tjrft5ojtbr67ypjdye 75 18 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 75 19 evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 75 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 76 1 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 76 2 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 76 3 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 76 4 Stemmer Stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 76 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 77 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 77 2 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 77 3 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 77 4 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 77 5 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 77 6 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 77 7 PH PH NNP work_55utqx7tjrft5ojtbr67ypjdye 77 8 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 77 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 77 10 or or CC work_55utqx7tjrft5ojtbr67ypjdye 77 11 Lancaster Lancaster NNP work_55utqx7tjrft5ojtbr67ypjdye 77 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 77 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 77 14 iterates iterate VBZ work_55utqx7tjrft5ojtbr67ypjdye 77 15 indefinitely indefinitely RB work_55utqx7tjrft5ojtbr67ypjdye 77 16 over over IN work_55utqx7tjrft5ojtbr67ypjdye 77 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 77 18 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 77 19 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 77 20 list list NN work_55utqx7tjrft5ojtbr67ypjdye 77 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 77 22 with with IN work_55utqx7tjrft5ojtbr67ypjdye 77 23 some some DT work_55utqx7tjrft5ojtbr67ypjdye 77 24 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 77 25 only only RB work_55utqx7tjrft5ojtbr67ypjdye 77 26 ap- ap- XX work_55utqx7tjrft5ojtbr67ypjdye 77 27 plying ply VBG work_55utqx7tjrft5ojtbr67ypjdye 77 28 to to IN work_55utqx7tjrft5ojtbr67ypjdye 77 29 unmodified unmodified JJ work_55utqx7tjrft5ojtbr67ypjdye 77 30 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 77 31 and and CC work_55utqx7tjrft5ojtbr67ypjdye 77 32 others other NNS work_55utqx7tjrft5ojtbr67ypjdye 77 33 terminating terminate VBG work_55utqx7tjrft5ojtbr67ypjdye 77 34 iteration iteration NN work_55utqx7tjrft5ojtbr67ypjdye 77 35 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 77 36 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 77 37 , , , work_55utqx7tjrft5ojtbr67ypjdye 77 38 1990 1990 CD work_55utqx7tjrft5ojtbr67ypjdye 77 39 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 77 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 78 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 78 2 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 78 3 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 78 4 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 78 5 plicated plicate VBD work_55utqx7tjrft5ojtbr67ypjdye 78 6 in in IN work_55utqx7tjrft5ojtbr67ypjdye 78 7 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 78 8 structure structure NN work_55utqx7tjrft5ojtbr67ypjdye 78 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 78 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 78 11 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 78 12 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 78 13 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 78 14 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 78 15 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 78 16 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 78 17 to to IN work_55utqx7tjrft5ojtbr67ypjdye 78 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 78 19 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 78 20 stemmer stemmer VB work_55utqx7tjrft5ojtbr67ypjdye 78 21 in in IN work_55utqx7tjrft5ojtbr67ypjdye 78 22 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 78 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 79 1 2.2 2.2 CD work_55utqx7tjrft5ojtbr67ypjdye 79 2 Context Context NNP work_55utqx7tjrft5ojtbr67ypjdye 79 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 79 4 Based base VBN work_55utqx7tjrft5ojtbr67ypjdye 79 5 Treatments Treatments NNPS work_55utqx7tjrft5ojtbr67ypjdye 79 6 While while IN work_55utqx7tjrft5ojtbr67ypjdye 79 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 79 8 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 79 9 above above RB work_55utqx7tjrft5ojtbr67ypjdye 79 10 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 79 11 fast fast JJ work_55utqx7tjrft5ojtbr67ypjdye 79 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 79 13 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 79 14 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 79 15 impre- impre- JJ work_55utqx7tjrft5ojtbr67ypjdye 79 16 cise cise NNP work_55utqx7tjrft5ojtbr67ypjdye 79 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 79 18 as as IN work_55utqx7tjrft5ojtbr67ypjdye 79 19 a a DT work_55utqx7tjrft5ojtbr67ypjdye 79 20 limited limited JJ work_55utqx7tjrft5ojtbr67ypjdye 79 21 set set NN work_55utqx7tjrft5ojtbr67ypjdye 79 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 79 23 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 79 24 can can MD work_55utqx7tjrft5ojtbr67ypjdye 79 25 not not RB work_55utqx7tjrft5ojtbr67ypjdye 79 26 account account VB work_55utqx7tjrft5ojtbr67ypjdye 79 27 for for IN work_55utqx7tjrft5ojtbr67ypjdye 79 28 all all DT work_55utqx7tjrft5ojtbr67ypjdye 79 29 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 79 30 morphological morphological JJ work_55utqx7tjrft5ojtbr67ypjdye 79 31 exceptions exception NNS work_55utqx7tjrft5ojtbr67ypjdye 79 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 80 1 Subtleties subtlety NNS work_55utqx7tjrft5ojtbr67ypjdye 80 2 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 80 3 as as IN work_55utqx7tjrft5ojtbr67ypjdye 80 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 80 5 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 80 6 between between IN work_55utqx7tjrft5ojtbr67ypjdye 80 7 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 80 8 frosting frost VBG work_55utqx7tjrft5ojtbr67ypjdye 80 9 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 80 10 windows window NNS work_55utqx7tjrft5ojtbr67ypjdye 80 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 80 12 cake cake NN work_55utqx7tjrft5ojtbr67ypjdye 80 13 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 80 14 frosting frosting NN work_55utqx7tjrft5ojtbr67ypjdye 80 15 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 80 16 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 80 17 lost lose VBN work_55utqx7tjrft5ojtbr67ypjdye 80 18 without without IN work_55utqx7tjrft5ojtbr67ypjdye 80 19 contextual contextual JJ work_55utqx7tjrft5ojtbr67ypjdye 80 20 informa- informa- NN work_55utqx7tjrft5ojtbr67ypjdye 80 21 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 80 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 81 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 81 2 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 81 3 below below IN work_55utqx7tjrft5ojtbr67ypjdye 81 4 use use NN work_55utqx7tjrft5ojtbr67ypjdye 81 5 tools tool NNS work_55utqx7tjrft5ojtbr67ypjdye 81 6 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 81 7 as as IN work_55utqx7tjrft5ojtbr67ypjdye 81 8 dictio- dictio- JJ work_55utqx7tjrft5ojtbr67ypjdye 81 9 naries narie NNS work_55utqx7tjrft5ojtbr67ypjdye 81 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 81 11 inflectional inflectional JJ work_55utqx7tjrft5ojtbr67ypjdye 81 12 analysis analysis NN work_55utqx7tjrft5ojtbr67ypjdye 81 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 81 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 81 15 part part NN work_55utqx7tjrft5ojtbr67ypjdye 81 16 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 81 17 of of IN work_55utqx7tjrft5ojtbr67ypjdye 81 18 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 81 19 speech speech NN work_55utqx7tjrft5ojtbr67ypjdye 81 20 in- in- JJ work_55utqx7tjrft5ojtbr67ypjdye 81 21 ference ference NN work_55utqx7tjrft5ojtbr67ypjdye 81 22 to to TO work_55utqx7tjrft5ojtbr67ypjdye 81 23 determine determine VB work_55utqx7tjrft5ojtbr67ypjdye 81 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 81 25 correct correct JJ work_55utqx7tjrft5ojtbr67ypjdye 81 26 conflated conflate VBN work_55utqx7tjrft5ojtbr67ypjdye 81 27 form form NN work_55utqx7tjrft5ojtbr67ypjdye 81 28 of of IN work_55utqx7tjrft5ojtbr67ypjdye 81 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 81 30 word word NN work_55utqx7tjrft5ojtbr67ypjdye 81 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 82 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 82 2 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 82 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 82 4 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 82 5 may may MD work_55utqx7tjrft5ojtbr67ypjdye 82 6 not not RB work_55utqx7tjrft5ojtbr67ypjdye 82 7 consistently consistently RB work_55utqx7tjrft5ojtbr67ypjdye 82 8 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 82 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 82 10 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 82 11 word word NN work_55utqx7tjrft5ojtbr67ypjdye 82 12 type type NN work_55utqx7tjrft5ojtbr67ypjdye 82 13 to to IN work_55utqx7tjrft5ojtbr67ypjdye 82 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 82 15 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 82 16 form form NN work_55utqx7tjrft5ojtbr67ypjdye 82 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 83 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 83 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 83 3 these these DT work_55utqx7tjrft5ojtbr67ypjdye 83 4 tools tool NNS work_55utqx7tjrft5ojtbr67ypjdye 83 5 also also RB work_55utqx7tjrft5ojtbr67ypjdye 83 6 demand demand VBP work_55utqx7tjrft5ojtbr67ypjdye 83 7 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 83 8 computational computational JJ work_55utqx7tjrft5ojtbr67ypjdye 83 9 resources resource NNS work_55utqx7tjrft5ojtbr67ypjdye 83 10 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 83 11 for for IN work_55utqx7tjrft5ojtbr67ypjdye 83 12 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 83 13 data datum NNS work_55utqx7tjrft5ojtbr67ypjdye 83 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 83 15 lemmatizing lemmatize VBG work_55utqx7tjrft5ojtbr67ypjdye 83 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 83 17 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 83 18 took take VBD work_55utqx7tjrft5ojtbr67ypjdye 83 19 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 83 20 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 83 21 putational putational JJ work_55utqx7tjrft5ojtbr67ypjdye 83 22 time time NN work_55utqx7tjrft5ojtbr67ypjdye 83 23 than than IN work_55utqx7tjrft5ojtbr67ypjdye 83 24 training train VBG work_55utqx7tjrft5ojtbr67ypjdye 83 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 83 26 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 83 27 model model NN work_55utqx7tjrft5ojtbr67ypjdye 83 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 84 1 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 84 2 Stemmer Stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 84 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 85 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 85 2 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 85 3 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 85 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 85 5 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 85 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 85 7 1993 1993 CD work_55utqx7tjrft5ojtbr67ypjdye 85 8 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 85 9 uses use VBZ work_55utqx7tjrft5ojtbr67ypjdye 85 10 inflectional inflectional JJ work_55utqx7tjrft5ojtbr67ypjdye 85 11 analysis analysis NN work_55utqx7tjrft5ojtbr67ypjdye 85 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 85 13 a a DT work_55utqx7tjrft5ojtbr67ypjdye 85 14 dic- dic- JJ work_55utqx7tjrft5ojtbr67ypjdye 85 15 tionary tionary NN work_55utqx7tjrft5ojtbr67ypjdye 85 16 to to TO work_55utqx7tjrft5ojtbr67ypjdye 85 17 determine determine VB work_55utqx7tjrft5ojtbr67ypjdye 85 18 correct correct JJ work_55utqx7tjrft5ojtbr67ypjdye 85 19 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 85 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 85 21 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 85 22 before before IN work_55utqx7tjrft5ojtbr67ypjdye 85 23 removing remove VBG work_55utqx7tjrft5ojtbr67ypjdye 85 24 word word NN work_55utqx7tjrft5ojtbr67ypjdye 85 25 endings ending NNS work_55utqx7tjrft5ojtbr67ypjdye 85 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 86 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 86 2 process process NN work_55utqx7tjrft5ojtbr67ypjdye 86 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 86 4 complex complex JJ work_55utqx7tjrft5ojtbr67ypjdye 86 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 86 6 but but CC work_55utqx7tjrft5ojtbr67ypjdye 86 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 86 8 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 86 9 itself -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 86 10 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 86 11 weak weak JJ work_55utqx7tjrft5ojtbr67ypjdye 86 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 86 13 as as IN work_55utqx7tjrft5ojtbr67ypjdye 86 14 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 86 15 aims aim VBZ work_55utqx7tjrft5ojtbr67ypjdye 86 16 less less JJR work_55utqx7tjrft5ojtbr67ypjdye 86 17 at at IN work_55utqx7tjrft5ojtbr67ypjdye 86 18 conflating conflate VBG work_55utqx7tjrft5ojtbr67ypjdye 86 19 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 86 20 with with IN work_55utqx7tjrft5ojtbr67ypjdye 86 21 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 86 22 parts part NNS work_55utqx7tjrft5ojtbr67ypjdye 86 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 86 24 speech speech NN work_55utqx7tjrft5ojtbr67ypjdye 86 25 than than IN work_55utqx7tjrft5ojtbr67ypjdye 86 26 normalizing normalize VBG work_55utqx7tjrft5ojtbr67ypjdye 86 27 verb verb JJ work_55utqx7tjrft5ojtbr67ypjdye 86 28 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 86 29 and and CC work_55utqx7tjrft5ojtbr67ypjdye 86 30 removing remove VBG work_55utqx7tjrft5ojtbr67ypjdye 86 31 pluralization pluralization NN work_55utqx7tjrft5ojtbr67ypjdye 86 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 87 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 87 2 dictionary dictionary NN work_55utqx7tjrft5ojtbr67ypjdye 87 3 itself -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 87 4 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 87 5 crucial crucial JJ work_55utqx7tjrft5ojtbr67ypjdye 87 6 for for IN work_55utqx7tjrft5ojtbr67ypjdye 87 7 implementation implementation NN work_55utqx7tjrft5ojtbr67ypjdye 87 8 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 87 9 for for IN work_55utqx7tjrft5ojtbr67ypjdye 87 10 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 87 11 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 87 12 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 87 13 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 87 14 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 87 15 KS KS NNP work_55utqx7tjrft5ojtbr67ypjdye 87 16 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 87 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 87 18 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 87 19 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 87 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 87 21 Lemur Lemur NNP work_55utqx7tjrft5ojtbr67ypjdye 87 22 Project Project NNP work_55utqx7tjrft5ojtbr67ypjdye 87 23 implementation implementation NN work_55utqx7tjrft5ojtbr67ypjdye 87 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 88 1 Lemmatizer Lemmatizer NNP work_55utqx7tjrft5ojtbr67ypjdye 88 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 89 1 Lemmatizers lemmatizer NNS work_55utqx7tjrft5ojtbr67ypjdye 89 2 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 89 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 89 4 database database NN work_55utqx7tjrft5ojtbr67ypjdye 89 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 89 6 lem- lem- VBG work_55utqx7tjrft5ojtbr67ypjdye 89 7 mas mas NNP work_55utqx7tjrft5ojtbr67ypjdye 89 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 89 9 or or CC work_55utqx7tjrft5ojtbr67ypjdye 89 10 standardized standardize VBN work_55utqx7tjrft5ojtbr67ypjdye 89 11 word word NN work_55utqx7tjrft5ojtbr67ypjdye 89 12 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 89 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 89 14 in in IN work_55utqx7tjrft5ojtbr67ypjdye 89 15 order order NN work_55utqx7tjrft5ojtbr67ypjdye 89 16 to to TO work_55utqx7tjrft5ojtbr67ypjdye 89 17 find find VB work_55utqx7tjrft5ojtbr67ypjdye 89 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 89 19 best good JJS work_55utqx7tjrft5ojtbr67ypjdye 89 20 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 89 21 word word NN work_55utqx7tjrft5ojtbr67ypjdye 89 22 form form NN work_55utqx7tjrft5ojtbr67ypjdye 89 23 for for IN work_55utqx7tjrft5ojtbr67ypjdye 89 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 89 25 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 89 26 token token NN work_55utqx7tjrft5ojtbr67ypjdye 89 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 90 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 90 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 90 3 method method NN work_55utqx7tjrft5ojtbr67ypjdye 90 4 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 90 5 orders order NNS work_55utqx7tjrft5ojtbr67ypjdye 90 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 90 7 magnitude magnitude NN work_55utqx7tjrft5ojtbr67ypjdye 90 8 slower slow JJR work_55utqx7tjrft5ojtbr67ypjdye 90 9 than than IN work_55utqx7tjrft5ojtbr67ypjdye 90 10 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 90 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 90 12 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 90 13 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 90 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 90 15 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 90 16 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 90 17 also also RB work_55utqx7tjrft5ojtbr67ypjdye 90 18 much much RB work_55utqx7tjrft5ojtbr67ypjdye 90 19 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 90 20 princi- princi- NN work_55utqx7tjrft5ojtbr67ypjdye 90 21 pled plead VBN work_55utqx7tjrft5ojtbr67ypjdye 90 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 90 23 extremely extremely RB work_55utqx7tjrft5ojtbr67ypjdye 90 24 unlikely unlikely JJ work_55utqx7tjrft5ojtbr67ypjdye 90 25 to to IN work_55utqx7tjrft5ojtbr67ypjdye 90 26 over over IN work_55utqx7tjrft5ojtbr67ypjdye 90 27 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 90 28 conflate conflate NN work_55utqx7tjrft5ojtbr67ypjdye 90 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 91 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 91 2 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 91 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 91 4 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 91 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 91 6 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 91 7 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 91 8 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 91 9 WL WL NNP work_55utqx7tjrft5ojtbr67ypjdye 91 10 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 91 11 implemented implement VBD work_55utqx7tjrft5ojtbr67ypjdye 91 12 in in IN work_55utqx7tjrft5ojtbr67ypjdye 91 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 91 14 Natural Natural NNP work_55utqx7tjrft5ojtbr67ypjdye 91 15 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 91 16 ToolKit ToolKit NNP work_55utqx7tjrft5ojtbr67ypjdye 91 17 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 91 18 Bird Bird NNP work_55utqx7tjrft5ojtbr67ypjdye 91 19 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 91 20 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 91 21 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 91 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 91 23 2009 2009 CD work_55utqx7tjrft5ojtbr67ypjdye 91 24 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 91 25 along along IN work_55utqx7tjrft5ojtbr67ypjdye 91 26 with with IN work_55utqx7tjrft5ojtbr67ypjdye 91 27 a a DT work_55utqx7tjrft5ojtbr67ypjdye 91 28 Stanford Stanford NNP work_55utqx7tjrft5ojtbr67ypjdye 91 29 POS POS NNP work_55utqx7tjrft5ojtbr67ypjdye 91 30 Tagger Tagger NNP work_55utqx7tjrft5ojtbr67ypjdye 91 31 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 91 32 Toutanova Toutanova NNP work_55utqx7tjrft5ojtbr67ypjdye 91 33 et et FW work_55utqx7tjrft5ojtbr67ypjdye 91 34 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 91 35 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 91 36 , , , work_55utqx7tjrft5ojtbr67ypjdye 91 37 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 91 38 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 91 39 on on IN work_55utqx7tjrft5ojtbr67ypjdye 91 40 the the DT work_55utqx7tjrft5ojtbr67ypjdye 91 41 unmodified unmodified JJ work_55utqx7tjrft5ojtbr67ypjdye 91 42 text text NN work_55utqx7tjrft5ojtbr67ypjdye 91 43 to to TO work_55utqx7tjrft5ojtbr67ypjdye 91 44 provide provide VB work_55utqx7tjrft5ojtbr67ypjdye 91 45 auxiliary auxiliary JJ work_55utqx7tjrft5ojtbr67ypjdye 91 46 part part NN work_55utqx7tjrft5ojtbr67ypjdye 91 47 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 91 48 of of IN work_55utqx7tjrft5ojtbr67ypjdye 91 49 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 91 50 speech speech NN work_55utqx7tjrft5ojtbr67ypjdye 91 51 information information NN work_55utqx7tjrft5ojtbr67ypjdye 91 52 for for IN work_55utqx7tjrft5ojtbr67ypjdye 91 53 the the DT work_55utqx7tjrft5ojtbr67ypjdye 91 54 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 91 55 . . . work_55utqx7tjrft5ojtbr67ypjdye 92 1 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 92 2 Model Model NNP work_55utqx7tjrft5ojtbr67ypjdye 92 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 92 4 Data Data NNPS work_55utqx7tjrft5ojtbr67ypjdye 92 5 In in IN work_55utqx7tjrft5ojtbr67ypjdye 92 6 this this DT work_55utqx7tjrft5ojtbr67ypjdye 92 7 paper paper NN work_55utqx7tjrft5ojtbr67ypjdye 92 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 92 9 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 92 10 focus focus VBP work_55utqx7tjrft5ojtbr67ypjdye 92 11 on on IN work_55utqx7tjrft5ojtbr67ypjdye 92 12 modeling model VBG work_55utqx7tjrft5ojtbr67ypjdye 92 13 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 92 14 in in IN work_55utqx7tjrft5ojtbr67ypjdye 92 15 English English NNP work_55utqx7tjrft5ojtbr67ypjdye 92 16 datasets dataset NNS work_55utqx7tjrft5ojtbr67ypjdye 92 17 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 92 18 Latent Latent NNP work_55utqx7tjrft5ojtbr67ypjdye 92 19 Dirichlet Dirichlet NNP work_55utqx7tjrft5ojtbr67ypjdye 92 20 Allocation Allocation NNP work_55utqx7tjrft5ojtbr67ypjdye 92 21 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 92 22 LDA LDA NNP work_55utqx7tjrft5ojtbr67ypjdye 92 23 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 92 24 , , , work_55utqx7tjrft5ojtbr67ypjdye 92 25 a a DT work_55utqx7tjrft5ojtbr67ypjdye 92 26 generative generative JJ work_55utqx7tjrft5ojtbr67ypjdye 92 27 model model NN work_55utqx7tjrft5ojtbr67ypjdye 92 28 for for IN work_55utqx7tjrft5ojtbr67ypjdye 92 29 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 92 30 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 92 31 upon upon IN work_55utqx7tjrft5ojtbr67ypjdye 92 32 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 92 33 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 92 34 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 92 35 Blei Blei NNP work_55utqx7tjrft5ojtbr67ypjdye 92 36 et et FW work_55utqx7tjrft5ojtbr67ypjdye 92 37 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 92 38 . . NNP work_55utqx7tjrft5ojtbr67ypjdye 92 39 , , , work_55utqx7tjrft5ojtbr67ypjdye 92 40 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 92 41 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 92 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 93 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 93 2 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 93 3 φ φ NN work_55utqx7tjrft5ojtbr67ypjdye 93 4 in in IN work_55utqx7tjrft5ojtbr67ypjdye 93 5 this this DT work_55utqx7tjrft5ojtbr67ypjdye 93 6 context context NN work_55utqx7tjrft5ojtbr67ypjdye 93 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 93 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 93 9 multinomial multinomial JJ work_55utqx7tjrft5ojtbr67ypjdye 93 10 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 93 11 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 93 12 over over IN work_55utqx7tjrft5ojtbr67ypjdye 93 13 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 93 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 93 15 without without IN work_55utqx7tjrft5ojtbr67ypjdye 93 16 any any DT work_55utqx7tjrft5ojtbr67ypjdye 93 17 embedded embed VBN work_55utqx7tjrft5ojtbr67ypjdye 93 18 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 93 19 model model NN work_55utqx7tjrft5ojtbr67ypjdye 93 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 93 21 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 93 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 93 23 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 93 24 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 93 25 connected connect VBN work_55utqx7tjrft5ojtbr67ypjdye 93 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 94 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 94 2 LDA LDA NNP work_55utqx7tjrft5ojtbr67ypjdye 94 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 94 4 each each DT work_55utqx7tjrft5ojtbr67ypjdye 94 5 document document NN work_55utqx7tjrft5ojtbr67ypjdye 94 6 has have VBZ work_55utqx7tjrft5ojtbr67ypjdye 94 7 a a DT work_55utqx7tjrft5ojtbr67ypjdye 94 8 multinomial multinomial JJ work_55utqx7tjrft5ojtbr67ypjdye 94 9 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 94 10 θ θ NN work_55utqx7tjrft5ojtbr67ypjdye 94 11 over over IN work_55utqx7tjrft5ojtbr67ypjdye 94 12 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 94 13 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 94 14 a a DT work_55utqx7tjrft5ojtbr67ypjdye 94 15 document document NN work_55utqx7tjrft5ojtbr67ypjdye 94 16 d d NN work_55utqx7tjrft5ojtbr67ypjdye 94 17 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 94 18 generated generate VBN work_55utqx7tjrft5ojtbr67ypjdye 94 19 by by IN work_55utqx7tjrft5ojtbr67ypjdye 94 20 choosing choose VBG work_55utqx7tjrft5ojtbr67ypjdye 94 21 a a DT work_55utqx7tjrft5ojtbr67ypjdye 94 22 number number NN work_55utqx7tjrft5ojtbr67ypjdye 94 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 94 24 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 94 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 94 26 and and CC work_55utqx7tjrft5ojtbr67ypjdye 94 27 for for IN work_55utqx7tjrft5ojtbr67ypjdye 94 28 each each DT work_55utqx7tjrft5ojtbr67ypjdye 94 29 word word NN work_55utqx7tjrft5ojtbr67ypjdye 94 30 first first RB work_55utqx7tjrft5ojtbr67ypjdye 94 31 sampling sample VBG work_55utqx7tjrft5ojtbr67ypjdye 94 32 a a DT work_55utqx7tjrft5ojtbr67ypjdye 94 33 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 94 34 k k NN work_55utqx7tjrft5ojtbr67ypjdye 94 35 from from IN work_55utqx7tjrft5ojtbr67ypjdye 94 36 θd θd NNP work_55utqx7tjrft5ojtbr67ypjdye 94 37 , , , work_55utqx7tjrft5ojtbr67ypjdye 94 38 then then RB work_55utqx7tjrft5ojtbr67ypjdye 94 39 a a DT work_55utqx7tjrft5ojtbr67ypjdye 94 40 word word NN work_55utqx7tjrft5ojtbr67ypjdye 94 41 w w NN work_55utqx7tjrft5ojtbr67ypjdye 94 42 from from IN work_55utqx7tjrft5ojtbr67ypjdye 94 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 94 44 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 94 45 over over IN work_55utqx7tjrft5ojtbr67ypjdye 94 46 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 94 47 φk φk CD work_55utqx7tjrft5ojtbr67ypjdye 94 48 asso- asso- NN work_55utqx7tjrft5ojtbr67ypjdye 94 49 ciated ciate VBN work_55utqx7tjrft5ojtbr67ypjdye 94 50 with with IN work_55utqx7tjrft5ojtbr67ypjdye 94 51 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 94 52 k. k. NN work_55utqx7tjrft5ojtbr67ypjdye 94 53 The the DT work_55utqx7tjrft5ojtbr67ypjdye 94 54 name name NN work_55utqx7tjrft5ojtbr67ypjdye 94 55 Latent Latent NNP work_55utqx7tjrft5ojtbr67ypjdye 94 56 Dirichlet Dirichlet NNP work_55utqx7tjrft5ojtbr67ypjdye 94 57 Allocation Allocation NNP work_55utqx7tjrft5ojtbr67ypjdye 94 58 comes come VBZ work_55utqx7tjrft5ojtbr67ypjdye 94 59 from from IN work_55utqx7tjrft5ojtbr67ypjdye 94 60 the the DT work_55utqx7tjrft5ojtbr67ypjdye 94 61 assumptions assumption NNS work_55utqx7tjrft5ojtbr67ypjdye 94 62 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 94 63 information information NN work_55utqx7tjrft5ojtbr67ypjdye 94 64 about about IN work_55utqx7tjrft5ojtbr67ypjdye 94 65 each each DT work_55utqx7tjrft5ojtbr67ypjdye 94 66 word word NN work_55utqx7tjrft5ojtbr67ypjdye 94 67 ’s ’s POS work_55utqx7tjrft5ojtbr67ypjdye 94 68 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 94 69 or or CC work_55utqx7tjrft5ojtbr67ypjdye 94 70 the the DT work_55utqx7tjrft5ojtbr67ypjdye 94 71 original original JJ work_55utqx7tjrft5ojtbr67ypjdye 94 72 distributions distribution NNS work_55utqx7tjrft5ojtbr67ypjdye 94 73 θ θ NNP work_55utqx7tjrft5ojtbr67ypjdye 94 74 and and CC work_55utqx7tjrft5ojtbr67ypjdye 94 75 φ φ NNP work_55utqx7tjrft5ojtbr67ypjdye 94 76 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 94 77 latent latent NN work_55utqx7tjrft5ojtbr67ypjdye 94 78 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 94 79 i.e. i.e. FW work_55utqx7tjrft5ojtbr67ypjdye 95 1 unobserved unobserved JJ work_55utqx7tjrft5ojtbr67ypjdye 95 2 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 95 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 95 4 that that IN work_55utqx7tjrft5ojtbr67ypjdye 95 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 95 6 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 95 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 95 8 word word NN work_55utqx7tjrft5ojtbr67ypjdye 95 9 dis- dis- NNP work_55utqx7tjrft5ojtbr67ypjdye 95 10 tributions tributions NNP work_55utqx7tjrft5ojtbr67ypjdye 95 11 θ θ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 95 13 φ φ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 14 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 95 15 drawn draw VBN work_55utqx7tjrft5ojtbr67ypjdye 95 16 from from IN work_55utqx7tjrft5ojtbr67ypjdye 95 17 Dirichlet Dirichlet NNP work_55utqx7tjrft5ojtbr67ypjdye 95 18 distri- distri- JJ work_55utqx7tjrft5ojtbr67ypjdye 95 19 butions bution NNS work_55utqx7tjrft5ojtbr67ypjdye 95 20 : : : work_55utqx7tjrft5ojtbr67ypjdye 95 21 θ θ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 22 ∼ ∼ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 23 Dir(α Dir(α NNP work_55utqx7tjrft5ojtbr67ypjdye 95 24 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 95 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 95 26 and and CC work_55utqx7tjrft5ojtbr67ypjdye 95 27 φ φ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 28 ∼ ∼ NNP work_55utqx7tjrft5ojtbr67ypjdye 95 29 Dir(β Dir(β NNP work_55utqx7tjrft5ojtbr67ypjdye 95 30 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 95 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 96 1 Using use VBG work_55utqx7tjrft5ojtbr67ypjdye 96 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 96 3 model model NN work_55utqx7tjrft5ojtbr67ypjdye 96 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 96 5 one one PRP work_55utqx7tjrft5ojtbr67ypjdye 96 6 can can MD work_55utqx7tjrft5ojtbr67ypjdye 96 7 attempt attempt VB work_55utqx7tjrft5ojtbr67ypjdye 96 8 to to TO work_55utqx7tjrft5ojtbr67ypjdye 96 9 infer infer VB work_55utqx7tjrft5ojtbr67ypjdye 96 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 96 11 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 96 12 likely likely JJ work_55utqx7tjrft5ojtbr67ypjdye 96 13 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 96 14 to to TO work_55utqx7tjrft5ojtbr67ypjdye 96 15 generate generate VB work_55utqx7tjrft5ojtbr67ypjdye 96 16 a a DT work_55utqx7tjrft5ojtbr67ypjdye 96 17 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 96 18 for for IN work_55utqx7tjrft5ojtbr67ypjdye 96 19 some some DT work_55utqx7tjrft5ojtbr67ypjdye 96 20 preset preset JJ work_55utqx7tjrft5ojtbr67ypjdye 96 21 number number NN work_55utqx7tjrft5ojtbr67ypjdye 96 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 96 23 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 96 24 K. K. NNP work_55utqx7tjrft5ojtbr67ypjdye 96 25 However however RB work_55utqx7tjrft5ojtbr67ypjdye 96 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 96 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 96 28 optimization optimization NN work_55utqx7tjrft5ojtbr67ypjdye 96 29 problem problem NN work_55utqx7tjrft5ojtbr67ypjdye 96 30 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 96 31 non non JJ work_55utqx7tjrft5ojtbr67ypjdye 96 32 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 96 33 convex convex JJ work_55utqx7tjrft5ojtbr67ypjdye 96 34 and and CC work_55utqx7tjrft5ojtbr67ypjdye 96 35 intractable intractable JJ work_55utqx7tjrft5ojtbr67ypjdye 96 36 to to TO work_55utqx7tjrft5ojtbr67ypjdye 96 37 solve solve VB work_55utqx7tjrft5ojtbr67ypjdye 96 38 analytically analytically RB work_55utqx7tjrft5ojtbr67ypjdye 96 39 , , , work_55utqx7tjrft5ojtbr67ypjdye 96 40 and and CC work_55utqx7tjrft5ojtbr67ypjdye 96 41 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 96 42 thus thus RB work_55utqx7tjrft5ojtbr67ypjdye 96 43 generally generally RB work_55utqx7tjrft5ojtbr67ypjdye 96 44 solved solve VBN work_55utqx7tjrft5ojtbr67ypjdye 96 45 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 96 46 iterative iterative JJ work_55utqx7tjrft5ojtbr67ypjdye 96 47 techniques technique NNS work_55utqx7tjrft5ojtbr67ypjdye 96 48 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 96 49 as as IN work_55utqx7tjrft5ojtbr67ypjdye 96 50 Gibbs gibb NNS work_55utqx7tjrft5ojtbr67ypjdye 96 51 sampling sampling NN work_55utqx7tjrft5ojtbr67ypjdye 96 52 , , , work_55utqx7tjrft5ojtbr67ypjdye 96 53 expectation expectation NN work_55utqx7tjrft5ojtbr67ypjdye 96 54 maximization maximization NN work_55utqx7tjrft5ojtbr67ypjdye 96 55 , , , work_55utqx7tjrft5ojtbr67ypjdye 96 56 or or CC work_55utqx7tjrft5ojtbr67ypjdye 96 57 variational variational JJ work_55utqx7tjrft5ojtbr67ypjdye 96 58 inference inference NN work_55utqx7tjrft5ojtbr67ypjdye 96 59 . . . work_55utqx7tjrft5ojtbr67ypjdye 97 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 97 2 resulting result VBG work_55utqx7tjrft5ojtbr67ypjdye 97 3 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 97 4 fre- fre- NN work_55utqx7tjrft5ojtbr67ypjdye 97 5 quently quently RB work_55utqx7tjrft5ojtbr67ypjdye 97 6 display display VB work_55utqx7tjrft5ojtbr67ypjdye 97 7 themes theme NNS work_55utqx7tjrft5ojtbr67ypjdye 97 8 within within IN work_55utqx7tjrft5ojtbr67ypjdye 97 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 97 10 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 97 11 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 97 12 in in IN work_55utqx7tjrft5ojtbr67ypjdye 97 13 a a DT work_55utqx7tjrft5ojtbr67ypjdye 97 14 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 97 15 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 97 16 can can MD work_55utqx7tjrft5ojtbr67ypjdye 97 17 be be VB work_55utqx7tjrft5ojtbr67ypjdye 97 18 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 97 19 for for IN work_55utqx7tjrft5ojtbr67ypjdye 97 20 classification classification NN work_55utqx7tjrft5ojtbr67ypjdye 97 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 97 22 search search NN work_55utqx7tjrft5ojtbr67ypjdye 97 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 97 24 and and CC work_55utqx7tjrft5ojtbr67ypjdye 97 25 recommendation recommendation NN work_55utqx7tjrft5ojtbr67ypjdye 97 26 systems system NNS work_55utqx7tjrft5ojtbr67ypjdye 97 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 98 1 Because because IN work_55utqx7tjrft5ojtbr67ypjdye 98 2 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 98 3 affects affect VBZ work_55utqx7tjrft5ojtbr67ypjdye 98 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 98 5 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 98 6 distri- distri- NN work_55utqx7tjrft5ojtbr67ypjdye 98 7 289 289 CD work_55utqx7tjrft5ojtbr67ypjdye 98 8 bution bution NN work_55utqx7tjrft5ojtbr67ypjdye 98 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 98 10 a a DT work_55utqx7tjrft5ojtbr67ypjdye 98 11 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 98 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 98 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 98 14 optimal optimal JJ work_55utqx7tjrft5ojtbr67ypjdye 98 15 parameters parameter NNS work_55utqx7tjrft5ojtbr67ypjdye 98 16 of of IN work_55utqx7tjrft5ojtbr67ypjdye 98 17 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 98 18 model model NN work_55utqx7tjrft5ojtbr67ypjdye 98 19 inference inference NN work_55utqx7tjrft5ojtbr67ypjdye 98 20 will will MD work_55utqx7tjrft5ojtbr67ypjdye 98 21 vary vary VB work_55utqx7tjrft5ojtbr67ypjdye 98 22 depending depend VBG work_55utqx7tjrft5ojtbr67ypjdye 98 23 on on IN work_55utqx7tjrft5ojtbr67ypjdye 98 24 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 98 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 99 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 99 2 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 99 3 adaptive adaptive JJ work_55utqx7tjrft5ojtbr67ypjdye 99 4 optimization optimization NN work_55utqx7tjrft5ojtbr67ypjdye 99 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 99 6 both both CC work_55utqx7tjrft5ojtbr67ypjdye 99 7 Dirichlet Dirichlet NNP work_55utqx7tjrft5ojtbr67ypjdye 99 8 hy- hy- JJ work_55utqx7tjrft5ojtbr67ypjdye 99 9 perparameters perparameter NNS work_55utqx7tjrft5ojtbr67ypjdye 99 10 α α NNP work_55utqx7tjrft5ojtbr67ypjdye 99 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 99 12 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 99 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 100 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 100 2 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 100 3 an an DT work_55utqx7tjrft5ojtbr67ypjdye 100 4 asymmetric asymmetric NN work_55utqx7tjrft5ojtbr67ypjdye 100 5 α α NN work_55utqx7tjrft5ojtbr67ypjdye 100 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 100 7 symmetric symmetric JJ work_55utqx7tjrft5ojtbr67ypjdye 100 8 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 100 9 to to TO work_55utqx7tjrft5ojtbr67ypjdye 100 10 obtain obtain VB work_55utqx7tjrft5ojtbr67ypjdye 100 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 100 12 best good JJS work_55utqx7tjrft5ojtbr67ypjdye 100 13 model model NN work_55utqx7tjrft5ojtbr67ypjdye 100 14 fit fit NN work_55utqx7tjrft5ojtbr67ypjdye 100 15 in in IN work_55utqx7tjrft5ojtbr67ypjdye 100 16 ac- ac- DT work_55utqx7tjrft5ojtbr67ypjdye 100 17 cordance cordance NN work_55utqx7tjrft5ojtbr67ypjdye 100 18 with with IN work_55utqx7tjrft5ojtbr67ypjdye 100 19 Wallach Wallach NNP work_55utqx7tjrft5ojtbr67ypjdye 100 20 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 100 21 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 100 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 101 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 101 2 2009 2009 CD work_55utqx7tjrft5ojtbr67ypjdye 101 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 101 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 102 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 102 2 order order NN work_55utqx7tjrft5ojtbr67ypjdye 102 3 to to TO work_55utqx7tjrft5ojtbr67ypjdye 102 4 test test VB work_55utqx7tjrft5ojtbr67ypjdye 102 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 102 6 various various JJ work_55utqx7tjrft5ojtbr67ypjdye 102 7 word word NN work_55utqx7tjrft5ojtbr67ypjdye 102 8 normalization normalization NN work_55utqx7tjrft5ojtbr67ypjdye 102 9 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 102 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 102 11 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 102 12 used use VBD work_55utqx7tjrft5ojtbr67ypjdye 102 13 an an DT work_55utqx7tjrft5ojtbr67ypjdye 102 14 existing exist VBG work_55utqx7tjrft5ojtbr67ypjdye 102 15 Python Python NNP work_55utqx7tjrft5ojtbr67ypjdye 102 16 library library NN work_55utqx7tjrft5ojtbr67ypjdye 102 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 102 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 102 19 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 102 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 102 21 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 102 22 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 102 23 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 102 24 , , , work_55utqx7tjrft5ojtbr67ypjdye 102 25 and and CC work_55utqx7tjrft5ojtbr67ypjdye 102 26 both both CC work_55utqx7tjrft5ojtbr67ypjdye 102 27 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 102 28 algorithms algorithm NNS work_55utqx7tjrft5ojtbr67ypjdye 102 29 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 102 30 Chaput Chaput NNP work_55utqx7tjrft5ojtbr67ypjdye 102 31 , , , work_55utqx7tjrft5ojtbr67ypjdye 102 32 2010 2010 CD work_55utqx7tjrft5ojtbr67ypjdye 102 33 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 102 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 102 35 modified modify VBN work_55utqx7tjrft5ojtbr67ypjdye 102 36 to to TO work_55utqx7tjrft5ojtbr67ypjdye 102 37 correct correct VB work_55utqx7tjrft5ojtbr67ypjdye 102 38 errors error NNS work_55utqx7tjrft5ojtbr67ypjdye 102 39 in in IN work_55utqx7tjrft5ojtbr67ypjdye 102 40 im- im- JJ work_55utqx7tjrft5ojtbr67ypjdye 102 41 plementation plementation NN work_55utqx7tjrft5ojtbr67ypjdye 102 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 103 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 103 2 implemented implement VBD work_55utqx7tjrft5ojtbr67ypjdye 103 3 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 103 4 own own JJ work_55utqx7tjrft5ojtbr67ypjdye 103 5 trunca- trunca- JJ work_55utqx7tjrft5ojtbr67ypjdye 103 6 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 103 7 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 103 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 103 9 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 103 10 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 103 11 removal removal NN work_55utqx7tjrft5ojtbr67ypjdye 103 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 103 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 104 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 104 2 applied apply VBD work_55utqx7tjrft5ojtbr67ypjdye 104 3 each each DT work_55utqx7tjrft5ojtbr67ypjdye 104 4 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 104 5 to to IN work_55utqx7tjrft5ojtbr67ypjdye 104 6 each each DT work_55utqx7tjrft5ojtbr67ypjdye 104 7 word word NN work_55utqx7tjrft5ojtbr67ypjdye 104 8 token token VBN work_55utqx7tjrft5ojtbr67ypjdye 104 9 in in IN work_55utqx7tjrft5ojtbr67ypjdye 104 10 four four CD work_55utqx7tjrft5ojtbr67ypjdye 104 11 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 104 12 : : : work_55utqx7tjrft5ojtbr67ypjdye 104 13 articles article NNS work_55utqx7tjrft5ojtbr67ypjdye 104 14 from from IN work_55utqx7tjrft5ojtbr67ypjdye 104 15 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 104 16 in in IN work_55utqx7tjrft5ojtbr67ypjdye 104 17 early early JJ work_55utqx7tjrft5ojtbr67ypjdye 104 18 2015,2 2015,2 CD work_55utqx7tjrft5ojtbr67ypjdye 104 19 articles article NNS work_55utqx7tjrft5ojtbr67ypjdye 104 20 from from IN work_55utqx7tjrft5ojtbr67ypjdye 104 21 The the DT work_55utqx7tjrft5ojtbr67ypjdye 104 22 New New NNP work_55utqx7tjrft5ojtbr67ypjdye 104 23 York York NNP work_55utqx7tjrft5ojtbr67ypjdye 104 24 Times Times NNP work_55utqx7tjrft5ojtbr67ypjdye 104 25 in in IN work_55utqx7tjrft5ojtbr67ypjdye 104 26 2007 2007 CD work_55utqx7tjrft5ojtbr67ypjdye 104 27 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 104 28 Sandhaus Sandhaus NNP work_55utqx7tjrft5ojtbr67ypjdye 104 29 , , , work_55utqx7tjrft5ojtbr67ypjdye 104 30 2008 2008 CD work_55utqx7tjrft5ojtbr67ypjdye 104 31 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 104 32 , , , work_55utqx7tjrft5ojtbr67ypjdye 104 33 bi- bi- VB work_55utqx7tjrft5ojtbr67ypjdye 104 34 ographies ographie NNS work_55utqx7tjrft5ojtbr67ypjdye 104 35 from from IN work_55utqx7tjrft5ojtbr67ypjdye 104 36 IMDb,3 IMDb,3 NNS work_55utqx7tjrft5ojtbr67ypjdye 104 37 and and CC work_55utqx7tjrft5ojtbr67ypjdye 104 38 reviews review NNS work_55utqx7tjrft5ojtbr67ypjdye 104 39 from from IN work_55utqx7tjrft5ojtbr67ypjdye 104 40 the the DT work_55utqx7tjrft5ojtbr67ypjdye 104 41 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 104 42 Dataset Dataset NNP work_55utqx7tjrft5ojtbr67ypjdye 104 43 Challenge.4 Challenge.4 NNP work_55utqx7tjrft5ojtbr67ypjdye 104 44 Corpora Corpora NNP work_55utqx7tjrft5ojtbr67ypjdye 104 45 were be VBD work_55utqx7tjrft5ojtbr67ypjdye 104 46 partitioned partition VBN work_55utqx7tjrft5ojtbr67ypjdye 104 47 into into IN work_55utqx7tjrft5ojtbr67ypjdye 104 48 75 75 CD work_55utqx7tjrft5ojtbr67ypjdye 104 49 % % NN work_55utqx7tjrft5ojtbr67ypjdye 104 50 training training NN work_55utqx7tjrft5ojtbr67ypjdye 104 51 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 104 52 , , , work_55utqx7tjrft5ojtbr67ypjdye 104 53 25 25 CD work_55utqx7tjrft5ojtbr67ypjdye 104 54 % % NN work_55utqx7tjrft5ojtbr67ypjdye 104 55 test test NN work_55utqx7tjrft5ojtbr67ypjdye 104 56 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 104 57 and and CC work_55utqx7tjrft5ojtbr67ypjdye 104 58 lower lower RBR work_55utqx7tjrft5ojtbr67ypjdye 104 59 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 104 60 cased case VBN work_55utqx7tjrft5ojtbr67ypjdye 104 61 before before IN work_55utqx7tjrft5ojtbr67ypjdye 104 62 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 104 63 , , , work_55utqx7tjrft5ojtbr67ypjdye 104 64 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 104 65 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 104 66 performed perform VBN work_55utqx7tjrft5ojtbr67ypjdye 104 67 per per IN work_55utqx7tjrft5ojtbr67ypjdye 104 68 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 104 69 sentence sentence NN work_55utqx7tjrft5ojtbr67ypjdye 104 70 on on IN work_55utqx7tjrft5ojtbr67ypjdye 104 71 lower lower RBR work_55utqx7tjrft5ojtbr67ypjdye 104 72 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 104 73 cased case VBN work_55utqx7tjrft5ojtbr67ypjdye 104 74 text text NN work_55utqx7tjrft5ojtbr67ypjdye 104 75 . . . work_55utqx7tjrft5ojtbr67ypjdye 105 1 After after IN work_55utqx7tjrft5ojtbr67ypjdye 105 2 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 105 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 105 4 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 105 5 remove remove VBP work_55utqx7tjrft5ojtbr67ypjdye 105 6 stopwords stopword NNS work_55utqx7tjrft5ojtbr67ypjdye 105 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 105 8 digits digit NNS work_55utqx7tjrft5ojtbr67ypjdye 105 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 105 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 105 11 punctuation punctuation NN work_55utqx7tjrft5ojtbr67ypjdye 105 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 106 1 Ta- Ta- NNP work_55utqx7tjrft5ojtbr67ypjdye 106 2 ble ble NNP work_55utqx7tjrft5ojtbr67ypjdye 106 3 2 2 CD work_55utqx7tjrft5ojtbr67ypjdye 106 4 shows show VBZ work_55utqx7tjrft5ojtbr67ypjdye 106 5 details detail NNS work_55utqx7tjrft5ojtbr67ypjdye 106 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 106 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 106 8 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 106 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 106 11 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 106 12 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 106 13 shows show VBZ work_55utqx7tjrft5ojtbr67ypjdye 106 14 examples example NNS work_55utqx7tjrft5ojtbr67ypjdye 106 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 106 16 each each DT work_55utqx7tjrft5ojtbr67ypjdye 106 17 treatment.5 treatment.5 UH work_55utqx7tjrft5ojtbr67ypjdye 106 18 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 106 19 train train VBP work_55utqx7tjrft5ojtbr67ypjdye 106 20 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 106 21 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 106 22 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 106 23 MALLET MALLET NNP work_55utqx7tjrft5ojtbr67ypjdye 106 24 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 106 25 McCallum McCallum NNP work_55utqx7tjrft5ojtbr67ypjdye 106 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 27 2002 2002 CD work_55utqx7tjrft5ojtbr67ypjdye 106 28 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 106 29 for for IN work_55utqx7tjrft5ojtbr67ypjdye 106 30 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 106 31 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 106 32 10 10 CD work_55utqx7tjrft5ojtbr67ypjdye 106 33 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 34 50 50 CD work_55utqx7tjrft5ojtbr67ypjdye 106 35 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 36 and and CC work_55utqx7tjrft5ojtbr67ypjdye 106 37 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 106 38 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 39 with with IN work_55utqx7tjrft5ojtbr67ypjdye 106 40 at at RB work_55utqx7tjrft5ojtbr67ypjdye 106 41 least least RBS work_55utqx7tjrft5ojtbr67ypjdye 106 42 nine nine CD work_55utqx7tjrft5ojtbr67ypjdye 106 43 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 106 44 for for IN work_55utqx7tjrft5ojtbr67ypjdye 106 45 each each DT work_55utqx7tjrft5ojtbr67ypjdye 106 46 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 106 47 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 48 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 106 49 , , , work_55utqx7tjrft5ojtbr67ypjdye 106 50 and and CC work_55utqx7tjrft5ojtbr67ypjdye 106 51 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 106 52 combination combination NN work_55utqx7tjrft5ojtbr67ypjdye 106 53 . . . work_55utqx7tjrft5ojtbr67ypjdye 107 1 Training Training NNP work_55utqx7tjrft5ojtbr67ypjdye 107 2 Data Data NNPS work_55utqx7tjrft5ojtbr67ypjdye 107 3 Evaluation Evaluation NNP work_55utqx7tjrft5ojtbr67ypjdye 107 4 Data Data NNP work_55utqx7tjrft5ojtbr67ypjdye 107 5 Corpus Corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 107 6 # # , work_55utqx7tjrft5ojtbr67ypjdye 107 7 docs doc VBZ work_55utqx7tjrft5ojtbr67ypjdye 107 8 # # NN work_55utqx7tjrft5ojtbr67ypjdye 107 9 toks tok VBZ work_55utqx7tjrft5ojtbr67ypjdye 107 10 # # $ work_55utqx7tjrft5ojtbr67ypjdye 107 11 docs doc NNS work_55utqx7tjrft5ojtbr67ypjdye 107 12 # # NN work_55utqx7tjrft5ojtbr67ypjdye 107 13 toks tok VBZ work_55utqx7tjrft5ojtbr67ypjdye 107 14 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 107 15 articles article NNS work_55utqx7tjrft5ojtbr67ypjdye 107 16 17.1 17.1 CD work_55utqx7tjrft5ojtbr67ypjdye 107 17 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 18 58.4 58.4 CD work_55utqx7tjrft5ojtbr67ypjdye 107 19 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 20 5.7 5.7 CD work_55utqx7tjrft5ojtbr67ypjdye 107 21 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 22 19.5 19.5 CD work_55utqx7tjrft5ojtbr67ypjdye 107 23 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 24 IMDb IMDb NNP work_55utqx7tjrft5ojtbr67ypjdye 107 25 bios bio NNS work_55utqx7tjrft5ojtbr67ypjdye 107 26 84.6 84.6 CD work_55utqx7tjrft5ojtbr67ypjdye 107 27 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 107 28 9.13 9.13 CD work_55utqx7tjrft5ojtbr67ypjdye 107 29 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 30 28.2 28.2 CD work_55utqx7tjrft5ojtbr67ypjdye 107 31 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 32 3.05 3.05 CD work_55utqx7tjrft5ojtbr67ypjdye 107 33 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 34 NYT NYT NNP work_55utqx7tjrft5ojtbr67ypjdye 107 35 articles article VBZ work_55utqx7tjrft5ojtbr67ypjdye 107 36 29.4 29.4 CD work_55utqx7tjrft5ojtbr67ypjdye 107 37 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 38 8.81 8.81 CD work_55utqx7tjrft5ojtbr67ypjdye 107 39 M m NN work_55utqx7tjrft5ojtbr67ypjdye 107 40 9.79 9.79 CD work_55utqx7tjrft5ojtbr67ypjdye 107 41 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 42 2.98 2.98 CD work_55utqx7tjrft5ojtbr67ypjdye 107 43 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 44 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 107 45 reviews review VBZ work_55utqx7tjrft5ojtbr67ypjdye 107 46 844 844 CD work_55utqx7tjrft5ojtbr67ypjdye 107 47 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 48 43.1 43.1 CD work_55utqx7tjrft5ojtbr67ypjdye 107 49 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 50 281 281 CD work_55utqx7tjrft5ojtbr67ypjdye 107 51 K k NN work_55utqx7tjrft5ojtbr67ypjdye 107 52 14.4 14.4 CD work_55utqx7tjrft5ojtbr67ypjdye 107 53 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 107 54 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 107 55 2 2 CD work_55utqx7tjrft5ojtbr67ypjdye 107 56 : : : work_55utqx7tjrft5ojtbr67ypjdye 107 57 Training training NN work_55utqx7tjrft5ojtbr67ypjdye 107 58 and and CC work_55utqx7tjrft5ojtbr67ypjdye 107 59 test test NN work_55utqx7tjrft5ojtbr67ypjdye 107 60 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 107 61 represent represent VBP work_55utqx7tjrft5ojtbr67ypjdye 107 62 considerable considerable JJ work_55utqx7tjrft5ojtbr67ypjdye 107 63 variance variance NN work_55utqx7tjrft5ojtbr67ypjdye 107 64 in in IN work_55utqx7tjrft5ojtbr67ypjdye 107 65 content content NN work_55utqx7tjrft5ojtbr67ypjdye 107 66 , , , work_55utqx7tjrft5ojtbr67ypjdye 107 67 size size NN work_55utqx7tjrft5ojtbr67ypjdye 107 68 of of IN work_55utqx7tjrft5ojtbr67ypjdye 107 69 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 107 70 , , , work_55utqx7tjrft5ojtbr67ypjdye 107 71 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 107 72 length length NN work_55utqx7tjrft5ojtbr67ypjdye 107 73 of of IN work_55utqx7tjrft5ojtbr67ypjdye 107 74 doc- doc- NN work_55utqx7tjrft5ojtbr67ypjdye 107 75 ument ument NN work_55utqx7tjrft5ojtbr67ypjdye 107 76 , , , work_55utqx7tjrft5ojtbr67ypjdye 107 77 and and CC work_55utqx7tjrft5ojtbr67ypjdye 107 78 proportion proportion NN work_55utqx7tjrft5ojtbr67ypjdye 107 79 of of IN work_55utqx7tjrft5ojtbr67ypjdye 107 80 training training NN work_55utqx7tjrft5ojtbr67ypjdye 107 81 to to TO work_55utqx7tjrft5ojtbr67ypjdye 107 82 test test VB work_55utqx7tjrft5ojtbr67ypjdye 107 83 data datum NNS work_55utqx7tjrft5ojtbr67ypjdye 107 84 . . . work_55utqx7tjrft5ojtbr67ypjdye 108 1 4 4 LS work_55utqx7tjrft5ojtbr67ypjdye 108 2 Evaluations evaluation NNS work_55utqx7tjrft5ojtbr67ypjdye 108 3 In in IN work_55utqx7tjrft5ojtbr67ypjdye 108 4 order order NN work_55utqx7tjrft5ojtbr67ypjdye 108 5 to to TO work_55utqx7tjrft5ojtbr67ypjdye 108 6 evaluate evaluate VB work_55utqx7tjrft5ojtbr67ypjdye 108 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 108 8 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 108 9 between between IN work_55utqx7tjrft5ojtbr67ypjdye 108 10 confla- confla- JJ work_55utqx7tjrft5ojtbr67ypjdye 108 11 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 108 12 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 108 13 of of IN work_55utqx7tjrft5ojtbr67ypjdye 108 14 these these DT work_55utqx7tjrft5ojtbr67ypjdye 108 15 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 108 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 108 17 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 108 18 want want VBP work_55utqx7tjrft5ojtbr67ypjdye 108 19 to to TO work_55utqx7tjrft5ojtbr67ypjdye 108 20 look look VB work_55utqx7tjrft5ojtbr67ypjdye 108 21 at at IN work_55utqx7tjrft5ojtbr67ypjdye 108 22 a a DT work_55utqx7tjrft5ojtbr67ypjdye 108 23 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 108 24 of of IN work_55utqx7tjrft5ojtbr67ypjdye 108 25 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 108 26 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 108 27 of of IN work_55utqx7tjrft5ojtbr67ypjdye 108 28 evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 108 29 of of IN work_55utqx7tjrft5ojtbr67ypjdye 108 30 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 108 31 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 108 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 109 1 Unfortunately unfortunately RB work_55utqx7tjrft5ojtbr67ypjdye 109 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 109 3 as as IN work_55utqx7tjrft5ojtbr67ypjdye 109 4 described describe VBN work_55utqx7tjrft5ojtbr67ypjdye 109 5 later later RB work_55utqx7tjrft5ojtbr67ypjdye 109 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 109 7 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 109 8 2Retrieved 2retrieve VBN work_55utqx7tjrft5ojtbr67ypjdye 109 9 from from IN work_55utqx7tjrft5ojtbr67ypjdye 109 10 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 109 11 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 109 12 http://www.arxiv.org http://www.arxiv.org NNP work_55utqx7tjrft5ojtbr67ypjdye 109 13 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 109 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 110 1 3Courtesy 3courtesy NN work_55utqx7tjrft5ojtbr67ypjdye 110 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 110 3 IMDb IMDb NNS work_55utqx7tjrft5ojtbr67ypjdye 110 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 110 5 http://www.imdb.com http://www.imdb.com ADD work_55utqx7tjrft5ojtbr67ypjdye 110 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 110 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 111 1 4Retrieved 4retrieved JJ work_55utqx7tjrft5ojtbr67ypjdye 111 2 from from IN work_55utqx7tjrft5ojtbr67ypjdye 111 3 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 111 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 111 5 http://www.yelp.com/ http://www.yelp.com/ NNP work_55utqx7tjrft5ojtbr67ypjdye 111 6 dataset_challenge dataset_challenge NNP work_55utqx7tjrft5ojtbr67ypjdye 111 7 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 111 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 112 1 5Our 5our CD work_55utqx7tjrft5ojtbr67ypjdye 112 2 code code NN work_55utqx7tjrft5ojtbr67ypjdye 112 3 can can MD work_55utqx7tjrft5ojtbr67ypjdye 112 4 be be VB work_55utqx7tjrft5ojtbr67ypjdye 112 5 found find VBN work_55utqx7tjrft5ojtbr67ypjdye 112 6 at at IN work_55utqx7tjrft5ojtbr67ypjdye 112 7 https://github.com/ https://github.com/ CD work_55utqx7tjrft5ojtbr67ypjdye 112 8 heraldicsandfox heraldicsandfox NNP work_55utqx7tjrft5ojtbr67ypjdye 112 9 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 112 10 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 112 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 113 1 evaluations evaluation NNS work_55utqx7tjrft5ojtbr67ypjdye 113 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 113 3 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 113 4 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 113 5 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 113 6 as as IN work_55utqx7tjrft5ojtbr67ypjdye 113 7 held hold VBN work_55utqx7tjrft5ojtbr67ypjdye 113 8 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 113 9 out out RP work_55utqx7tjrft5ojtbr67ypjdye 113 10 likeli- likeli- JJ work_55utqx7tjrft5ojtbr67ypjdye 113 11 hood hood NN work_55utqx7tjrft5ojtbr67ypjdye 113 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 113 13 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 113 14 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 113 15 implicitly implicitly RB work_55utqx7tjrft5ojtbr67ypjdye 113 16 affected affect VBN work_55utqx7tjrft5ojtbr67ypjdye 113 17 by by IN work_55utqx7tjrft5ojtbr67ypjdye 113 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 113 19 size size NN work_55utqx7tjrft5ojtbr67ypjdye 113 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 113 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 113 22 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 113 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 114 1 To to TO work_55utqx7tjrft5ojtbr67ypjdye 114 2 be be VB work_55utqx7tjrft5ojtbr67ypjdye 114 3 able able JJ work_55utqx7tjrft5ojtbr67ypjdye 114 4 to to TO work_55utqx7tjrft5ojtbr67ypjdye 114 5 compare compare VB work_55utqx7tjrft5ojtbr67ypjdye 114 6 dif- dif- RP work_55utqx7tjrft5ojtbr67ypjdye 114 7 ferent ferent JJ work_55utqx7tjrft5ojtbr67ypjdye 114 8 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 114 9 without without IN work_55utqx7tjrft5ojtbr67ypjdye 114 10 simply simply RB work_55utqx7tjrft5ojtbr67ypjdye 114 11 favoring favor VBG work_55utqx7tjrft5ojtbr67ypjdye 114 12 the the DT work_55utqx7tjrft5ojtbr67ypjdye 114 13 maxi- maxi- NN work_55utqx7tjrft5ojtbr67ypjdye 114 14 mum mum NNP work_55utqx7tjrft5ojtbr67ypjdye 114 15 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 114 16 vocabulary vocabulary JJ work_55utqx7tjrft5ojtbr67ypjdye 114 17 reduction reduction NN work_55utqx7tjrft5ojtbr67ypjdye 114 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 114 19 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 114 20 create create VBP work_55utqx7tjrft5ojtbr67ypjdye 114 21 mod- mod- NN work_55utqx7tjrft5ojtbr67ypjdye 114 22 ified ifie VBD work_55utqx7tjrft5ojtbr67ypjdye 114 23 versions version NNS work_55utqx7tjrft5ojtbr67ypjdye 114 24 of of IN work_55utqx7tjrft5ojtbr67ypjdye 114 25 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 114 26 existing exist VBG work_55utqx7tjrft5ojtbr67ypjdye 114 27 classic classic JJ work_55utqx7tjrft5ojtbr67ypjdye 114 28 evaluations evaluation NNS work_55utqx7tjrft5ojtbr67ypjdye 114 29 as as RB work_55utqx7tjrft5ojtbr67ypjdye 114 30 well well RB work_55utqx7tjrft5ojtbr67ypjdye 114 31 as as IN work_55utqx7tjrft5ojtbr67ypjdye 114 32 new new JJ work_55utqx7tjrft5ojtbr67ypjdye 114 33 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 114 34 for for IN work_55utqx7tjrft5ojtbr67ypjdye 114 35 understanding understand VBG work_55utqx7tjrft5ojtbr67ypjdye 114 36 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 114 37 in in IN work_55utqx7tjrft5ojtbr67ypjdye 114 38 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 114 39 at at IN work_55utqx7tjrft5ojtbr67ypjdye 114 40 the the DT work_55utqx7tjrft5ojtbr67ypjdye 114 41 level level NN work_55utqx7tjrft5ojtbr67ypjdye 114 42 of of IN work_55utqx7tjrft5ojtbr67ypjdye 114 43 word word NN work_55utqx7tjrft5ojtbr67ypjdye 114 44 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 114 45 instead instead RB work_55utqx7tjrft5ojtbr67ypjdye 114 46 of of IN work_55utqx7tjrft5ojtbr67ypjdye 114 47 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 114 48 . . . work_55utqx7tjrft5ojtbr67ypjdye 115 1 4.1 4.1 CD work_55utqx7tjrft5ojtbr67ypjdye 115 2 Held hold VBN work_55utqx7tjrft5ojtbr67ypjdye 115 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 115 4 Out out RP work_55utqx7tjrft5ojtbr67ypjdye 115 5 Likelihood Likelihood NNP work_55utqx7tjrft5ojtbr67ypjdye 115 6 Strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 115 7 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 115 8 can can MD work_55utqx7tjrft5ojtbr67ypjdye 115 9 improve improve VB work_55utqx7tjrft5ojtbr67ypjdye 115 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 115 11 joint joint JJ work_55utqx7tjrft5ojtbr67ypjdye 115 12 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 115 13 of of IN work_55utqx7tjrft5ojtbr67ypjdye 115 14 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 115 15 occurring occur VBG work_55utqx7tjrft5ojtbr67ypjdye 115 16 without without IN work_55utqx7tjrft5ojtbr67ypjdye 115 17 improving improve VBG work_55utqx7tjrft5ojtbr67ypjdye 115 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 115 19 qual- qual- JJ work_55utqx7tjrft5ojtbr67ypjdye 115 20 ity ity NN work_55utqx7tjrft5ojtbr67ypjdye 115 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 115 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 115 23 model model NN work_55utqx7tjrft5ojtbr67ypjdye 115 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 116 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 116 2 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 116 3 reduce reduce VBP work_55utqx7tjrft5ojtbr67ypjdye 116 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 116 5 size size NN work_55utqx7tjrft5ojtbr67ypjdye 116 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 116 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 116 8 vo- vo- JJ work_55utqx7tjrft5ojtbr67ypjdye 116 9 cabulary cabulary NN work_55utqx7tjrft5ojtbr67ypjdye 116 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 116 11 each each DT work_55utqx7tjrft5ojtbr67ypjdye 116 12 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 116 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 116 14 word word NN work_55utqx7tjrft5ojtbr67ypjdye 116 15 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 116 16 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 116 17 spread spread VBN work_55utqx7tjrft5ojtbr67ypjdye 116 18 over over IN work_55utqx7tjrft5ojtbr67ypjdye 116 19 fewer few JJR work_55utqx7tjrft5ojtbr67ypjdye 116 20 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 116 21 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 116 22 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 116 23 at at IN work_55utqx7tjrft5ojtbr67ypjdye 116 24 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 116 25 extreme extreme NN work_55utqx7tjrft5ojtbr67ypjdye 116 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 116 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 116 28 probabil- probabil- JJ work_55utqx7tjrft5ojtbr67ypjdye 116 29 ity ity NN work_55utqx7tjrft5ojtbr67ypjdye 116 30 of of IN work_55utqx7tjrft5ojtbr67ypjdye 116 31 any any DT work_55utqx7tjrft5ojtbr67ypjdye 116 32 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 116 33 under under IN work_55utqx7tjrft5ojtbr67ypjdye 116 34 a a DT work_55utqx7tjrft5ojtbr67ypjdye 116 35 zero zero CD work_55utqx7tjrft5ojtbr67ypjdye 116 36 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 116 37 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 116 38 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 116 39 would would MD work_55utqx7tjrft5ojtbr67ypjdye 116 40 be be VB work_55utqx7tjrft5ojtbr67ypjdye 116 41 1.0 1.0 CD work_55utqx7tjrft5ojtbr67ypjdye 116 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 117 1 Experiments experiment NNS work_55utqx7tjrft5ojtbr67ypjdye 117 2 confirmed confirm VBD work_55utqx7tjrft5ojtbr67ypjdye 117 3 that that IN work_55utqx7tjrft5ojtbr67ypjdye 117 4 for for IN work_55utqx7tjrft5ojtbr67ypjdye 117 5 these these DT work_55utqx7tjrft5ojtbr67ypjdye 117 6 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 117 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 117 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 9 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 117 10 held hold VBN work_55utqx7tjrft5ojtbr67ypjdye 117 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 117 12 out out RP work_55utqx7tjrft5ojtbr67ypjdye 117 13 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 117 14 score score NN work_55utqx7tjrft5ojtbr67ypjdye 117 15 L L NNP work_55utqx7tjrft5ojtbr67ypjdye 117 16 of of IN work_55utqx7tjrft5ojtbr67ypjdye 117 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 18 test test NN work_55utqx7tjrft5ojtbr67ypjdye 117 19 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 117 20 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 117 21 on on IN work_55utqx7tjrft5ojtbr67ypjdye 117 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 23 trained train VBN work_55utqx7tjrft5ojtbr67ypjdye 117 24 model model NN work_55utqx7tjrft5ojtbr67ypjdye 117 25 ordered order VBD work_55utqx7tjrft5ojtbr67ypjdye 117 26 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 117 27 by by IN work_55utqx7tjrft5ojtbr67ypjdye 117 28 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 117 29 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 117 30 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 117 31 reduce reduce VBP work_55utqx7tjrft5ojtbr67ypjdye 117 32 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 33 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 117 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 117 35 assigning assign VBG work_55utqx7tjrft5ojtbr67ypjdye 117 36 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 37 highest high JJS work_55utqx7tjrft5ojtbr67ypjdye 117 38 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 117 39 to to IN work_55utqx7tjrft5ojtbr67ypjdye 117 40 those those DT work_55utqx7tjrft5ojtbr67ypjdye 117 41 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 117 42 with with IN work_55utqx7tjrft5ojtbr67ypjdye 117 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 117 44 smallest small JJS work_55utqx7tjrft5ojtbr67ypjdye 117 45 vocabularies vocabulary NNS work_55utqx7tjrft5ojtbr67ypjdye 117 46 . . . work_55utqx7tjrft5ojtbr67ypjdye 118 1 To to TO work_55utqx7tjrft5ojtbr67ypjdye 118 2 account account VB work_55utqx7tjrft5ojtbr67ypjdye 118 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 118 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 118 5 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 118 6 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 118 7 caused cause VBN work_55utqx7tjrft5ojtbr67ypjdye 118 8 by by IN work_55utqx7tjrft5ojtbr67ypjdye 118 9 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 118 10 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 118 11 size size NN work_55utqx7tjrft5ojtbr67ypjdye 118 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 118 13 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 118 14 normalize normalize VBP work_55utqx7tjrft5ojtbr67ypjdye 118 15 a a DT work_55utqx7tjrft5ojtbr67ypjdye 118 16 model model NN work_55utqx7tjrft5ojtbr67ypjdye 118 17 with with IN work_55utqx7tjrft5ojtbr67ypjdye 118 18 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 118 19 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 118 20 by by IN work_55utqx7tjrft5ojtbr67ypjdye 118 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 118 22 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 118 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 118 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 118 25 smoothed smoothed JJ work_55utqx7tjrft5ojtbr67ypjdye 118 26 un- un- CD work_55utqx7tjrft5ojtbr67ypjdye 118 27 igram igram NNP work_55utqx7tjrft5ojtbr67ypjdye 118 28 language language NN work_55utqx7tjrft5ojtbr67ypjdye 118 29 model model NN work_55utqx7tjrft5ojtbr67ypjdye 118 30 with with IN work_55utqx7tjrft5ojtbr67ypjdye 118 31 the the DT work_55utqx7tjrft5ojtbr67ypjdye 118 32 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 118 33 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 118 34 parameter parameter NN work_55utqx7tjrft5ojtbr67ypjdye 118 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 119 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 119 2 calculate calculate VBP work_55utqx7tjrft5ojtbr67ypjdye 119 3 from from IN work_55utqx7tjrft5ojtbr67ypjdye 119 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 119 5 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 119 6 log log NN work_55utqx7tjrft5ojtbr67ypjdye 119 7 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 119 8 Lnorm lnorm IN work_55utqx7tjrft5ojtbr67ypjdye 119 9 a a DT work_55utqx7tjrft5ojtbr67ypjdye 119 10 per per IN work_55utqx7tjrft5ojtbr67ypjdye 119 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 119 12 token token VBN work_55utqx7tjrft5ojtbr67ypjdye 119 13 metric metric JJ work_55utqx7tjrft5ojtbr67ypjdye 119 14 PTLLnorm ptllnorm NN work_55utqx7tjrft5ojtbr67ypjdye 119 15 to to TO work_55utqx7tjrft5ojtbr67ypjdye 119 16 put put VB work_55utqx7tjrft5ojtbr67ypjdye 119 17 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 119 18 of of IN work_55utqx7tjrft5ojtbr67ypjdye 119 19 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 119 20 lengths length NNS work_55utqx7tjrft5ojtbr67ypjdye 119 21 on on IN work_55utqx7tjrft5ojtbr67ypjdye 119 22 a a DT work_55utqx7tjrft5ojtbr67ypjdye 119 23 comparable comparable JJ work_55utqx7tjrft5ojtbr67ypjdye 119 24 scale scale NN work_55utqx7tjrft5ojtbr67ypjdye 119 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 120 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 120 2 com- com- RB work_55utqx7tjrft5ojtbr67ypjdye 120 3 pute pute VBP work_55utqx7tjrft5ojtbr67ypjdye 120 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 120 5 unigram unigram JJ work_55utqx7tjrft5ojtbr67ypjdye 120 6 model model NN work_55utqx7tjrft5ojtbr67ypjdye 120 7 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 120 8 as as IN work_55utqx7tjrft5ojtbr67ypjdye 120 9 a a DT work_55utqx7tjrft5ojtbr67ypjdye 120 10 smoothed smoothed JJ work_55utqx7tjrft5ojtbr67ypjdye 120 11 multinomial multinomial NN work_55utqx7tjrft5ojtbr67ypjdye 120 12 with with IN work_55utqx7tjrft5ojtbr67ypjdye 120 13 prior prior JJ work_55utqx7tjrft5ojtbr67ypjdye 120 14 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 120 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 120 16 number number NN work_55utqx7tjrft5ojtbr67ypjdye 120 17 of of IN work_55utqx7tjrft5ojtbr67ypjdye 120 18 instances instance NNS work_55utqx7tjrft5ojtbr67ypjdye 120 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 120 20 word word NN work_55utqx7tjrft5ojtbr67ypjdye 120 21 type type NN work_55utqx7tjrft5ojtbr67ypjdye 120 22 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 120 23 in in IN work_55utqx7tjrft5ojtbr67ypjdye 120 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 120 25 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 120 26 nw nw NN work_55utqx7tjrft5ojtbr67ypjdye 120 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 120 28 vocabulary vocabulary JJ work_55utqx7tjrft5ojtbr67ypjdye 120 29 size size NN work_55utqx7tjrft5ojtbr67ypjdye 120 30 W w NN work_55utqx7tjrft5ojtbr67ypjdye 120 31 and and CC work_55utqx7tjrft5ojtbr67ypjdye 120 32 total total JJ work_55utqx7tjrft5ojtbr67ypjdye 120 33 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 120 34 count count NN work_55utqx7tjrft5ojtbr67ypjdye 120 35 N N NNP work_55utqx7tjrft5ojtbr67ypjdye 120 36 : : : work_55utqx7tjrft5ojtbr67ypjdye 120 37 Lunigram Lunigram NNP work_55utqx7tjrft5ojtbr67ypjdye 120 38 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 120 39 ∏ ∏ NNP work_55utqx7tjrft5ojtbr67ypjdye 120 40 j j NNP work_55utqx7tjrft5ojtbr67ypjdye 120 41 ∏ ∏ NNP work_55utqx7tjrft5ojtbr67ypjdye 120 42 i i PRP work_55utqx7tjrft5ojtbr67ypjdye 120 43 nwij nwij VBP work_55utqx7tjrft5ojtbr67ypjdye 120 44 + + CC work_55utqx7tjrft5ojtbr67ypjdye 120 45 β β NN work_55utqx7tjrft5ojtbr67ypjdye 120 46 N n NN work_55utqx7tjrft5ojtbr67ypjdye 120 47 + + NNP work_55utqx7tjrft5ojtbr67ypjdye 120 48 Wβ wβ NN work_55utqx7tjrft5ojtbr67ypjdye 120 49 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 120 50 1 1 LS work_55utqx7tjrft5ojtbr67ypjdye 120 51 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 120 52 Lnorm lnorm NN work_55utqx7tjrft5ojtbr67ypjdye 120 53 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 120 54 L L NNP work_55utqx7tjrft5ojtbr67ypjdye 120 55 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 120 56 Lunigram Lunigram NNP work_55utqx7tjrft5ojtbr67ypjdye 120 57 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 120 58 2 2 LS work_55utqx7tjrft5ojtbr67ypjdye 120 59 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 120 60 PTLLnorm ptllnorm NN work_55utqx7tjrft5ojtbr67ypjdye 120 61 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 120 62 log(Lnorm log(lnorm UH work_55utqx7tjrft5ojtbr67ypjdye 120 63 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 120 64 N n NN work_55utqx7tjrft5ojtbr67ypjdye 120 65 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 120 66 logL logl ADD work_55utqx7tjrft5ojtbr67ypjdye 120 67 N N NNP work_55utqx7tjrft5ojtbr67ypjdye 120 68 − − NNP work_55utqx7tjrft5ojtbr67ypjdye 120 69 log(Lunigram log(lunigram NN work_55utqx7tjrft5ojtbr67ypjdye 120 70 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 120 71 N n NN work_55utqx7tjrft5ojtbr67ypjdye 120 72 . . . work_55utqx7tjrft5ojtbr67ypjdye 121 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 121 2 3 3 LS work_55utqx7tjrft5ojtbr67ypjdye 121 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 121 4 Our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 121 5 resulting result VBG work_55utqx7tjrft5ojtbr67ypjdye 121 6 metric metric JJ work_55utqx7tjrft5ojtbr67ypjdye 121 7 measures measure NNS work_55utqx7tjrft5ojtbr67ypjdye 121 8 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 121 9 much much RB work_55utqx7tjrft5ojtbr67ypjdye 121 10 on on IN work_55utqx7tjrft5ojtbr67ypjdye 121 11 aver- aver- JJ work_55utqx7tjrft5ojtbr67ypjdye 121 12 age age NN work_55utqx7tjrft5ojtbr67ypjdye 121 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 121 14 introduction introduction NN work_55utqx7tjrft5ojtbr67ypjdye 121 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 121 16 multiple multiple JJ work_55utqx7tjrft5ojtbr67ypjdye 121 17 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 121 18 improves improve VBZ work_55utqx7tjrft5ojtbr67ypjdye 121 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 121 20 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 121 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 121 22 each each DT work_55utqx7tjrft5ojtbr67ypjdye 121 23 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 121 24 occurring occurring NN work_55utqx7tjrft5ojtbr67ypjdye 121 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 122 1 4.2 4.2 CD work_55utqx7tjrft5ojtbr67ypjdye 122 2 Topic Topic NNP work_55utqx7tjrft5ojtbr67ypjdye 122 3 Coherence Coherence NNP work_55utqx7tjrft5ojtbr67ypjdye 122 4 Though though IN work_55utqx7tjrft5ojtbr67ypjdye 122 5 log log NN work_55utqx7tjrft5ojtbr67ypjdye 122 6 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 122 7 describes describe VBZ work_55utqx7tjrft5ojtbr67ypjdye 122 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 122 9 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 122 10 like- like- JJ work_55utqx7tjrft5ojtbr67ypjdye 122 11 lihood lihood NN work_55utqx7tjrft5ojtbr67ypjdye 122 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 122 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 122 14 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 122 15 model model NN work_55utqx7tjrft5ojtbr67ypjdye 122 16 generating generate VBG work_55utqx7tjrft5ojtbr67ypjdye 122 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 122 18 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 122 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 122 20 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 122 21 290 290 CD work_55utqx7tjrft5ojtbr67ypjdye 122 22 http://www.arxiv.org http://www.arxiv.org NNS work_55utqx7tjrft5ojtbr67ypjdye 122 23 http://www.imdb.com http://www.imdb.com ADD work_55utqx7tjrft5ojtbr67ypjdye 122 24 http://www.yelp.com/dataset_challenge http://www.yelp.com/dataset_challenge NN work_55utqx7tjrft5ojtbr67ypjdye 122 25 http://www.yelp.com/dataset_challenge http://www.yelp.com/dataset_challenge VBP work_55utqx7tjrft5ojtbr67ypjdye 122 26 https://github.com/heraldicsandfox/stemmers https://github.com/heraldicsandfox/stemmers NNP work_55utqx7tjrft5ojtbr67ypjdye 122 27 https://github.com/heraldicsandfox/stemmers https://github.com/heraldicsandfox/stemmers NNP work_55utqx7tjrft5ojtbr67ypjdye 122 28 Original Original NNP work_55utqx7tjrft5ojtbr67ypjdye 122 29 This this DT work_55utqx7tjrft5ojtbr67ypjdye 122 30 location location NN work_55utqx7tjrft5ojtbr67ypjdye 122 31 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 122 32 not not RB work_55utqx7tjrft5ojtbr67ypjdye 122 33 have have VB work_55utqx7tjrft5ojtbr67ypjdye 122 34 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 122 35 service service NN work_55utqx7tjrft5ojtbr67ypjdye 122 36 . . . work_55utqx7tjrft5ojtbr67ypjdye 123 1 Went go VBD work_55utqx7tjrft5ojtbr67ypjdye 123 2 through through IN work_55utqx7tjrft5ojtbr67ypjdye 123 3 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 123 4 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 123 5 through through NN work_55utqx7tjrft5ojtbr67ypjdye 123 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 123 7 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 123 8 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 123 9 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 123 10 drinks drink NNS work_55utqx7tjrft5ojtbr67ypjdye 123 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 123 12 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 123 13 sides side NNS work_55utqx7tjrft5ojtbr67ypjdye 123 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 124 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 124 2 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 3 were be VBD work_55utqx7tjrft5ojtbr67ypjdye 124 4 preparing prepare VBG work_55utqx7tjrft5ojtbr67ypjdye 124 5 what what WP work_55utqx7tjrft5ojtbr67ypjdye 124 6 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 7 forgot forgot VBP work_55utqx7tjrft5ojtbr67ypjdye 124 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 124 9 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 10 could could MD work_55utqx7tjrft5ojtbr67ypjdye 124 11 see see VB work_55utqx7tjrft5ojtbr67ypjdye 124 12 another another DT work_55utqx7tjrft5ojtbr67ypjdye 124 13 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 124 14 who who WP work_55utqx7tjrft5ojtbr67ypjdye 124 15 had have VBD work_55utqx7tjrft5ojtbr67ypjdye 124 16 her -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 17 back back RB work_55utqx7tjrft5ojtbr67ypjdye 124 18 to to IN work_55utqx7tjrft5ojtbr67ypjdye 124 19 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 124 21 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 22 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 124 23 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 124 24 that that IN work_55utqx7tjrft5ojtbr67ypjdye 124 25 she -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 124 26 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 124 27 on on IN work_55utqx7tjrft5ojtbr67ypjdye 124 28 her -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 124 29 phone phone NN work_55utqx7tjrft5ojtbr67ypjdye 124 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 125 1 Any any DT work_55utqx7tjrft5ojtbr67ypjdye 125 2 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 125 3 KFC kfc NN work_55utqx7tjrft5ojtbr67ypjdye 125 4 would would MD work_55utqx7tjrft5ojtbr67ypjdye 125 5 be be VB work_55utqx7tjrft5ojtbr67ypjdye 125 6 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 125 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 126 1 Tokenized tokenize VBN work_55utqx7tjrft5ojtbr67ypjdye 126 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 126 3 location location NN work_55utqx7tjrft5ojtbr67ypjdye 126 4 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 126 5 not not RB work_55utqx7tjrft5ojtbr67ypjdye 126 6 have have VB work_55utqx7tjrft5ojtbr67ypjdye 126 7 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 126 8 service service NN work_55utqx7tjrft5ojtbr67ypjdye 126 9 went go VBD work_55utqx7tjrft5ojtbr67ypjdye 126 10 through through IN work_55utqx7tjrft5ojtbr67ypjdye 126 11 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 126 12 through through RB work_55utqx7tjrft5ojtbr67ypjdye 126 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 126 14 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 15 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 16 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 126 17 drinks drink NNS work_55utqx7tjrft5ojtbr67ypjdye 126 18 and and CC work_55utqx7tjrft5ojtbr67ypjdye 126 19 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 126 20 sides side NNS work_55utqx7tjrft5ojtbr67ypjdye 126 21 while while IN work_55utqx7tjrft5ojtbr67ypjdye 126 22 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 23 were be VBD work_55utqx7tjrft5ojtbr67ypjdye 126 24 preparing prepare VBG work_55utqx7tjrft5ojtbr67ypjdye 126 25 what what WP work_55utqx7tjrft5ojtbr67ypjdye 126 26 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 27 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 28 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 29 could could MD work_55utqx7tjrft5ojtbr67ypjdye 126 30 see see VB work_55utqx7tjrft5ojtbr67ypjdye 126 31 another another DT work_55utqx7tjrft5ojtbr67ypjdye 126 32 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 126 33 who who WP work_55utqx7tjrft5ojtbr67ypjdye 126 34 had have VBD work_55utqx7tjrft5ojtbr67ypjdye 126 35 her -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 36 back back RB work_55utqx7tjrft5ojtbr67ypjdye 126 37 to to IN work_55utqx7tjrft5ojtbr67ypjdye 126 38 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 39 and and CC work_55utqx7tjrft5ojtbr67ypjdye 126 40 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 41 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 126 42 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 126 43 that that IN work_55utqx7tjrft5ojtbr67ypjdye 126 44 she -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 126 45 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 126 46 on on IN work_55utqx7tjrft5ojtbr67ypjdye 126 47 her -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 126 48 phone phone NN work_55utqx7tjrft5ojtbr67ypjdye 126 49 any any DT work_55utqx7tjrft5ojtbr67ypjdye 126 50 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 126 51 kfc kfc NN work_55utqx7tjrft5ojtbr67ypjdye 126 52 would would MD work_55utqx7tjrft5ojtbr67ypjdye 126 53 be be VB work_55utqx7tjrft5ojtbr67ypjdye 126 54 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 126 55 Stopped stop VBN work_55utqx7tjrft5ojtbr67ypjdye 126 56 location location NN work_55utqx7tjrft5ojtbr67ypjdye 126 57 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 126 58 service service NN work_55utqx7tjrft5ojtbr67ypjdye 126 59 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 126 60 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 61 drinks drink VBZ work_55utqx7tjrft5ojtbr67ypjdye 126 62 sides side NNS work_55utqx7tjrft5ojtbr67ypjdye 126 63 preparing prepare VBG work_55utqx7tjrft5ojtbr67ypjdye 126 64 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 65 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 126 66 back back RB work_55utqx7tjrft5ojtbr67ypjdye 126 67 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 126 68 phone phone NN work_55utqx7tjrft5ojtbr67ypjdye 126 69 kfc kfc NN work_55utqx7tjrft5ojtbr67ypjdye 126 70 NS NS NNP work_55utqx7tjrft5ojtbr67ypjdye 126 71 location location NN work_55utqx7tjrft5ojtbr67ypjdye 126 72 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 126 73 service service NN work_55utqx7tjrft5ojtbr67ypjdye 126 74 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 126 75 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 76 drinks drink VBZ work_55utqx7tjrft5ojtbr67ypjdye 126 77 sides side NNS work_55utqx7tjrft5ojtbr67ypjdye 126 78 preparing prepare VBG work_55utqx7tjrft5ojtbr67ypjdye 126 79 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 126 80 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 126 81 back back RB work_55utqx7tjrft5ojtbr67ypjdye 126 82 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 126 83 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 126 84 T4 t4 VB work_55utqx7tjrft5ojtbr67ypjdye 126 85 loca loca NNP work_55utqx7tjrft5ojtbr67ypjdye 126 86 good good NNP work_55utqx7tjrft5ojtbr67ypjdye 126 87 serv serv NNP work_55utqx7tjrft5ojtbr67ypjdye 126 88 driv driv NNP work_55utqx7tjrft5ojtbr67ypjdye 126 89 forg forg NNP work_55utqx7tjrft5ojtbr67ypjdye 126 90 drin drin NNP work_55utqx7tjrft5ojtbr67ypjdye 126 91 side side NNP work_55utqx7tjrft5ojtbr67ypjdye 126 92 prep prep NNP work_55utqx7tjrft5ojtbr67ypjdye 126 93 forg forg NNP work_55utqx7tjrft5ojtbr67ypjdye 126 94 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 126 95 back back RB work_55utqx7tjrft5ojtbr67ypjdye 126 96 obvi obvi RB work_55utqx7tjrft5ojtbr67ypjdye 126 97 ... ... . work_55utqx7tjrft5ojtbr67ypjdye 126 98 T5 t5 DT work_55utqx7tjrft5ojtbr67ypjdye 126 99 locat locat JJ work_55utqx7tjrft5ojtbr67ypjdye 126 100 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 126 101 servi servi NNP work_55utqx7tjrft5ojtbr67ypjdye 126 102 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 126 103 forgo forgo NN work_55utqx7tjrft5ojtbr67ypjdye 126 104 drink drink NN work_55utqx7tjrft5ojtbr67ypjdye 126 105 sides side NNS work_55utqx7tjrft5ojtbr67ypjdye 126 106 prepa prepa NNP work_55utqx7tjrft5ojtbr67ypjdye 126 107 forgo forgo NNP work_55utqx7tjrft5ojtbr67ypjdye 126 108 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 126 109 back back RB work_55utqx7tjrft5ojtbr67ypjdye 126 110 obvio obvio NNS work_55utqx7tjrft5ojtbr67ypjdye 126 111 ... ... . work_55utqx7tjrft5ojtbr67ypjdye 127 1 LO LO NNP work_55utqx7tjrft5ojtbr67ypjdye 127 2 loc loc NNP work_55utqx7tjrft5ojtbr67ypjdye 127 3 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 4 servic servic NNP work_55utqx7tjrft5ojtbr67ypjdye 127 5 dr dr NNP work_55utqx7tjrft5ojtbr67ypjdye 127 6 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 7 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 8 sid sid JJ work_55utqx7tjrft5ojtbr67ypjdye 127 9 prepar prepar NNS work_55utqx7tjrft5ojtbr67ypjdye 127 10 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 11 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 12 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 13 obv obv NN work_55utqx7tjrft5ojtbr67ypjdye 127 14 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 15 P1 p1 NN work_55utqx7tjrft5ojtbr67ypjdye 127 16 locat locat JJ work_55utqx7tjrft5ojtbr67ypjdye 127 17 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 18 servic servic JJ work_55utqx7tjrft5ojtbr67ypjdye 127 19 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 127 20 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 21 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 22 side side NN work_55utqx7tjrft5ojtbr67ypjdye 127 23 prepar prepar NNS work_55utqx7tjrft5ojtbr67ypjdye 127 24 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 25 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 26 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 27 obviou obviou RB work_55utqx7tjrft5ojtbr67ypjdye 127 28 ... ... NFP work_55utqx7tjrft5ojtbr67ypjdye 127 29 P2 p2 VB work_55utqx7tjrft5ojtbr67ypjdye 127 30 locat locat JJ work_55utqx7tjrft5ojtbr67ypjdye 127 31 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 32 servic servic JJ work_55utqx7tjrft5ojtbr67ypjdye 127 33 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 127 34 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 35 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 36 side side NN work_55utqx7tjrft5ojtbr67ypjdye 127 37 prepar prepar NNS work_55utqx7tjrft5ojtbr67ypjdye 127 38 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 39 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 40 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 41 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 127 42 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 43 PH PH NNP work_55utqx7tjrft5ojtbr67ypjdye 127 44 loc loc NN work_55utqx7tjrft5ojtbr67ypjdye 127 45 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 46 serv serv NNP work_55utqx7tjrft5ojtbr67ypjdye 127 47 driv driv NNP work_55utqx7tjrft5ojtbr67ypjdye 127 48 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 49 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 50 sid sid NNP work_55utqx7tjrft5ojtbr67ypjdye 127 51 prep prep NN work_55utqx7tjrft5ojtbr67ypjdye 127 52 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 53 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 54 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 55 obvy obvy NN work_55utqx7tjrft5ojtbr67ypjdye 127 56 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 57 SS ss NN work_55utqx7tjrft5ojtbr67ypjdye 127 58 location location NN work_55utqx7tjrft5ojtbr67ypjdye 127 59 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 60 service service NN work_55utqx7tjrft5ojtbr67ypjdye 127 61 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 127 62 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 63 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 64 side side NN work_55utqx7tjrft5ojtbr67ypjdye 127 65 preparing prepare VBG work_55utqx7tjrft5ojtbr67ypjdye 127 66 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 67 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 68 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 69 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 127 70 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 71 KR kr NN work_55utqx7tjrft5ojtbr67ypjdye 127 72 location location NN work_55utqx7tjrft5ojtbr67ypjdye 127 73 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 74 service service NN work_55utqx7tjrft5ojtbr67ypjdye 127 75 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 127 76 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 77 drink drink VBP work_55utqx7tjrft5ojtbr67ypjdye 127 78 side side NN work_55utqx7tjrft5ojtbr67ypjdye 127 79 prepare prepare VB work_55utqx7tjrft5ojtbr67ypjdye 127 80 forgot forget VBD work_55utqx7tjrft5ojtbr67ypjdye 127 81 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 82 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 83 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 127 84 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 85 WL WL NNP work_55utqx7tjrft5ojtbr67ypjdye 127 86 location location NN work_55utqx7tjrft5ojtbr67ypjdye 127 87 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 127 88 service service NN work_55utqx7tjrft5ojtbr67ypjdye 127 89 drive drive NN work_55utqx7tjrft5ojtbr67ypjdye 127 90 forget forget NN work_55utqx7tjrft5ojtbr67ypjdye 127 91 drink drink NN work_55utqx7tjrft5ojtbr67ypjdye 127 92 side side NN work_55utqx7tjrft5ojtbr67ypjdye 127 93 prepare prepare VBP work_55utqx7tjrft5ojtbr67ypjdye 127 94 forget forget VB work_55utqx7tjrft5ojtbr67ypjdye 127 95 girl girl NN work_55utqx7tjrft5ojtbr67ypjdye 127 96 back back RB work_55utqx7tjrft5ojtbr67ypjdye 127 97 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 127 98 ... ... : work_55utqx7tjrft5ojtbr67ypjdye 127 99 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 127 100 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 127 101 : : : work_55utqx7tjrft5ojtbr67ypjdye 127 102 A a DT work_55utqx7tjrft5ojtbr67ypjdye 127 103 demonstration demonstration NN work_55utqx7tjrft5ojtbr67ypjdye 127 104 of of IN work_55utqx7tjrft5ojtbr67ypjdye 127 105 the the DT work_55utqx7tjrft5ojtbr67ypjdye 127 106 steps step NNS work_55utqx7tjrft5ojtbr67ypjdye 127 107 of of IN work_55utqx7tjrft5ojtbr67ypjdye 127 108 preprocessing preprocesse VBG work_55utqx7tjrft5ojtbr67ypjdye 127 109 on on IN work_55utqx7tjrft5ojtbr67ypjdye 127 110 a a DT work_55utqx7tjrft5ojtbr67ypjdye 127 111 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 127 112 review review NN work_55utqx7tjrft5ojtbr67ypjdye 127 113 . . . work_55utqx7tjrft5ojtbr67ypjdye 128 1 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 128 2 not not RB work_55utqx7tjrft5ojtbr67ypjdye 128 3 necessarily necessarily RB work_55utqx7tjrft5ojtbr67ypjdye 128 4 indicate indicate VB work_55utqx7tjrft5ojtbr67ypjdye 128 5 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 128 6 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 128 7 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 128 8 seman- seman- JJ work_55utqx7tjrft5ojtbr67ypjdye 128 9 tically tically RB work_55utqx7tjrft5ojtbr67ypjdye 128 10 coherent coherent JJ work_55utqx7tjrft5ojtbr67ypjdye 128 11 to to IN work_55utqx7tjrft5ojtbr67ypjdye 128 12 a a DT work_55utqx7tjrft5ojtbr67ypjdye 128 13 human human JJ work_55utqx7tjrft5ojtbr67ypjdye 128 14 observer observer NN work_55utqx7tjrft5ojtbr67ypjdye 128 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 129 1 To to TO work_55utqx7tjrft5ojtbr67ypjdye 129 2 measure measure VB work_55utqx7tjrft5ojtbr67ypjdye 129 3 this this DT work_55utqx7tjrft5ojtbr67ypjdye 129 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 129 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 129 6 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 129 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 129 8 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 129 9 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 129 10 measure measure NN work_55utqx7tjrft5ojtbr67ypjdye 129 11 proposed propose VBN work_55utqx7tjrft5ojtbr67ypjdye 129 12 by by IN work_55utqx7tjrft5ojtbr67ypjdye 129 13 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 129 14 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 129 15 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 129 16 . . . work_55utqx7tjrft5ojtbr67ypjdye 130 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 130 2 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 130 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 130 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 131 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 131 2 metric metric NN work_55utqx7tjrft5ojtbr67ypjdye 131 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 131 4 defined define VBN work_55utqx7tjrft5ojtbr67ypjdye 131 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 131 6 a a DT work_55utqx7tjrft5ojtbr67ypjdye 131 7 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 131 8 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 131 9 k k NN work_55utqx7tjrft5ojtbr67ypjdye 131 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 131 11 a a DT work_55utqx7tjrft5ojtbr67ypjdye 131 12 list list NN work_55utqx7tjrft5ojtbr67ypjdye 131 13 of of IN work_55utqx7tjrft5ojtbr67ypjdye 131 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 131 15 top top JJ work_55utqx7tjrft5ojtbr67ypjdye 131 16 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 131 17 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 131 18 of of IN work_55utqx7tjrft5ojtbr67ypjdye 131 19 a a DT work_55utqx7tjrft5ojtbr67ypjdye 131 20 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 131 21 vk1 vk1 NN work_55utqx7tjrft5ojtbr67ypjdye 131 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 131 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 132 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 133 1 .v .v NFP work_55utqx7tjrft5ojtbr67ypjdye 133 2 k k NNP work_55utqx7tjrft5ojtbr67ypjdye 133 3 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 133 4 as as IN work_55utqx7tjrft5ojtbr67ypjdye 133 5 C(k c(k NN work_55utqx7tjrft5ojtbr67ypjdye 133 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 7 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 133 8 M∑ M∑ NNP work_55utqx7tjrft5ojtbr67ypjdye 133 9 m=2 m=2 NN work_55utqx7tjrft5ojtbr67ypjdye 133 10 m−1∑ m−1∑ NNP work_55utqx7tjrft5ojtbr67ypjdye 133 11 l=1 l=1 JJ work_55utqx7tjrft5ojtbr67ypjdye 133 12 log log NN work_55utqx7tjrft5ojtbr67ypjdye 133 13 D(vl D(vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 133 15 vm vm NNP work_55utqx7tjrft5ojtbr67ypjdye 133 16 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 17 + + CC work_55utqx7tjrft5ojtbr67ypjdye 133 18 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 133 19 D(vl D(vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 20 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 21 + + SYM work_55utqx7tjrft5ojtbr67ypjdye 133 22 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 133 23 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 133 24 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 133 25 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 26 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 133 27 D(vl D(vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 28 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 29 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 133 30 the the DT work_55utqx7tjrft5ojtbr67ypjdye 133 31 number number NN work_55utqx7tjrft5ojtbr67ypjdye 133 32 of of IN work_55utqx7tjrft5ojtbr67ypjdye 133 33 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 133 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 133 35 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 133 36 word word NN work_55utqx7tjrft5ojtbr67ypjdye 133 37 vl vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 38 occurs occur VBZ work_55utqx7tjrft5ojtbr67ypjdye 133 39 and and CC work_55utqx7tjrft5ojtbr67ypjdye 133 40 D(vl D(vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 41 , , , work_55utqx7tjrft5ojtbr67ypjdye 133 42 vm vm NNP work_55utqx7tjrft5ojtbr67ypjdye 133 43 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 133 44 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 133 45 the the DT work_55utqx7tjrft5ojtbr67ypjdye 133 46 number number NN work_55utqx7tjrft5ojtbr67ypjdye 133 47 of of IN work_55utqx7tjrft5ojtbr67ypjdye 133 48 doc- doc- NN work_55utqx7tjrft5ojtbr67ypjdye 133 49 uments ument NNS work_55utqx7tjrft5ojtbr67ypjdye 133 50 in in IN work_55utqx7tjrft5ojtbr67ypjdye 133 51 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 133 52 both both DT work_55utqx7tjrft5ojtbr67ypjdye 133 53 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 133 54 vl vl NNP work_55utqx7tjrft5ojtbr67ypjdye 133 55 and and CC work_55utqx7tjrft5ojtbr67ypjdye 133 56 vm vm NNP work_55utqx7tjrft5ojtbr67ypjdye 133 57 occur occur VBP work_55utqx7tjrft5ojtbr67ypjdye 133 58 . . . work_55utqx7tjrft5ojtbr67ypjdye 134 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 134 2 metric metric NN work_55utqx7tjrft5ojtbr67ypjdye 134 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 134 4 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 134 5 to to TO work_55utqx7tjrft5ojtbr67ypjdye 134 6 pointwise pointwise VB work_55utqx7tjrft5ojtbr67ypjdye 134 7 mutual mutual JJ work_55utqx7tjrft5ojtbr67ypjdye 134 8 information information NN work_55utqx7tjrft5ojtbr67ypjdye 134 9 Lau Lau NNP work_55utqx7tjrft5ojtbr67ypjdye 134 10 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 134 11 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 134 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 135 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 135 2 2014 2014 CD work_55utqx7tjrft5ojtbr67ypjdye 135 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 135 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 135 5 but but CC work_55utqx7tjrft5ojtbr67ypjdye 135 6 instead instead RB work_55utqx7tjrft5ojtbr67ypjdye 135 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 135 8 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 135 9 a a DT work_55utqx7tjrft5ojtbr67ypjdye 135 10 sliding slide VBG work_55utqx7tjrft5ojtbr67ypjdye 135 11 win- win- NN work_55utqx7tjrft5ojtbr67ypjdye 135 12 dow dow NNP work_55utqx7tjrft5ojtbr67ypjdye 135 13 over over IN work_55utqx7tjrft5ojtbr67ypjdye 135 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 135 15 text text NN work_55utqx7tjrft5ojtbr67ypjdye 135 16 to to TO work_55utqx7tjrft5ojtbr67ypjdye 135 17 determine determine VB work_55utqx7tjrft5ojtbr67ypjdye 135 18 co co NN work_55utqx7tjrft5ojtbr67ypjdye 135 19 - - NN work_55utqx7tjrft5ojtbr67ypjdye 135 20 occurrence occurrence NN work_55utqx7tjrft5ojtbr67ypjdye 135 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 135 22 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 135 23 uses use VBZ work_55utqx7tjrft5ojtbr67ypjdye 135 24 full full JJ work_55utqx7tjrft5ojtbr67ypjdye 135 25 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 135 26 as as IN work_55utqx7tjrft5ojtbr67ypjdye 135 27 discrete discrete JJ work_55utqx7tjrft5ojtbr67ypjdye 135 28 windows window NNS work_55utqx7tjrft5ojtbr67ypjdye 135 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 136 1 To to TO work_55utqx7tjrft5ojtbr67ypjdye 136 2 avoid avoid VB work_55utqx7tjrft5ojtbr67ypjdye 136 3 biasing bias VBG work_55utqx7tjrft5ojtbr67ypjdye 136 4 towards towards IN work_55utqx7tjrft5ojtbr67ypjdye 136 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 136 6 smaller small JJR work_55utqx7tjrft5ojtbr67ypjdye 136 7 vocabular- vocabular- NN work_55utqx7tjrft5ojtbr67ypjdye 136 8 ies ie NNS work_55utqx7tjrft5ojtbr67ypjdye 136 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 136 10 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 136 11 datasets dataset NNS work_55utqx7tjrft5ojtbr67ypjdye 136 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 136 13 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 136 14 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 136 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 136 16 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 136 17 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 136 18 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 136 19 as- as- NN work_55utqx7tjrft5ojtbr67ypjdye 136 20 signments signment VBZ work_55utqx7tjrft5ojtbr67ypjdye 136 21 output output NN work_55utqx7tjrft5ojtbr67ypjdye 136 22 by by IN work_55utqx7tjrft5ojtbr67ypjdye 136 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 136 24 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 136 25 model model NN work_55utqx7tjrft5ojtbr67ypjdye 136 26 with with IN work_55utqx7tjrft5ojtbr67ypjdye 136 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 136 28 list list NN work_55utqx7tjrft5ojtbr67ypjdye 136 29 of of IN work_55utqx7tjrft5ojtbr67ypjdye 136 30 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 136 31 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 136 32 to to TO work_55utqx7tjrft5ojtbr67ypjdye 136 33 produce produce VB work_55utqx7tjrft5ojtbr67ypjdye 136 34 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 136 35 top top JJ work_55utqx7tjrft5ojtbr67ypjdye 136 36 keywords keyword NNS work_55utqx7tjrft5ojtbr67ypjdye 136 37 for for IN work_55utqx7tjrft5ojtbr67ypjdye 136 38 each each DT work_55utqx7tjrft5ojtbr67ypjdye 136 39 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 136 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 137 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 137 2 then then RB work_55utqx7tjrft5ojtbr67ypjdye 137 3 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 137 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 137 5 original original JJ work_55utqx7tjrft5ojtbr67ypjdye 137 6 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 137 7 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 137 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 137 9 these these DT work_55utqx7tjrft5ojtbr67ypjdye 137 10 new new JJ work_55utqx7tjrft5ojtbr67ypjdye 137 11 keywords keyword NNS work_55utqx7tjrft5ojtbr67ypjdye 137 12 to to TO work_55utqx7tjrft5ojtbr67ypjdye 137 13 compute compute VB work_55utqx7tjrft5ojtbr67ypjdye 137 14 coher- coher- NN work_55utqx7tjrft5ojtbr67ypjdye 137 15 ence ence NN work_55utqx7tjrft5ojtbr67ypjdye 137 16 values value NNS work_55utqx7tjrft5ojtbr67ypjdye 137 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 138 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 138 2 allows allow VBZ work_55utqx7tjrft5ojtbr67ypjdye 138 3 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 138 4 to to TO work_55utqx7tjrft5ojtbr67ypjdye 138 5 observe observe VB work_55utqx7tjrft5ojtbr67ypjdye 138 6 whether whether IN work_55utqx7tjrft5ojtbr67ypjdye 138 7 con- con- NNP work_55utqx7tjrft5ojtbr67ypjdye 138 8 flation flation NN work_55utqx7tjrft5ojtbr67ypjdye 138 9 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 138 10 map map VBP work_55utqx7tjrft5ojtbr67ypjdye 138 11 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 138 12 to to IN work_55utqx7tjrft5ojtbr67ypjdye 138 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 138 14 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 138 15 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 138 16 in in IN work_55utqx7tjrft5ojtbr67ypjdye 138 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 138 18 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 138 19 coherent coherent JJ work_55utqx7tjrft5ojtbr67ypjdye 138 20 way way NN work_55utqx7tjrft5ojtbr67ypjdye 138 21 than than IN work_55utqx7tjrft5ojtbr67ypjdye 138 22 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 138 23 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 138 24 would would MD work_55utqx7tjrft5ojtbr67ypjdye 138 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 139 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 139 2 experimented experiment VBD work_55utqx7tjrft5ojtbr67ypjdye 139 3 with with IN work_55utqx7tjrft5ojtbr67ypjdye 139 4 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 139 5 Wikipedia Wikipedia NNP work_55utqx7tjrft5ojtbr67ypjdye 139 6 as as IN work_55utqx7tjrft5ojtbr67ypjdye 139 7 a a DT work_55utqx7tjrft5ojtbr67ypjdye 139 8 refer- refer- JJ work_55utqx7tjrft5ojtbr67ypjdye 139 9 ence ence NN work_55utqx7tjrft5ojtbr67ypjdye 139 10 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 139 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 139 12 but but CC work_55utqx7tjrft5ojtbr67ypjdye 139 13 found find VBD work_55utqx7tjrft5ojtbr67ypjdye 139 14 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 139 15 too too RB work_55utqx7tjrft5ojtbr67ypjdye 139 16 general general JJ work_55utqx7tjrft5ojtbr67ypjdye 139 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 139 18 reference reference NN work_55utqx7tjrft5ojtbr67ypjdye 139 19 for for IN work_55utqx7tjrft5ojtbr67ypjdye 139 20 a a DT work_55utqx7tjrft5ojtbr67ypjdye 139 21 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 139 22 model model NN work_55utqx7tjrft5ojtbr67ypjdye 139 23 in in IN work_55utqx7tjrft5ojtbr67ypjdye 139 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 139 25 narrow narrow JJ work_55utqx7tjrft5ojtbr67ypjdye 139 26 context context NN work_55utqx7tjrft5ojtbr67ypjdye 139 27 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 139 28 as as IN work_55utqx7tjrft5ojtbr67ypjdye 139 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 139 30 sci- sci- JJ work_55utqx7tjrft5ojtbr67ypjdye 139 31 entific entific JJ work_55utqx7tjrft5ojtbr67ypjdye 139 32 paper paper NN work_55utqx7tjrft5ojtbr67ypjdye 139 33 or or CC work_55utqx7tjrft5ojtbr67ypjdye 139 34 an an DT work_55utqx7tjrft5ojtbr67ypjdye 139 35 actor actor NN work_55utqx7tjrft5ojtbr67ypjdye 139 36 biography biography NN work_55utqx7tjrft5ojtbr67ypjdye 139 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 140 1 4.3 4.3 LS work_55utqx7tjrft5ojtbr67ypjdye 140 2 Clustering Clustering NNP work_55utqx7tjrft5ojtbr67ypjdye 140 3 Consistency Consistency NNP work_55utqx7tjrft5ojtbr67ypjdye 140 4 If if IN work_55utqx7tjrft5ojtbr67ypjdye 140 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 140 6 treat treat VBP work_55utqx7tjrft5ojtbr67ypjdye 140 7 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 140 8 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 140 9 as as IN work_55utqx7tjrft5ojtbr67ypjdye 140 10 clusterings clustering NNS work_55utqx7tjrft5ojtbr67ypjdye 140 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 140 12 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 140 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 140 14 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 140 15 can can MD work_55utqx7tjrft5ojtbr67ypjdye 140 16 evaluate evaluate VB work_55utqx7tjrft5ojtbr67ypjdye 140 17 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 140 18 consistent consistent JJ work_55utqx7tjrft5ojtbr67ypjdye 140 19 those those DT work_55utqx7tjrft5ojtbr67ypjdye 140 20 clusters cluster NNS work_55utqx7tjrft5ojtbr67ypjdye 140 21 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 140 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 141 1 Variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 141 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 141 3 information information NN work_55utqx7tjrft5ojtbr67ypjdye 141 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 141 5 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 141 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 141 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 141 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 141 9 symmetric symmetric JJ work_55utqx7tjrft5ojtbr67ypjdye 141 10 mea- mea- NNP work_55utqx7tjrft5ojtbr67ypjdye 141 11 surement surement NN work_55utqx7tjrft5ojtbr67ypjdye 141 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 141 13 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 141 14 between between IN work_55utqx7tjrft5ojtbr67ypjdye 141 15 clusterings clustering NNS work_55utqx7tjrft5ojtbr67ypjdye 141 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 141 17 allows allow VBZ work_55utqx7tjrft5ojtbr67ypjdye 141 18 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 141 19 to to TO work_55utqx7tjrft5ojtbr67ypjdye 141 20 evaluate evaluate VB work_55utqx7tjrft5ojtbr67ypjdye 141 21 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 141 22 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 141 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 141 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 141 25 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 141 26 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 141 27 makes make VBZ work_55utqx7tjrft5ojtbr67ypjdye 141 28 in in IN work_55utqx7tjrft5ojtbr67ypjdye 141 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 141 30 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 141 31 formed form VBN work_55utqx7tjrft5ojtbr67ypjdye 141 32 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 141 33 Meilă Meilă NNP work_55utqx7tjrft5ojtbr67ypjdye 141 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 141 35 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 141 36 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 141 37 Grimmer Grimmer NNP work_55utqx7tjrft5ojtbr67ypjdye 141 38 and and CC work_55utqx7tjrft5ojtbr67ypjdye 141 39 King King NNP work_55utqx7tjrft5ojtbr67ypjdye 141 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 141 41 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 141 42 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 141 43 . . . work_55utqx7tjrft5ojtbr67ypjdye 142 1 Although although IN work_55utqx7tjrft5ojtbr67ypjdye 142 2 some some DT work_55utqx7tjrft5ojtbr67ypjdye 142 3 degree degree NN work_55utqx7tjrft5ojtbr67ypjdye 142 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 142 5 vari- vari- JJ work_55utqx7tjrft5ojtbr67ypjdye 142 6 ation ation NN work_55utqx7tjrft5ojtbr67ypjdye 142 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 142 8 inevitable inevitable JJ work_55utqx7tjrft5ojtbr67ypjdye 142 9 between between IN work_55utqx7tjrft5ojtbr67ypjdye 142 10 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 142 11 trials trial NNS work_55utqx7tjrft5ojtbr67ypjdye 142 12 with with IN work_55utqx7tjrft5ojtbr67ypjdye 142 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 142 14 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 142 15 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 142 16 due due IN work_55utqx7tjrft5ojtbr67ypjdye 142 17 to to IN work_55utqx7tjrft5ojtbr67ypjdye 142 18 randomness randomness NN work_55utqx7tjrft5ojtbr67ypjdye 142 19 in in IN work_55utqx7tjrft5ojtbr67ypjdye 142 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 142 21 inference inference NN work_55utqx7tjrft5ojtbr67ypjdye 142 22 algorithm algorithm NN work_55utqx7tjrft5ojtbr67ypjdye 142 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 142 24 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 142 25 may may MD work_55utqx7tjrft5ojtbr67ypjdye 142 26 affect affect VB work_55utqx7tjrft5ojtbr67ypjdye 142 27 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 142 28 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 142 29 occurs occur NNS work_55utqx7tjrft5ojtbr67ypjdye 142 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 143 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 143 2 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 143 3 two two CD work_55utqx7tjrft5ojtbr67ypjdye 143 4 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 143 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 143 6 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 143 7 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 143 8 to to TO work_55utqx7tjrft5ojtbr67ypjdye 143 9 examine examine VB work_55utqx7tjrft5ojtbr67ypjdye 143 10 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 143 11 stability stability NN work_55utqx7tjrft5ojtbr67ypjdye 143 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 143 13 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 143 14 : : : work_55utqx7tjrft5ojtbr67ypjdye 143 15 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 143 16 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 143 17 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 143 18 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 143 19 and and CC work_55utqx7tjrft5ojtbr67ypjdye 143 20 inter inter JJ work_55utqx7tjrft5ojtbr67ypjdye 143 21 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 143 22 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 143 23 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 143 24 . . . work_55utqx7tjrft5ojtbr67ypjdye 144 1 Intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 144 2 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 144 3 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 144 4 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 144 5 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 144 6 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 144 7 be- be- NN work_55utqx7tjrft5ojtbr67ypjdye 144 8 tween tween NN work_55utqx7tjrft5ojtbr67ypjdye 144 9 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 144 10 trained train VBN work_55utqx7tjrft5ojtbr67ypjdye 144 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 144 12 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 144 13 random random JJ work_55utqx7tjrft5ojtbr67ypjdye 144 14 initial- initial- NN work_55utqx7tjrft5ojtbr67ypjdye 144 15 izations ization NNS work_55utqx7tjrft5ojtbr67ypjdye 144 16 but but CC work_55utqx7tjrft5ojtbr67ypjdye 144 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 144 18 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 144 19 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 144 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 145 1 Correspondingly correspondingly RB work_55utqx7tjrft5ojtbr67ypjdye 145 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 145 3 inter inter JJ work_55utqx7tjrft5ojtbr67ypjdye 145 4 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 145 5 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 145 6 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 145 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 145 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 145 9 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 145 10 between between IN work_55utqx7tjrft5ojtbr67ypjdye 145 11 outputted outputted JJ work_55utqx7tjrft5ojtbr67ypjdye 145 12 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 145 13 assignments assignment NNS work_55utqx7tjrft5ojtbr67ypjdye 145 14 from from IN work_55utqx7tjrft5ojtbr67ypjdye 145 15 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 145 16 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 145 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 146 1 If if IN work_55utqx7tjrft5ojtbr67ypjdye 146 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 146 3 inter inter JJ work_55utqx7tjrft5ojtbr67ypjdye 146 4 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 146 5 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 146 6 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 146 7 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 146 8 equal equal JJ work_55utqx7tjrft5ojtbr67ypjdye 146 9 to to IN work_55utqx7tjrft5ojtbr67ypjdye 146 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 146 11 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 146 12 between between IN work_55utqx7tjrft5ojtbr67ypjdye 146 13 tri- tri- JJ work_55utqx7tjrft5ojtbr67ypjdye 146 14 als al NNS work_55utqx7tjrft5ojtbr67ypjdye 146 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 146 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 146 17 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 146 18 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 146 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 146 20 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 146 21 infer infer VBP work_55utqx7tjrft5ojtbr67ypjdye 146 22 that that IN work_55utqx7tjrft5ojtbr67ypjdye 146 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 146 24 change change NN work_55utqx7tjrft5ojtbr67ypjdye 146 25 in in IN work_55utqx7tjrft5ojtbr67ypjdye 146 26 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 146 27 has have VBZ work_55utqx7tjrft5ojtbr67ypjdye 146 28 made make VBN work_55utqx7tjrft5ojtbr67ypjdye 146 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 146 30 negligible negligible JJ work_55utqx7tjrft5ojtbr67ypjdye 146 31 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 146 32 in in IN work_55utqx7tjrft5ojtbr67ypjdye 146 33 the the DT work_55utqx7tjrft5ojtbr67ypjdye 146 34 assignment assignment NN work_55utqx7tjrft5ojtbr67ypjdye 146 35 of of IN work_55utqx7tjrft5ojtbr67ypjdye 146 36 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 146 37 to to IN work_55utqx7tjrft5ojtbr67ypjdye 146 38 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 146 39 . . . work_55utqx7tjrft5ojtbr67ypjdye 147 1 4.4 4.4 CD work_55utqx7tjrft5ojtbr67ypjdye 147 2 Influential influential JJ work_55utqx7tjrft5ojtbr67ypjdye 147 3 Words word NNS work_55utqx7tjrft5ojtbr67ypjdye 147 4 The the DT work_55utqx7tjrft5ojtbr67ypjdye 147 5 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 147 6 above above RB work_55utqx7tjrft5ojtbr67ypjdye 147 7 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 147 8 all all RB work_55utqx7tjrft5ojtbr67ypjdye 147 9 summary summary NN work_55utqx7tjrft5ojtbr67ypjdye 147 10 statistics statistic NNS work_55utqx7tjrft5ojtbr67ypjdye 147 11 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 147 12 measure measure VBP work_55utqx7tjrft5ojtbr67ypjdye 147 13 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 147 14 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 147 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 147 16 overall overall JJ work_55utqx7tjrft5ojtbr67ypjdye 147 17 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 147 18 model model NN work_55utqx7tjrft5ojtbr67ypjdye 147 19 qual- qual- NNP work_55utqx7tjrft5ojtbr67ypjdye 147 20 ity ity NNP work_55utqx7tjrft5ojtbr67ypjdye 147 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 148 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 148 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 148 3 to to TO work_55utqx7tjrft5ojtbr67ypjdye 148 4 understand understand VB work_55utqx7tjrft5ojtbr67ypjdye 148 5 why why WRB work_55utqx7tjrft5ojtbr67ypjdye 148 6 these these DT work_55utqx7tjrft5ojtbr67ypjdye 148 7 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 148 8 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 148 9 affected affect VBN work_55utqx7tjrft5ojtbr67ypjdye 148 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 148 11 way way NN work_55utqx7tjrft5ojtbr67ypjdye 148 12 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 148 13 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 148 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 148 15 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 148 16 also also RB work_55utqx7tjrft5ojtbr67ypjdye 148 17 need need VBP work_55utqx7tjrft5ojtbr67ypjdye 148 18 some some DT work_55utqx7tjrft5ojtbr67ypjdye 148 19 way way NN work_55utqx7tjrft5ojtbr67ypjdye 148 20 to to TO work_55utqx7tjrft5ojtbr67ypjdye 148 21 examine examine VB work_55utqx7tjrft5ojtbr67ypjdye 148 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 148 23 individual individual JJ work_55utqx7tjrft5ojtbr67ypjdye 148 24 components component NNS work_55utqx7tjrft5ojtbr67ypjdye 148 25 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 148 26 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 148 27 af- af- VBN work_55utqx7tjrft5ojtbr67ypjdye 148 28 fected fecte VBN work_55utqx7tjrft5ojtbr67ypjdye 148 29 : : : work_55utqx7tjrft5ojtbr67ypjdye 148 30 the the DT work_55utqx7tjrft5ojtbr67ypjdye 148 31 word word NN work_55utqx7tjrft5ojtbr67ypjdye 148 32 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 148 33 available available JJ work_55utqx7tjrft5ojtbr67ypjdye 148 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 148 35 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 148 36 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 148 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 149 1 291 291 CD work_55utqx7tjrft5ojtbr67ypjdye 149 2 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 149 3 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 149 4 two two CD work_55utqx7tjrft5ojtbr67ypjdye 149 5 heuristics heuristic NNS work_55utqx7tjrft5ojtbr67ypjdye 149 6 to to TO work_55utqx7tjrft5ojtbr67ypjdye 149 7 identify identify VB work_55utqx7tjrft5ojtbr67ypjdye 149 8 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 149 9 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 149 10 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 149 11 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 149 12 affected affect VBN work_55utqx7tjrft5ojtbr67ypjdye 149 13 by by IN work_55utqx7tjrft5ojtbr67ypjdye 149 14 a a DT work_55utqx7tjrft5ojtbr67ypjdye 149 15 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 149 16 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 149 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 150 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 150 2 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 150 3 uses use VBZ work_55utqx7tjrft5ojtbr67ypjdye 150 4 inferred inferred JJ work_55utqx7tjrft5ojtbr67ypjdye 150 5 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 150 6 probabilities probability NNS work_55utqx7tjrft5ojtbr67ypjdye 150 7 in in IN work_55utqx7tjrft5ojtbr67ypjdye 150 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 150 9 test test NN work_55utqx7tjrft5ojtbr67ypjdye 150 10 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 150 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 151 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 151 2 want want VBP work_55utqx7tjrft5ojtbr67ypjdye 151 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 151 4 scoring score VBG work_55utqx7tjrft5ojtbr67ypjdye 151 5 function function NN work_55utqx7tjrft5ojtbr67ypjdye 151 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 151 7 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 151 8 word word NN work_55utqx7tjrft5ojtbr67ypjdye 151 9 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 151 10 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 151 11 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 151 12 positive positive JJ work_55utqx7tjrft5ojtbr67ypjdye 151 13 if if IN work_55utqx7tjrft5ojtbr67ypjdye 151 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 151 15 estimated estimate VBN work_55utqx7tjrft5ojtbr67ypjdye 151 16 joint joint JJ work_55utqx7tjrft5ojtbr67ypjdye 151 17 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 151 18 of of IN work_55utqx7tjrft5ojtbr67ypjdye 151 19 to- to- NNP work_55utqx7tjrft5ojtbr67ypjdye 151 20 kens ken NNS work_55utqx7tjrft5ojtbr67ypjdye 151 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 151 22 a a DT work_55utqx7tjrft5ojtbr67ypjdye 151 23 particular particular JJ work_55utqx7tjrft5ojtbr67ypjdye 151 24 pre pre JJ work_55utqx7tjrft5ojtbr67ypjdye 151 25 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 151 26 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 151 27 type type NN work_55utqx7tjrft5ojtbr67ypjdye 151 28 increases increase NNS work_55utqx7tjrft5ojtbr67ypjdye 151 29 af- af- IN work_55utqx7tjrft5ojtbr67ypjdye 151 30 ter ter NN work_55utqx7tjrft5ojtbr67ypjdye 151 31 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 151 32 , , , work_55utqx7tjrft5ojtbr67ypjdye 151 33 and and CC work_55utqx7tjrft5ojtbr67ypjdye 151 34 negative negative JJ work_55utqx7tjrft5ojtbr67ypjdye 151 35 if if IN work_55utqx7tjrft5ojtbr67ypjdye 151 36 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 151 37 decreases decrease VBZ work_55utqx7tjrft5ojtbr67ypjdye 151 38 . . . work_55utqx7tjrft5ojtbr67ypjdye 152 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 152 2 also also RB work_55utqx7tjrft5ojtbr67ypjdye 152 3 want want VBP work_55utqx7tjrft5ojtbr67ypjdye 152 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 152 5 magnitude magnitude NN work_55utqx7tjrft5ojtbr67ypjdye 152 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 152 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 152 8 score score NN work_55utqx7tjrft5ojtbr67ypjdye 152 9 to to TO work_55utqx7tjrft5ojtbr67ypjdye 152 10 correspond correspond VB work_55utqx7tjrft5ojtbr67ypjdye 152 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 152 12 both both CC work_55utqx7tjrft5ojtbr67ypjdye 152 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 152 14 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 152 15 in in IN work_55utqx7tjrft5ojtbr67ypjdye 152 16 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 152 17 across across IN work_55utqx7tjrft5ojtbr67ypjdye 152 18 all all DT work_55utqx7tjrft5ojtbr67ypjdye 152 19 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 152 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 152 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 152 22 relative relative JJ work_55utqx7tjrft5ojtbr67ypjdye 152 23 informativeness informativeness NN work_55utqx7tjrft5ojtbr67ypjdye 152 24 of of IN work_55utqx7tjrft5ojtbr67ypjdye 152 25 that that DT work_55utqx7tjrft5ojtbr67ypjdye 152 26 token token VBN work_55utqx7tjrft5ojtbr67ypjdye 152 27 in in IN work_55utqx7tjrft5ojtbr67ypjdye 152 28 dis- dis- IN work_55utqx7tjrft5ojtbr67ypjdye 152 29 tinguishing tinguishe VBG work_55utqx7tjrft5ojtbr67ypjdye 152 30 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 152 31 or or CC work_55utqx7tjrft5ojtbr67ypjdye 152 32 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 152 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 153 1 For for IN work_55utqx7tjrft5ojtbr67ypjdye 153 2 a a DT work_55utqx7tjrft5ojtbr67ypjdye 153 3 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 153 4 word word NN work_55utqx7tjrft5ojtbr67ypjdye 153 5 type type NN work_55utqx7tjrft5ojtbr67ypjdye 153 6 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 153 7 from from IN work_55utqx7tjrft5ojtbr67ypjdye 153 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 153 9 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 153 10 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 153 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 153 12 function function NN work_55utqx7tjrft5ojtbr67ypjdye 153 13 t t NN work_55utqx7tjrft5ojtbr67ypjdye 153 14 applying apply VBG work_55utqx7tjrft5ojtbr67ypjdye 153 15 some some DT work_55utqx7tjrft5ojtbr67ypjdye 153 16 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 153 17 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 153 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 153 19 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 153 20 compute compute VBP work_55utqx7tjrft5ojtbr67ypjdye 153 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 153 22 word word NN work_55utqx7tjrft5ojtbr67ypjdye 153 23 type type NN work_55utqx7tjrft5ojtbr67ypjdye 153 24 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 153 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 153 26 TPwt TPwt NNP work_55utqx7tjrft5ojtbr67ypjdye 153 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 153 28 as as IN work_55utqx7tjrft5ojtbr67ypjdye 153 29 D∑ D∑ NNP work_55utqx7tjrft5ojtbr67ypjdye 153 30 d=1 d=1 NN work_55utqx7tjrft5ojtbr67ypjdye 153 31 Nd∑ Nd∑ NNP work_55utqx7tjrft5ojtbr67ypjdye 153 32 i=1 i=1 NNP work_55utqx7tjrft5ojtbr67ypjdye 153 33 I[xdi I[xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 153 34 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 153 35 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 153 36 ] ] -RRB- work_55utqx7tjrft5ojtbr67ypjdye 153 37 log(P(t(xdi log(P(t(xdi . work_55utqx7tjrft5ojtbr67ypjdye 153 38 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 153 39 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 153 40 t(w)| t(w)| CD work_55utqx7tjrft5ojtbr67ypjdye 153 41 . . . work_55utqx7tjrft5ojtbr67ypjdye 154 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 155 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 156 1 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 2 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 156 4 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 156 5 5 5 CD work_55utqx7tjrft5ojtbr67ypjdye 156 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 7 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 156 8 D d NN work_55utqx7tjrft5ojtbr67ypjdye 156 9 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 156 11 number number NN work_55utqx7tjrft5ojtbr67ypjdye 156 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 156 13 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 156 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 156 15 Nd Nd NNP work_55utqx7tjrft5ojtbr67ypjdye 156 16 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 156 18 number number NN work_55utqx7tjrft5ojtbr67ypjdye 156 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 156 20 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 156 21 in in IN work_55utqx7tjrft5ojtbr67ypjdye 156 22 document document NN work_55utqx7tjrft5ojtbr67ypjdye 156 23 d d NN work_55utqx7tjrft5ojtbr67ypjdye 156 24 , , , work_55utqx7tjrft5ojtbr67ypjdye 156 25 xdi xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 156 26 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 156 28 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 156 29 word word NN work_55utqx7tjrft5ojtbr67ypjdye 156 30 type type NN work_55utqx7tjrft5ojtbr67ypjdye 156 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 156 32 token token NN work_55utqx7tjrft5ojtbr67ypjdye 156 33 i i PRP work_55utqx7tjrft5ojtbr67ypjdye 156 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 156 35 document document NN work_55utqx7tjrft5ojtbr67ypjdye 156 36 d d NN work_55utqx7tjrft5ojtbr67ypjdye 156 37 and and CC work_55utqx7tjrft5ojtbr67ypjdye 156 38 t(xdi t(xdi NN work_55utqx7tjrft5ojtbr67ypjdye 156 39 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 40 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 41 the the DT work_55utqx7tjrft5ojtbr67ypjdye 156 42 treated treat VBN work_55utqx7tjrft5ojtbr67ypjdye 156 43 type type NN work_55utqx7tjrft5ojtbr67ypjdye 156 44 , , , work_55utqx7tjrft5ojtbr67ypjdye 156 45 I[xdi I[xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 156 46 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 156 47 w w NN work_55utqx7tjrft5ojtbr67ypjdye 156 48 ] ] -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 49 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 50 the the DT work_55utqx7tjrft5ojtbr67ypjdye 156 51 indicator indicator NN work_55utqx7tjrft5ojtbr67ypjdye 156 52 func- func- NNP work_55utqx7tjrft5ojtbr67ypjdye 156 53 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 156 54 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 156 55 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 156 56 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 156 57 if if IN work_55utqx7tjrft5ojtbr67ypjdye 156 58 xdi xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 156 59 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 156 60 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 156 61 and and CC work_55utqx7tjrft5ojtbr67ypjdye 156 62 zero zero CD work_55utqx7tjrft5ojtbr67ypjdye 156 63 otherwise otherwise RB work_55utqx7tjrft5ojtbr67ypjdye 156 64 , , , work_55utqx7tjrft5ojtbr67ypjdye 156 65 and and CC work_55utqx7tjrft5ojtbr67ypjdye 156 66 P(t(xdi P(t(xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 156 67 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 156 68 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 156 69 t(w)| t(w)| CD work_55utqx7tjrft5ojtbr67ypjdye 156 70 . . . work_55utqx7tjrft5ojtbr67ypjdye 157 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 158 1 . . . work_55utqx7tjrft5ojtbr67ypjdye 158 2 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 159 1 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 159 2 shorthand shorthand NN work_55utqx7tjrft5ojtbr67ypjdye 159 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 159 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 159 5 held- held- NN work_55utqx7tjrft5ojtbr67ypjdye 159 6 out out RP work_55utqx7tjrft5ojtbr67ypjdye 159 7 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 159 8 estimate estimate NN work_55utqx7tjrft5ojtbr67ypjdye 159 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 159 10 treated treat VBN work_55utqx7tjrft5ojtbr67ypjdye 159 11 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 159 12 t(xdi t(xdi NNP work_55utqx7tjrft5ojtbr67ypjdye 159 13 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 159 14 hav- hav- NNS work_55utqx7tjrft5ojtbr67ypjdye 159 15 ing e VBG work_55utqx7tjrft5ojtbr67ypjdye 159 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 159 17 type type NN work_55utqx7tjrft5ojtbr67ypjdye 159 18 w w NN work_55utqx7tjrft5ojtbr67ypjdye 159 19 generated generate VBD work_55utqx7tjrft5ojtbr67ypjdye 159 20 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 159 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 159 22 left left NN work_55utqx7tjrft5ojtbr67ypjdye 159 23 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 159 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 159 25 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 159 26 right right JJ work_55utqx7tjrft5ojtbr67ypjdye 159 27 tech- tech- JJ work_55utqx7tjrft5ojtbr67ypjdye 159 28 nique nique NN work_55utqx7tjrft5ojtbr67ypjdye 159 29 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 159 30 the the DT work_55utqx7tjrft5ojtbr67ypjdye 159 31 inferred inferred JJ work_55utqx7tjrft5ojtbr67ypjdye 159 32 parameters parameter NNS work_55utqx7tjrft5ojtbr67ypjdye 159 33 θ θ NNP work_55utqx7tjrft5ojtbr67ypjdye 159 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 159 35 φ φ NN work_55utqx7tjrft5ojtbr67ypjdye 159 36 and and CC work_55utqx7tjrft5ojtbr67ypjdye 159 37 hyper- hyper- JJ work_55utqx7tjrft5ojtbr67ypjdye 159 38 parameters parameter NNS work_55utqx7tjrft5ojtbr67ypjdye 159 39 α α XX work_55utqx7tjrft5ojtbr67ypjdye 159 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 159 41 β β NNP work_55utqx7tjrft5ojtbr67ypjdye 159 42 of of IN work_55utqx7tjrft5ojtbr67ypjdye 159 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 159 44 trained train VBN work_55utqx7tjrft5ojtbr67ypjdye 159 45 model model NN work_55utqx7tjrft5ojtbr67ypjdye 159 46 . . . work_55utqx7tjrft5ojtbr67ypjdye 160 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 160 2 average average VBP work_55utqx7tjrft5ojtbr67ypjdye 160 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 160 4 quantity quantity NN work_55utqx7tjrft5ojtbr67ypjdye 160 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 160 6 Equation Equation NNP work_55utqx7tjrft5ojtbr67ypjdye 160 7 5 5 CD work_55utqx7tjrft5ojtbr67ypjdye 160 8 across across IN work_55utqx7tjrft5ojtbr67ypjdye 160 9 all all DT work_55utqx7tjrft5ojtbr67ypjdye 160 10 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 160 11 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 160 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 160 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 160 14 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 160 15 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 160 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 160 17 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 160 18 count count NN work_55utqx7tjrft5ojtbr67ypjdye 160 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 160 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 160 21 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 160 22 to to TO work_55utqx7tjrft5ojtbr67ypjdye 160 23 get get VB work_55utqx7tjrft5ojtbr67ypjdye 160 24 TPwt TPwt NNP work_55utqx7tjrft5ojtbr67ypjdye 160 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 161 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 161 2 order order NN work_55utqx7tjrft5ojtbr67ypjdye 161 3 to to TO work_55utqx7tjrft5ojtbr67ypjdye 161 4 compute compute VB work_55utqx7tjrft5ojtbr67ypjdye 161 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 161 6 rela- rela- JJ work_55utqx7tjrft5ojtbr67ypjdye 161 7 tive tive JJ work_55utqx7tjrft5ojtbr67ypjdye 161 8 score score NN work_55utqx7tjrft5ojtbr67ypjdye 161 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 161 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 161 11 amount amount NN work_55utqx7tjrft5ojtbr67ypjdye 161 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 161 13 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 161 14 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 161 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 161 16 an an DT work_55utqx7tjrft5ojtbr67ypjdye 161 17 individual individual JJ work_55utqx7tjrft5ojtbr67ypjdye 161 18 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 161 19 for for IN work_55utqx7tjrft5ojtbr67ypjdye 161 20 a a DT work_55utqx7tjrft5ojtbr67ypjdye 161 21 word word NN work_55utqx7tjrft5ojtbr67ypjdye 161 22 type type NN work_55utqx7tjrft5ojtbr67ypjdye 161 23 from from IN work_55utqx7tjrft5ojtbr67ypjdye 161 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 161 25 no no DT work_55utqx7tjrft5ojtbr67ypjdye 161 26 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 161 27 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 161 28 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 161 29 t0 t0 NN work_55utqx7tjrft5ojtbr67ypjdye 161 30 , , , work_55utqx7tjrft5ojtbr67ypjdye 161 31 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 161 32 take take VBP work_55utqx7tjrft5ojtbr67ypjdye 161 33 the the DT work_55utqx7tjrft5ojtbr67ypjdye 161 34 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 161 35 be- be- XX work_55utqx7tjrft5ojtbr67ypjdye 161 36 tween tween NN work_55utqx7tjrft5ojtbr67ypjdye 161 37 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 161 38 probabilities probability NNS work_55utqx7tjrft5ojtbr67ypjdye 161 39 , , , work_55utqx7tjrft5ojtbr67ypjdye 161 40 weighted weight VBN work_55utqx7tjrft5ojtbr67ypjdye 161 41 by by IN work_55utqx7tjrft5ojtbr67ypjdye 161 42 inverse inverse NNP work_55utqx7tjrft5ojtbr67ypjdye 161 43 docu- docu- NNP work_55utqx7tjrft5ojtbr67ypjdye 161 44 ment ment JJ work_55utqx7tjrft5ojtbr67ypjdye 161 45 frequency frequency NNP work_55utqx7tjrft5ojtbr67ypjdye 161 46 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 161 47 idf idf NNP work_55utqx7tjrft5ojtbr67ypjdye 161 48 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 161 49 to to TO work_55utqx7tjrft5ojtbr67ypjdye 161 50 favor favor VB work_55utqx7tjrft5ojtbr67ypjdye 161 51 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 161 52 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 161 53 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 161 54 specific specific JJ work_55utqx7tjrft5ojtbr67ypjdye 161 55 to to IN work_55utqx7tjrft5ojtbr67ypjdye 161 56 particular particular JJ work_55utqx7tjrft5ojtbr67ypjdye 161 57 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 161 58 . . . work_55utqx7tjrft5ojtbr67ypjdye 162 1 Our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 162 2 final final JJ work_55utqx7tjrft5ojtbr67ypjdye 162 3 score score NN work_55utqx7tjrft5ojtbr67ypjdye 162 4 function function NN work_55utqx7tjrft5ojtbr67ypjdye 162 5 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 162 6 TPscorewt TPscorewt NNP work_55utqx7tjrft5ojtbr67ypjdye 162 7 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 162 8 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 162 9 TPwt TPwt NNP work_55utqx7tjrft5ojtbr67ypjdye 162 10 −TPwt0 −TPwt0 NNP work_55utqx7tjrft5ojtbr67ypjdye 162 11 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 162 12 log log NN work_55utqx7tjrft5ojtbr67ypjdye 162 13 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 162 14 D D NNP work_55utqx7tjrft5ojtbr67ypjdye 162 15 Dw Dw NNP work_55utqx7tjrft5ojtbr67ypjdye 162 16 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 162 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 162 18 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 162 19 6 6 CD work_55utqx7tjrft5ojtbr67ypjdye 162 20 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 162 21 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 162 22 Dw Dw NNP work_55utqx7tjrft5ojtbr67ypjdye 162 23 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 162 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 162 25 number number NN work_55utqx7tjrft5ojtbr67ypjdye 162 26 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 27 documents document NNS work_55utqx7tjrft5ojtbr67ypjdye 162 28 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 162 30 total total JJ work_55utqx7tjrft5ojtbr67ypjdye 162 31 D d NN work_55utqx7tjrft5ojtbr67ypjdye 162 32 containing contain VBG work_55utqx7tjrft5ojtbr67ypjdye 162 33 at at RB work_55utqx7tjrft5ojtbr67ypjdye 162 34 least least RBS work_55utqx7tjrft5ojtbr67ypjdye 162 35 one one CD work_55utqx7tjrft5ojtbr67ypjdye 162 36 token token NN work_55utqx7tjrft5ojtbr67ypjdye 162 37 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 38 type type NN work_55utqx7tjrft5ojtbr67ypjdye 162 39 w. w. NN work_55utqx7tjrft5ojtbr67ypjdye 162 40 The the DT work_55utqx7tjrft5ojtbr67ypjdye 162 41 lowest low JJS work_55utqx7tjrft5ojtbr67ypjdye 162 42 negative negative JJ work_55utqx7tjrft5ojtbr67ypjdye 162 43 scores score NNS work_55utqx7tjrft5ojtbr67ypjdye 162 44 indicate indicate VBP work_55utqx7tjrft5ojtbr67ypjdye 162 45 higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 162 46 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 162 47 and and CC work_55utqx7tjrft5ojtbr67ypjdye 162 48 im- im- JJ work_55utqx7tjrft5ojtbr67ypjdye 162 49 portance portance NN work_55utqx7tjrft5ojtbr67ypjdye 162 50 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 51 the the DT work_55utqx7tjrft5ojtbr67ypjdye 162 52 unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 162 53 form form NN work_55utqx7tjrft5ojtbr67ypjdye 162 54 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 55 the the DT work_55utqx7tjrft5ojtbr67ypjdye 162 56 token token NN work_55utqx7tjrft5ojtbr67ypjdye 162 57 , , , work_55utqx7tjrft5ojtbr67ypjdye 162 58 while while IN work_55utqx7tjrft5ojtbr67ypjdye 162 59 high high JJ work_55utqx7tjrft5ojtbr67ypjdye 162 60 positive positive JJ work_55utqx7tjrft5ojtbr67ypjdye 162 61 scores score NNS work_55utqx7tjrft5ojtbr67ypjdye 162 62 indicate indicate VBP work_55utqx7tjrft5ojtbr67ypjdye 162 63 higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 162 64 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 162 65 and and CC work_55utqx7tjrft5ojtbr67ypjdye 162 66 importance importance NN work_55utqx7tjrft5ojtbr67ypjdye 162 67 of of IN work_55utqx7tjrft5ojtbr67ypjdye 162 68 the the DT work_55utqx7tjrft5ojtbr67ypjdye 162 69 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 162 70 form form NN work_55utqx7tjrft5ojtbr67ypjdye 162 71 . . . work_55utqx7tjrft5ojtbr67ypjdye 163 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 163 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 163 3 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 163 4 not not RB work_55utqx7tjrft5ojtbr67ypjdye 163 5 produce produce VB work_55utqx7tjrft5ojtbr67ypjdye 163 6 a a DT work_55utqx7tjrft5ojtbr67ypjdye 163 7 symmetric symmetric JJ work_55utqx7tjrft5ojtbr67ypjdye 163 8 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 163 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 163 10 as as IN work_55utqx7tjrft5ojtbr67ypjdye 163 11 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 163 12 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 163 13 not not RB work_55utqx7tjrft5ojtbr67ypjdye 163 14 accounted account VBN work_55utqx7tjrft5ojtbr67ypjdye 163 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 163 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 163 17 increased increase VBN work_55utqx7tjrft5ojtbr67ypjdye 163 18 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 163 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 163 20 each each DT work_55utqx7tjrft5ojtbr67ypjdye 163 21 word word NN work_55utqx7tjrft5ojtbr67ypjdye 163 22 in in IN work_55utqx7tjrft5ojtbr67ypjdye 163 23 a a DT work_55utqx7tjrft5ojtbr67ypjdye 163 24 smaller small JJR work_55utqx7tjrft5ojtbr67ypjdye 163 25 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 163 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 163 27 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 163 28 allows allow VBZ work_55utqx7tjrft5ojtbr67ypjdye 163 29 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 163 30 to to TO work_55utqx7tjrft5ojtbr67ypjdye 163 31 sort sort VB work_55utqx7tjrft5ojtbr67ypjdye 163 32 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 163 33 by by IN work_55utqx7tjrft5ojtbr67ypjdye 163 34 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 163 35 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 163 36 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 163 37 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 163 38 of of IN work_55utqx7tjrft5ojtbr67ypjdye 163 39 occurring occur VBG work_55utqx7tjrft5ojtbr67ypjdye 163 40 has have VBZ work_55utqx7tjrft5ojtbr67ypjdye 163 41 changed change VBN work_55utqx7tjrft5ojtbr67ypjdye 163 42 between between IN work_55utqx7tjrft5ojtbr67ypjdye 163 43 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 163 44 and and CC work_55utqx7tjrft5ojtbr67ypjdye 163 45 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 163 46 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 163 47 that that DT work_55utqx7tjrft5ojtbr67ypjdye 163 48 word word NN work_55utqx7tjrft5ojtbr67ypjdye 163 49 affects affect VBZ work_55utqx7tjrft5ojtbr67ypjdye 163 50 the the DT work_55utqx7tjrft5ojtbr67ypjdye 163 51 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 163 52 as as IN work_55utqx7tjrft5ojtbr67ypjdye 163 53 a a DT work_55utqx7tjrft5ojtbr67ypjdye 163 54 whole whole NN work_55utqx7tjrft5ojtbr67ypjdye 163 55 . . . work_55utqx7tjrft5ojtbr67ypjdye 164 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 164 2 second second JJ work_55utqx7tjrft5ojtbr67ypjdye 164 3 heuristic heuristic JJ work_55utqx7tjrft5ojtbr67ypjdye 164 4 tests test NNS work_55utqx7tjrft5ojtbr67ypjdye 164 5 whether whether IN work_55utqx7tjrft5ojtbr67ypjdye 164 6 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 164 7 in- in- JJ work_55utqx7tjrft5ojtbr67ypjdye 164 8 creases crease NNS work_55utqx7tjrft5ojtbr67ypjdye 164 9 or or CC work_55utqx7tjrft5ojtbr67ypjdye 164 10 decreases decrease VBZ work_55utqx7tjrft5ojtbr67ypjdye 164 11 certainty certainty NN work_55utqx7tjrft5ojtbr67ypjdye 164 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 164 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 164 14 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 164 15 assign- assign- NN work_55utqx7tjrft5ojtbr67ypjdye 164 16 ment ment JJ work_55utqx7tjrft5ojtbr67ypjdye 164 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 164 18 each each DT work_55utqx7tjrft5ojtbr67ypjdye 164 19 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 164 20 word word NN work_55utqx7tjrft5ojtbr67ypjdye 164 21 type type NN work_55utqx7tjrft5ojtbr67ypjdye 164 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 165 1 Intuitively intuitively RB work_55utqx7tjrft5ojtbr67ypjdye 165 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 165 3 cor- cor- RB work_55utqx7tjrft5ojtbr67ypjdye 165 4 rect rect NN work_55utqx7tjrft5ojtbr67ypjdye 165 5 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 165 6 should should MD work_55utqx7tjrft5ojtbr67ypjdye 165 7 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 165 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 165 9 information information NN work_55utqx7tjrft5ojtbr67ypjdye 165 10 en- en- RB work_55utqx7tjrft5ojtbr67ypjdye 165 11 tropy tropy NN work_55utqx7tjrft5ojtbr67ypjdye 165 12 across across IN work_55utqx7tjrft5ojtbr67ypjdye 165 13 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 165 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 165 15 a a DT work_55utqx7tjrft5ojtbr67ypjdye 165 16 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 165 17 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 165 18 class class NN work_55utqx7tjrft5ojtbr67ypjdye 165 19 by by IN work_55utqx7tjrft5ojtbr67ypjdye 165 20 forcing force VBG work_55utqx7tjrft5ojtbr67ypjdye 165 21 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 165 22 with with IN work_55utqx7tjrft5ojtbr67ypjdye 165 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 165 24 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 165 25 root root NN work_55utqx7tjrft5ojtbr67ypjdye 165 26 to to TO work_55utqx7tjrft5ojtbr67ypjdye 165 27 be be VB work_55utqx7tjrft5ojtbr67ypjdye 165 28 treated treat VBN work_55utqx7tjrft5ojtbr67ypjdye 165 29 as as IN work_55utqx7tjrft5ojtbr67ypjdye 165 30 a a DT work_55utqx7tjrft5ojtbr67ypjdye 165 31 single single JJ work_55utqx7tjrft5ojtbr67ypjdye 165 32 word word NN work_55utqx7tjrft5ojtbr67ypjdye 165 33 in in IN work_55utqx7tjrft5ojtbr67ypjdye 165 34 inference inference NN work_55utqx7tjrft5ojtbr67ypjdye 165 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 166 1 Topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 166 2 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 166 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 166 4 in- in- DT work_55utqx7tjrft5ojtbr67ypjdye 166 5 tuitively tuitively RB work_55utqx7tjrft5ojtbr67ypjdye 166 6 better well RBR work_55utqx7tjrft5ojtbr67ypjdye 166 7 when when WRB work_55utqx7tjrft5ojtbr67ypjdye 166 8 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 166 9 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 166 10 sparsely sparsely RB work_55utqx7tjrft5ojtbr67ypjdye 166 11 distributed distribute VBN work_55utqx7tjrft5ojtbr67ypjdye 166 12 across across IN work_55utqx7tjrft5ojtbr67ypjdye 166 13 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 166 14 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 166 15 consequently consequently RB work_55utqx7tjrft5ojtbr67ypjdye 166 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 166 17 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 166 18 prefer prefer VBP work_55utqx7tjrft5ojtbr67ypjdye 166 19 lower lower RBR work_55utqx7tjrft5ojtbr67ypjdye 166 20 entropy entropy RB work_55utqx7tjrft5ojtbr67ypjdye 166 21 across across IN work_55utqx7tjrft5ojtbr67ypjdye 166 22 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 166 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 166 24 or or CC work_55utqx7tjrft5ojtbr67ypjdye 166 25 mass mass NN work_55utqx7tjrft5ojtbr67ypjdye 166 26 concentrated concentrate VBN work_55utqx7tjrft5ojtbr67ypjdye 166 27 in in IN work_55utqx7tjrft5ojtbr67ypjdye 166 28 only only RB work_55utqx7tjrft5ojtbr67ypjdye 166 29 a a DT work_55utqx7tjrft5ojtbr67ypjdye 166 30 few few JJ work_55utqx7tjrft5ojtbr67ypjdye 166 31 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 166 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 167 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 167 2 negative negative JJ work_55utqx7tjrft5ojtbr67ypjdye 167 3 value value NN work_55utqx7tjrft5ojtbr67ypjdye 167 4 for for IN work_55utqx7tjrft5ojtbr67ypjdye 167 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 167 6 word word NN work_55utqx7tjrft5ojtbr67ypjdye 167 7 type type NN work_55utqx7tjrft5ojtbr67ypjdye 167 8 under under IN work_55utqx7tjrft5ojtbr67ypjdye 167 9 this this DT work_55utqx7tjrft5ojtbr67ypjdye 167 10 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 167 11 metric metric JJ work_55utqx7tjrft5ojtbr67ypjdye 167 12 favors favor NNS work_55utqx7tjrft5ojtbr67ypjdye 167 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 167 14 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 167 15 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 167 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 167 17 while while IN work_55utqx7tjrft5ojtbr67ypjdye 167 18 a a DT work_55utqx7tjrft5ojtbr67ypjdye 167 19 positive positive JJ work_55utqx7tjrft5ojtbr67ypjdye 167 20 score score NN work_55utqx7tjrft5ojtbr67ypjdye 167 21 favors favor VBZ work_55utqx7tjrft5ojtbr67ypjdye 167 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 167 23 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 167 24 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 167 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 168 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 168 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 168 3 case case NN work_55utqx7tjrft5ojtbr67ypjdye 168 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 168 6 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 7 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 168 8 word word NN work_55utqx7tjrft5ojtbr67ypjdye 168 9 type type NN work_55utqx7tjrft5ojtbr67ypjdye 168 10 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 168 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 12 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 13 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 168 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 15 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 168 16 assignments assignment NNS work_55utqx7tjrft5ojtbr67ypjdye 168 17 from from IN work_55utqx7tjrft5ojtbr67ypjdye 168 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 19 final final JJ work_55utqx7tjrft5ojtbr67ypjdye 168 20 iteration iteration NN work_55utqx7tjrft5ojtbr67ypjdye 168 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 22 Gibbs Gibbs NNPS work_55utqx7tjrft5ojtbr67ypjdye 168 23 sampling sample VBG work_55utqx7tjrft5ojtbr67ypjdye 168 24 to to TO work_55utqx7tjrft5ojtbr67ypjdye 168 25 compute compute VB work_55utqx7tjrft5ojtbr67ypjdye 168 26 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 27 number number NN work_55utqx7tjrft5ojtbr67ypjdye 168 28 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 29 instances instance NNS work_55utqx7tjrft5ojtbr67ypjdye 168 30 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 31 w w NN work_55utqx7tjrft5ojtbr67ypjdye 168 32 assigned assign VBN work_55utqx7tjrft5ojtbr67ypjdye 168 33 to to IN work_55utqx7tjrft5ojtbr67ypjdye 168 34 each each DT work_55utqx7tjrft5ojtbr67ypjdye 168 35 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 168 36 k. k. NN work_55utqx7tjrft5ojtbr67ypjdye 168 37 To to TO work_55utqx7tjrft5ojtbr67ypjdye 168 38 preserve preserve VB work_55utqx7tjrft5ojtbr67ypjdye 168 39 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 40 sparsity sparsity NN work_55utqx7tjrft5ojtbr67ypjdye 168 41 inferred infer VBN work_55utqx7tjrft5ojtbr67ypjdye 168 42 by by IN work_55utqx7tjrft5ojtbr67ypjdye 168 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 44 algorithm algorithm NN work_55utqx7tjrft5ojtbr67ypjdye 168 45 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 46 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 47 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 168 48 this this DT work_55utqx7tjrft5ojtbr67ypjdye 168 49 to to TO work_55utqx7tjrft5ojtbr67ypjdye 168 50 generate generate VB work_55utqx7tjrft5ojtbr67ypjdye 168 51 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 52 maximum maximum JJ work_55utqx7tjrft5ojtbr67ypjdye 168 53 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 168 54 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 168 55 estimate estimate NN work_55utqx7tjrft5ojtbr67ypjdye 168 56 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 57 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 58 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 168 59 dis- dis- IN work_55utqx7tjrft5ojtbr67ypjdye 168 60 tribution tribution NN work_55utqx7tjrft5ojtbr67ypjdye 168 61 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 62 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 168 63 being be VBG work_55utqx7tjrft5ojtbr67ypjdye 168 64 assigned assign VBN work_55utqx7tjrft5ojtbr67ypjdye 168 65 to to IN work_55utqx7tjrft5ojtbr67ypjdye 168 66 each each DT work_55utqx7tjrft5ojtbr67ypjdye 168 67 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 168 68 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 69 from from IN work_55utqx7tjrft5ojtbr67ypjdye 168 70 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 168 71 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 72 can can MD work_55utqx7tjrft5ojtbr67ypjdye 168 73 compute compute VB work_55utqx7tjrft5ojtbr67ypjdye 168 74 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 75 Shannon Shannon NNP work_55utqx7tjrft5ojtbr67ypjdye 168 76 entropy entropy NN work_55utqx7tjrft5ojtbr67ypjdye 168 77 : : : work_55utqx7tjrft5ojtbr67ypjdye 168 78 Hwt(k hwt(k LS work_55utqx7tjrft5ojtbr67ypjdye 168 79 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 80 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 168 81 − − NNP work_55utqx7tjrft5ojtbr67ypjdye 168 82 K∑ K∑ NNP work_55utqx7tjrft5ojtbr67ypjdye 168 83 k=1 k=1 VBD work_55utqx7tjrft5ojtbr67ypjdye 168 84 Nwk Nwk NNP work_55utqx7tjrft5ojtbr67ypjdye 168 85 Nw Nw NNP work_55utqx7tjrft5ojtbr67ypjdye 168 86 log log NN work_55utqx7tjrft5ojtbr67ypjdye 168 87 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 168 88 Nwk Nwk NNP work_55utqx7tjrft5ojtbr67ypjdye 168 89 Nw Nw NNP work_55utqx7tjrft5ojtbr67ypjdye 168 90 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 91 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 92 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 168 93 7 7 LS work_55utqx7tjrft5ojtbr67ypjdye 168 94 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 95 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 168 96 Nwk Nwk NNP work_55utqx7tjrft5ojtbr67ypjdye 168 97 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 168 98 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 99 count count NN work_55utqx7tjrft5ojtbr67ypjdye 168 100 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 101 all all DT work_55utqx7tjrft5ojtbr67ypjdye 168 102 tokens token NNS work_55utqx7tjrft5ojtbr67ypjdye 168 103 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 104 type type NN work_55utqx7tjrft5ojtbr67ypjdye 168 105 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 168 106 as- as- NNP work_55utqx7tjrft5ojtbr67ypjdye 168 107 signed sign VBD work_55utqx7tjrft5ojtbr67ypjdye 168 108 to to IN work_55utqx7tjrft5ojtbr67ypjdye 168 109 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 168 110 k. k. NNP work_55utqx7tjrft5ojtbr67ypjdye 168 111 For for IN work_55utqx7tjrft5ojtbr67ypjdye 168 112 each each DT work_55utqx7tjrft5ojtbr67ypjdye 168 113 treated treat VBN work_55utqx7tjrft5ojtbr67ypjdye 168 114 form form NN work_55utqx7tjrft5ojtbr67ypjdye 168 115 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 116 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 117 word word NN work_55utqx7tjrft5ojtbr67ypjdye 168 118 w w NN work_55utqx7tjrft5ojtbr67ypjdye 168 119 by by IN work_55utqx7tjrft5ojtbr67ypjdye 168 120 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 121 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 168 122 t t NN work_55utqx7tjrft5ojtbr67ypjdye 168 123 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 124 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 125 also also RB work_55utqx7tjrft5ojtbr67ypjdye 168 126 consider consider VBP work_55utqx7tjrft5ojtbr67ypjdye 168 127 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 128 inverse inverse NN work_55utqx7tjrft5ojtbr67ypjdye 168 129 im- im- NN work_55utqx7tjrft5ojtbr67ypjdye 168 130 age age NN work_55utqx7tjrft5ojtbr67ypjdye 168 131 t−1(w t−1(w CD work_55utqx7tjrft5ojtbr67ypjdye 168 132 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 133 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 134 or or CC work_55utqx7tjrft5ojtbr67ypjdye 168 135 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 136 set set NN work_55utqx7tjrft5ojtbr67ypjdye 168 137 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 138 all all DT work_55utqx7tjrft5ojtbr67ypjdye 168 139 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 168 140 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 168 141 stem stem VBP work_55utqx7tjrft5ojtbr67ypjdye 168 142 to to TO work_55utqx7tjrft5ojtbr67ypjdye 168 143 have have VB work_55utqx7tjrft5ojtbr67ypjdye 168 144 form form NN work_55utqx7tjrft5ojtbr67ypjdye 168 145 w. w. NNP work_55utqx7tjrft5ojtbr67ypjdye 168 146 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 147 therefore therefore RB work_55utqx7tjrft5ojtbr67ypjdye 168 148 compute compute VBP work_55utqx7tjrft5ojtbr67ypjdye 168 149 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 150 change change NN work_55utqx7tjrft5ojtbr67ypjdye 168 151 in in IN work_55utqx7tjrft5ojtbr67ypjdye 168 152 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 168 153 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 168 154 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 168 155 H̄wt H̄wt NNS work_55utqx7tjrft5ojtbr67ypjdye 168 156 across across IN work_55utqx7tjrft5ojtbr67ypjdye 168 157 all all DT work_55utqx7tjrft5ojtbr67ypjdye 168 158 trials trial NNS work_55utqx7tjrft5ojtbr67ypjdye 168 159 with with IN work_55utqx7tjrft5ojtbr67ypjdye 168 160 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 168 161 t t NN work_55utqx7tjrft5ojtbr67ypjdye 168 162 and and CC work_55utqx7tjrft5ojtbr67ypjdye 168 163 control control NNP work_55utqx7tjrft5ojtbr67ypjdye 168 164 t0 t0 NNP work_55utqx7tjrft5ojtbr67ypjdye 168 165 for for IN work_55utqx7tjrft5ojtbr67ypjdye 168 166 a a DT work_55utqx7tjrft5ojtbr67ypjdye 168 167 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 168 168 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 168 169 and and CC work_55utqx7tjrft5ojtbr67ypjdye 168 170 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 168 171 count count NN work_55utqx7tjrft5ojtbr67ypjdye 168 172 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 173 ∆Hwt(k ∆hwt(k ADD work_55utqx7tjrft5ojtbr67ypjdye 168 174 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 175 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 168 176 H̄wt(k h̄wt(k NN work_55utqx7tjrft5ojtbr67ypjdye 168 177 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 178 − − NNP work_55utqx7tjrft5ojtbr67ypjdye 168 179 H̄t−1(w)t0 H̄t−1(w)t0 NNP work_55utqx7tjrft5ojtbr67ypjdye 168 180 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 168 181 k k NN work_55utqx7tjrft5ojtbr67ypjdye 168 182 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 168 183 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 184 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 168 185 8) 8) CD work_55utqx7tjrft5ojtbr67ypjdye 168 186 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 168 187 H̄t−1(w)t0 H̄t−1(w)t0 NNP work_55utqx7tjrft5ojtbr67ypjdye 168 188 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 168 189 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 190 information information NN work_55utqx7tjrft5ojtbr67ypjdye 168 191 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 168 192 for for IN work_55utqx7tjrft5ojtbr67ypjdye 168 193 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 194 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 168 195 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 168 196 word word NN work_55utqx7tjrft5ojtbr67ypjdye 168 197 counts count NNS work_55utqx7tjrft5ojtbr67ypjdye 168 198 summed sum VBD work_55utqx7tjrft5ojtbr67ypjdye 168 199 across across IN work_55utqx7tjrft5ojtbr67ypjdye 168 200 all all DT work_55utqx7tjrft5ojtbr67ypjdye 168 201 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 168 202 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 168 203 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 168 204 conflate conflate VBP work_55utqx7tjrft5ojtbr67ypjdye 168 205 to to TO work_55utqx7tjrft5ojtbr67ypjdye 168 206 type type VB work_55utqx7tjrft5ojtbr67ypjdye 168 207 w w NNP work_55utqx7tjrft5ojtbr67ypjdye 168 208 under under IN work_55utqx7tjrft5ojtbr67ypjdye 168 209 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 168 210 t. t. NN work_55utqx7tjrft5ojtbr67ypjdye 168 211 5 5 CD work_55utqx7tjrft5ojtbr67ypjdye 168 212 Results result NNS work_55utqx7tjrft5ojtbr67ypjdye 168 213 To to TO work_55utqx7tjrft5ojtbr67ypjdye 168 214 evaluate evaluate VB work_55utqx7tjrft5ojtbr67ypjdye 168 215 the the DT work_55utqx7tjrft5ojtbr67ypjdye 168 216 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 168 217 of of IN work_55utqx7tjrft5ojtbr67ypjdye 168 218 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 168 219 on on IN work_55utqx7tjrft5ojtbr67ypjdye 168 220 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 168 221 mod- mod- NN work_55utqx7tjrft5ojtbr67ypjdye 168 222 els els NNP work_55utqx7tjrft5ojtbr67ypjdye 168 223 , , , work_55utqx7tjrft5ojtbr67ypjdye 168 224 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 168 225 produced produce VBD work_55utqx7tjrft5ojtbr67ypjdye 168 226 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 168 227 thousand thousand CD work_55utqx7tjrft5ojtbr67ypjdye 168 228 inferred inferred JJ work_55utqx7tjrft5ojtbr67ypjdye 168 229 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 168 230 . . . work_55utqx7tjrft5ojtbr67ypjdye 169 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 169 2 apply apply VBP work_55utqx7tjrft5ojtbr67ypjdye 169 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 169 4 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 169 5 described describe VBN work_55utqx7tjrft5ojtbr67ypjdye 169 6 in in IN work_55utqx7tjrft5ojtbr67ypjdye 169 7 Section section NN work_55utqx7tjrft5ojtbr67ypjdye 169 8 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 169 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 169 10 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 169 11 puting puting NN work_55utqx7tjrft5ojtbr67ypjdye 169 12 means mean VBZ work_55utqx7tjrft5ojtbr67ypjdye 169 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 169 14 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 169 15 errors error NNS work_55utqx7tjrft5ojtbr67ypjdye 169 16 across across IN work_55utqx7tjrft5ojtbr67ypjdye 169 17 trials trial NNS work_55utqx7tjrft5ojtbr67ypjdye 169 18 with with IN work_55utqx7tjrft5ojtbr67ypjdye 169 19 292 292 CD work_55utqx7tjrft5ojtbr67ypjdye 169 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 169 21 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 169 22 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 169 23 count count NN work_55utqx7tjrft5ojtbr67ypjdye 169 24 , , , work_55utqx7tjrft5ojtbr67ypjdye 169 25 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 169 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 169 27 and and CC work_55utqx7tjrft5ojtbr67ypjdye 169 28 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 169 29 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 169 30 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 169 31 to to TO work_55utqx7tjrft5ojtbr67ypjdye 169 32 ensure ensure VB work_55utqx7tjrft5ojtbr67ypjdye 169 33 significance significance NN work_55utqx7tjrft5ojtbr67ypjdye 169 34 . . . work_55utqx7tjrft5ojtbr67ypjdye 170 1 5.1 5.1 CD work_55utqx7tjrft5ojtbr67ypjdye 170 2 Treatment Treatment NNP work_55utqx7tjrft5ojtbr67ypjdye 170 3 Strength Strength NNP work_55utqx7tjrft5ojtbr67ypjdye 170 4 Many many JJ work_55utqx7tjrft5ojtbr67ypjdye 170 5 factors factor NNS work_55utqx7tjrft5ojtbr67ypjdye 170 6 contribute contribute VBP work_55utqx7tjrft5ojtbr67ypjdye 170 7 to to IN work_55utqx7tjrft5ojtbr67ypjdye 170 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 170 9 general general JJ work_55utqx7tjrft5ojtbr67ypjdye 170 10 concept concept NN work_55utqx7tjrft5ojtbr67ypjdye 170 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 170 12 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 170 13 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 170 14 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 170 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 170 16 a a DT work_55utqx7tjrft5ojtbr67ypjdye 170 17 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 170 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 170 19 but but CC work_55utqx7tjrft5ojtbr67ypjdye 170 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 170 21 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 170 22 obvious obvious JJ work_55utqx7tjrft5ojtbr67ypjdye 170 23 sig- sig- NN work_55utqx7tjrft5ojtbr67ypjdye 170 24 nal nal NNP work_55utqx7tjrft5ojtbr67ypjdye 170 25 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 170 26 the the DT work_55utqx7tjrft5ojtbr67ypjdye 170 27 amount amount NN work_55utqx7tjrft5ojtbr67ypjdye 170 28 by by IN work_55utqx7tjrft5ojtbr67ypjdye 170 29 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 170 30 a a DT work_55utqx7tjrft5ojtbr67ypjdye 170 31 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 170 32 reduces reduce VBZ work_55utqx7tjrft5ojtbr67ypjdye 170 33 the the DT work_55utqx7tjrft5ojtbr67ypjdye 170 34 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 170 35 of of IN work_55utqx7tjrft5ojtbr67ypjdye 170 36 a a DT work_55utqx7tjrft5ojtbr67ypjdye 170 37 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 170 38 . . . work_55utqx7tjrft5ojtbr67ypjdye 171 1 After after IN work_55utqx7tjrft5ojtbr67ypjdye 171 2 stopword stopword NN work_55utqx7tjrft5ojtbr67ypjdye 171 3 removal removal NN work_55utqx7tjrft5ojtbr67ypjdye 171 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 171 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 171 6 count count VBP work_55utqx7tjrft5ojtbr67ypjdye 171 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 171 8 total total JJ work_55utqx7tjrft5ojtbr67ypjdye 171 9 number number NN work_55utqx7tjrft5ojtbr67ypjdye 171 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 171 11 unique unique JJ work_55utqx7tjrft5ojtbr67ypjdye 171 12 word word NN work_55utqx7tjrft5ojtbr67ypjdye 171 13 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 171 14 in in IN work_55utqx7tjrft5ojtbr67ypjdye 171 15 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 171 16 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 171 17 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 171 18 for for IN work_55utqx7tjrft5ojtbr67ypjdye 171 19 each each DT work_55utqx7tjrft5ojtbr67ypjdye 171 20 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 171 21 and and CC work_55utqx7tjrft5ojtbr67ypjdye 171 22 training training NN work_55utqx7tjrft5ojtbr67ypjdye 171 23 cor- cor- XX work_55utqx7tjrft5ojtbr67ypjdye 171 24 pus pus NNP work_55utqx7tjrft5ojtbr67ypjdye 171 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 171 26 as as RB work_55utqx7tjrft5ojtbr67ypjdye 171 27 well well RB work_55utqx7tjrft5ojtbr67ypjdye 171 28 as as IN work_55utqx7tjrft5ojtbr67ypjdye 171 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 171 30 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 171 31 number number NN work_55utqx7tjrft5ojtbr67ypjdye 171 32 of of IN work_55utqx7tjrft5ojtbr67ypjdye 171 33 characters character NNS work_55utqx7tjrft5ojtbr67ypjdye 171 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 171 35 each each DT work_55utqx7tjrft5ojtbr67ypjdye 171 36 word word NN work_55utqx7tjrft5ojtbr67ypjdye 171 37 after after IN work_55utqx7tjrft5ojtbr67ypjdye 171 38 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 171 39 . . . work_55utqx7tjrft5ojtbr67ypjdye 172 1 Comparing compare VBG work_55utqx7tjrft5ojtbr67ypjdye 172 2 type type NN work_55utqx7tjrft5ojtbr67ypjdye 172 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 172 4 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 172 5 ratios ratio NNS work_55utqx7tjrft5ojtbr67ypjdye 172 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 172 7 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 172 8 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 172 9 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 172 10 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 172 11 to to IN work_55utqx7tjrft5ojtbr67ypjdye 172 12 the the DT work_55utqx7tjrft5ojtbr67ypjdye 172 13 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 172 14 cor- cor- NN work_55utqx7tjrft5ojtbr67ypjdye 172 15 pus pus NNP work_55utqx7tjrft5ojtbr67ypjdye 172 16 gives give VBZ work_55utqx7tjrft5ojtbr67ypjdye 172 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 172 18 measurement measurement NN work_55utqx7tjrft5ojtbr67ypjdye 172 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 172 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 172 21 ratio ratio NN work_55utqx7tjrft5ojtbr67ypjdye 172 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 172 23 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 172 24 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 172 25 to to IN work_55utqx7tjrft5ojtbr67ypjdye 172 26 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 172 27 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 172 28 under under IN work_55utqx7tjrft5ojtbr67ypjdye 172 29 that that DT work_55utqx7tjrft5ojtbr67ypjdye 172 30 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 172 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 173 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 173 2 display display VBP work_55utqx7tjrft5ojtbr67ypjdye 173 3 these these DT work_55utqx7tjrft5ojtbr67ypjdye 173 4 counts count NNS work_55utqx7tjrft5ojtbr67ypjdye 173 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 173 6 Figure Figure NNP work_55utqx7tjrft5ojtbr67ypjdye 173 7 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 173 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 174 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 174 2 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 174 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 174 4 these these DT work_55utqx7tjrft5ojtbr67ypjdye 174 5 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 174 6 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 174 7 already already RB work_55utqx7tjrft5ojtbr67ypjdye 174 8 demonstrate demonstrate VBP work_55utqx7tjrft5ojtbr67ypjdye 174 9 that that IN work_55utqx7tjrft5ojtbr67ypjdye 174 10 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 174 11 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 174 12 can can MD work_55utqx7tjrft5ojtbr67ypjdye 174 13 depend depend VB work_55utqx7tjrft5ojtbr67ypjdye 174 14 heav- heav- NN work_55utqx7tjrft5ojtbr67ypjdye 174 15 ily ily NNP work_55utqx7tjrft5ojtbr67ypjdye 174 16 on on IN work_55utqx7tjrft5ojtbr67ypjdye 174 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 174 18 type type NN work_55utqx7tjrft5ojtbr67ypjdye 174 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 174 20 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 174 21 on on IN work_55utqx7tjrft5ojtbr67ypjdye 174 22 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 174 23 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 174 24 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 174 25 applied apply VBN work_55utqx7tjrft5ojtbr67ypjdye 174 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 175 1 For for IN work_55utqx7tjrft5ojtbr67ypjdye 175 2 instance instance NN work_55utqx7tjrft5ojtbr67ypjdye 175 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 175 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 175 5 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 175 6 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 175 7 actually actually RB work_55utqx7tjrft5ojtbr67ypjdye 175 8 increases increase VBZ work_55utqx7tjrft5ojtbr67ypjdye 175 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 175 10 size size NN work_55utqx7tjrft5ojtbr67ypjdye 175 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 175 12 the the DT work_55utqx7tjrft5ojtbr67ypjdye 175 13 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 175 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 175 15 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 175 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 175 17 whereas whereas IN work_55utqx7tjrft5ojtbr67ypjdye 175 18 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 175 19 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 175 20 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 175 21 vocabulary vocabulary JJ work_55utqx7tjrft5ojtbr67ypjdye 175 22 reduction reduction NN work_55utqx7tjrft5ojtbr67ypjdye 175 23 than than IN work_55utqx7tjrft5ojtbr67ypjdye 175 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 175 25 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 175 26 on on IN work_55utqx7tjrft5ojtbr67ypjdye 175 27 both both CC work_55utqx7tjrft5ojtbr67ypjdye 175 28 IMDb IMDb NNS work_55utqx7tjrft5ojtbr67ypjdye 175 29 and and CC work_55utqx7tjrft5ojtbr67ypjdye 175 30 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 175 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 176 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 176 2 proportions proportion NNS work_55utqx7tjrft5ojtbr67ypjdye 176 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 176 4 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 176 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 176 6 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 176 7 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 176 8 type type NN work_55utqx7tjrft5ojtbr67ypjdye 176 9 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 176 10 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 176 11 ratios ratio NNS work_55utqx7tjrft5ojtbr67ypjdye 176 12 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 176 13 consistent consistent JJ work_55utqx7tjrft5ojtbr67ypjdye 176 14 across across IN work_55utqx7tjrft5ojtbr67ypjdye 176 15 cor- cor- NNP work_55utqx7tjrft5ojtbr67ypjdye 176 16 pora pora NNP work_55utqx7tjrft5ojtbr67ypjdye 176 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 176 18 with with IN work_55utqx7tjrft5ojtbr67ypjdye 176 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 176 20 exception exception NN work_55utqx7tjrft5ojtbr67ypjdye 176 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 176 22 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 176 23 on on IN work_55utqx7tjrft5ojtbr67ypjdye 176 24 arXiv arXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 176 25 . . . work_55utqx7tjrft5ojtbr67ypjdye 177 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 177 2 frequent frequent JJ work_55utqx7tjrft5ojtbr67ypjdye 177 3 use use NN work_55utqx7tjrft5ojtbr67ypjdye 177 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 177 5 scientific scientific JJ work_55utqx7tjrft5ojtbr67ypjdye 177 6 prefixes prefix NNS work_55utqx7tjrft5ojtbr67ypjdye 177 7 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 177 8 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 177 9 as as IN work_55utqx7tjrft5ojtbr67ypjdye 177 10 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 177 11 inter inter JJ work_55utqx7tjrft5ojtbr67ypjdye 177 12 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 177 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 177 14 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 177 15 anti anti FW work_55utqx7tjrft5ojtbr67ypjdye 177 16 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 177 17 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 177 18 and and CC work_55utqx7tjrft5ojtbr67ypjdye 177 19 bad bad JJ work_55utqx7tjrft5ojtbr67ypjdye 177 20 conversion conversion NN work_55utqx7tjrft5ojtbr67ypjdye 177 21 from from IN work_55utqx7tjrft5ojtbr67ypjdye 177 22 PDF PDF NNP work_55utqx7tjrft5ojtbr67ypjdye 177 23 format format NN work_55utqx7tjrft5ojtbr67ypjdye 177 24 in in IN work_55utqx7tjrft5ojtbr67ypjdye 177 25 arXiv arXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 177 26 lead lead NN work_55utqx7tjrft5ojtbr67ypjdye 177 27 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 177 28 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 177 29 to to TO work_55utqx7tjrft5ojtbr67ypjdye 177 30 conflate conflate VB work_55utqx7tjrft5ojtbr67ypjdye 177 31 at at IN work_55utqx7tjrft5ojtbr67ypjdye 177 32 a a DT work_55utqx7tjrft5ojtbr67ypjdye 177 33 higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 177 34 rate rate NN work_55utqx7tjrft5ojtbr67ypjdye 177 35 than than IN work_55utqx7tjrft5ojtbr67ypjdye 177 36 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 177 37 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 177 38 on on IN work_55utqx7tjrft5ojtbr67ypjdye 177 39 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 177 40 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 177 41 with with IN work_55utqx7tjrft5ojtbr67ypjdye 177 42 re- re- JJ work_55utqx7tjrft5ojtbr67ypjdye 177 43 spect spect NN work_55utqx7tjrft5ojtbr67ypjdye 177 44 to to IN work_55utqx7tjrft5ojtbr67ypjdye 177 45 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 177 46 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 177 47 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 177 48 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 177 49 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 177 50 . . . work_55utqx7tjrft5ojtbr67ypjdye 178 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 178 2 three three CD work_55utqx7tjrft5ojtbr67ypjdye 178 3 dif- dif- CC work_55utqx7tjrft5ojtbr67ypjdye 178 4 ferent ferent JJ work_55utqx7tjrft5ojtbr67ypjdye 178 5 light light NN work_55utqx7tjrft5ojtbr67ypjdye 178 6 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 178 7 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 178 8 — — : work_55utqx7tjrft5ojtbr67ypjdye 178 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 178 10 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 178 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 178 12 stemmer stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 178 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 178 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 178 15 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 178 16 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 178 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 178 18 and and CC work_55utqx7tjrft5ojtbr67ypjdye 178 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 178 20 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 178 21 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 178 22 — — : work_55utqx7tjrft5ojtbr67ypjdye 178 23 perform perform VB work_55utqx7tjrft5ojtbr67ypjdye 178 24 similarly similarly RB work_55utqx7tjrft5ojtbr67ypjdye 178 25 on on IN work_55utqx7tjrft5ojtbr67ypjdye 178 26 the the DT work_55utqx7tjrft5ojtbr67ypjdye 178 27 IMDb IMDb NNP work_55utqx7tjrft5ojtbr67ypjdye 178 28 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 178 29 , , , work_55utqx7tjrft5ojtbr67ypjdye 178 30 but but CC work_55utqx7tjrft5ojtbr67ypjdye 178 31 vary vary VBP work_55utqx7tjrft5ojtbr67ypjdye 178 32 substantially substantially RB work_55utqx7tjrft5ojtbr67ypjdye 178 33 across across IN work_55utqx7tjrft5ojtbr67ypjdye 178 34 the the DT work_55utqx7tjrft5ojtbr67ypjdye 178 35 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 178 36 three three CD work_55utqx7tjrft5ojtbr67ypjdye 178 37 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 178 38 . . . work_55utqx7tjrft5ojtbr67ypjdye 179 1 Character character NN work_55utqx7tjrft5ojtbr67ypjdye 179 2 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 179 3 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 179 4 ratios ratio NNS work_55utqx7tjrft5ojtbr67ypjdye 179 5 vary vary VBP work_55utqx7tjrft5ojtbr67ypjdye 179 6 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 179 7 between between IN work_55utqx7tjrft5ojtbr67ypjdye 179 8 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 179 9 than than IN work_55utqx7tjrft5ojtbr67ypjdye 179 10 type type NN work_55utqx7tjrft5ojtbr67ypjdye 179 11 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 179 12 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 179 13 ratios ratio NNS work_55utqx7tjrft5ojtbr67ypjdye 179 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 180 1 Five five CD work_55utqx7tjrft5ojtbr67ypjdye 180 2 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 180 3 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 180 4 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 180 5 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 180 6 with with IN work_55utqx7tjrft5ojtbr67ypjdye 180 7 an an DT work_55utqx7tjrft5ojtbr67ypjdye 180 8 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 180 9 length length NN work_55utqx7tjrft5ojtbr67ypjdye 180 10 near near IN work_55utqx7tjrft5ojtbr67ypjdye 180 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 180 12 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 180 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 180 14 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 180 15 and and CC work_55utqx7tjrft5ojtbr67ypjdye 180 16 Lovins Lovins NNP work_55utqx7tjrft5ojtbr67ypjdye 180 17 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 180 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 181 1 Not not RB work_55utqx7tjrft5ojtbr67ypjdye 181 2 surprisingly surprisingly RB work_55utqx7tjrft5ojtbr67ypjdye 181 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 181 4 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 181 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 181 6 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 181 7 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 181 8 an an DT work_55utqx7tjrft5ojtbr67ypjdye 181 9 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 181 10 word word NN work_55utqx7tjrft5ojtbr67ypjdye 181 11 length length NN work_55utqx7tjrft5ojtbr67ypjdye 181 12 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 181 13 less less JJR work_55utqx7tjrft5ojtbr67ypjdye 181 14 than than IN work_55utqx7tjrft5ojtbr67ypjdye 181 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 181 16 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 181 17 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 181 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 181 19 while while IN work_55utqx7tjrft5ojtbr67ypjdye 181 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 181 21 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 181 22 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 181 23 and and CC work_55utqx7tjrft5ojtbr67ypjdye 181 24 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 181 25 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 181 26 vary vary VBP work_55utqx7tjrft5ojtbr67ypjdye 181 27 in in IN work_55utqx7tjrft5ojtbr67ypjdye 181 28 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 181 29 across across IN work_55utqx7tjrft5ojtbr67ypjdye 181 30 cor- cor- NNP work_55utqx7tjrft5ojtbr67ypjdye 181 31 pora pora NNP work_55utqx7tjrft5ojtbr67ypjdye 181 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 182 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 182 2 also also RB work_55utqx7tjrft5ojtbr67ypjdye 182 3 verify verify VBP work_55utqx7tjrft5ojtbr67ypjdye 182 4 some some DT work_55utqx7tjrft5ojtbr67ypjdye 182 5 expected expect VBN work_55utqx7tjrft5ojtbr67ypjdye 182 6 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 182 7 for for IN work_55utqx7tjrft5ojtbr67ypjdye 182 8 these these DT work_55utqx7tjrft5ojtbr67ypjdye 182 9 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 182 10 : : : work_55utqx7tjrft5ojtbr67ypjdye 182 11 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 182 12 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 182 13 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 182 14 very very RB work_55utqx7tjrft5ojtbr67ypjdye 182 15 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 182 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 182 17 with with IN work_55utqx7tjrft5ojtbr67ypjdye 182 18 four four CD work_55utqx7tjrft5ojtbr67ypjdye 182 19 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 182 20 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 182 21 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 182 22 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 182 23 size size NN work_55utqx7tjrft5ojtbr67ypjdye 182 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 182 25 one- one- JJ work_55utqx7tjrft5ojtbr67ypjdye 182 26 fourth fourth JJ work_55utqx7tjrft5ojtbr67ypjdye 182 27 or or CC work_55utqx7tjrft5ojtbr67ypjdye 182 28 one one CD work_55utqx7tjrft5ojtbr67ypjdye 182 29 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 182 30 fifth fifth NN work_55utqx7tjrft5ojtbr67ypjdye 182 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 182 32 the the DT work_55utqx7tjrft5ojtbr67ypjdye 182 33 original original NN work_55utqx7tjrft5ojtbr67ypjdye 182 34 . . . work_55utqx7tjrft5ojtbr67ypjdye 183 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 183 2 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 183 3 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 183 4 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 183 5 behave behave VBP work_55utqx7tjrft5ojtbr67ypjdye 183 6 similarly similarly RB work_55utqx7tjrft5ojtbr67ypjdye 183 7 to to IN work_55utqx7tjrft5ojtbr67ypjdye 183 8 each each DT work_55utqx7tjrft5ojtbr67ypjdye 183 9 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 183 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 183 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 183 12 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 183 13 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 183 14 liberal liberal JJ work_55utqx7tjrft5ojtbr67ypjdye 183 15 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 183 16 by by IN work_55utqx7tjrft5ojtbr67ypjdye 183 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 183 18 Porter2 Porter2 NNP work_55utqx7tjrft5ojtbr67ypjdye 183 19 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 183 20 on on IN work_55utqx7tjrft5ojtbr67ypjdye 183 21 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 183 22 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 183 23 : : : work_55utqx7tjrft5ojtbr67ypjdye 183 24 Type type NN work_55utqx7tjrft5ojtbr67ypjdye 183 25 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 183 26 token token VBN work_55utqx7tjrft5ojtbr67ypjdye 183 27 ratio ratio NN work_55utqx7tjrft5ojtbr67ypjdye 183 28 and and CC work_55utqx7tjrft5ojtbr67ypjdye 183 29 character character NN work_55utqx7tjrft5ojtbr67ypjdye 183 30 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 183 31 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 183 32 ratio ratio NN work_55utqx7tjrft5ojtbr67ypjdye 183 33 vary vary VBP work_55utqx7tjrft5ojtbr67ypjdye 183 34 substantially substantially RB work_55utqx7tjrft5ojtbr67ypjdye 183 35 across across IN work_55utqx7tjrft5ojtbr67ypjdye 183 36 training train VBG work_55utqx7tjrft5ojtbr67ypjdye 183 37 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 183 38 and and CC work_55utqx7tjrft5ojtbr67ypjdye 183 39 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 183 40 treat- treat- NN work_55utqx7tjrft5ojtbr67ypjdye 183 41 ments ment NNS work_55utqx7tjrft5ojtbr67ypjdye 183 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 184 1 Due due IN work_55utqx7tjrft5ojtbr67ypjdye 184 2 to to IN work_55utqx7tjrft5ojtbr67ypjdye 184 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 184 4 context context NN work_55utqx7tjrft5ojtbr67ypjdye 184 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 184 6 sensitive sensitive JJ work_55utqx7tjrft5ojtbr67ypjdye 184 7 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 184 8 done do VBN work_55utqx7tjrft5ojtbr67ypjdye 184 9 by by IN work_55utqx7tjrft5ojtbr67ypjdye 184 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 184 11 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 184 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 184 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 184 14 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 184 15 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 184 16 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 184 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 184 18 one one CD work_55utqx7tjrft5ojtbr67ypjdye 184 19 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 184 20 word word NN work_55utqx7tjrft5ojtbr67ypjdye 184 21 type type NN work_55utqx7tjrft5ojtbr67ypjdye 184 22 to to TO work_55utqx7tjrft5ojtbr67ypjdye 184 23 map map VB work_55utqx7tjrft5ojtbr67ypjdye 184 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 184 25 multiple multiple JJ work_55utqx7tjrft5ojtbr67ypjdye 184 26 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 184 27 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 184 28 , , , work_55utqx7tjrft5ojtbr67ypjdye 184 29 producing produce VBG work_55utqx7tjrft5ojtbr67ypjdye 184 30 a a DT work_55utqx7tjrft5ojtbr67ypjdye 184 31 greater great JJR work_55utqx7tjrft5ojtbr67ypjdye 184 32 type type NN work_55utqx7tjrft5ojtbr67ypjdye 184 33 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 184 34 to to IN work_55utqx7tjrft5ojtbr67ypjdye 184 35 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 184 36 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 184 37 ratio ratio NN work_55utqx7tjrft5ojtbr67ypjdye 184 38 for for IN work_55utqx7tjrft5ojtbr67ypjdye 184 39 the the DT work_55utqx7tjrft5ojtbr67ypjdye 184 40 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 184 41 version version NN work_55utqx7tjrft5ojtbr67ypjdye 184 42 of of IN work_55utqx7tjrft5ojtbr67ypjdye 184 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 184 44 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 184 45 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 184 46 than than IN work_55utqx7tjrft5ojtbr67ypjdye 184 47 for for IN work_55utqx7tjrft5ojtbr67ypjdye 184 48 the the DT work_55utqx7tjrft5ojtbr67ypjdye 184 49 original original JJ work_55utqx7tjrft5ojtbr67ypjdye 184 50 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 184 51 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 184 52 . . . work_55utqx7tjrft5ojtbr67ypjdye 185 1 all all DT work_55utqx7tjrft5ojtbr67ypjdye 185 2 corpora corpora NNP work_55utqx7tjrft5ojtbr67ypjdye 185 3 but but CC work_55utqx7tjrft5ojtbr67ypjdye 185 4 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 185 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 186 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 186 2 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 186 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 186 4 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 186 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 186 6 Lovins Lovins NNP work_55utqx7tjrft5ojtbr67ypjdye 186 7 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 186 8 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 186 9 both both DT work_55utqx7tjrft5ojtbr67ypjdye 186 10 stronger strong JJR work_55utqx7tjrft5ojtbr67ypjdye 186 11 than than IN work_55utqx7tjrft5ojtbr67ypjdye 186 12 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 186 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 186 14 while while IN work_55utqx7tjrft5ojtbr67ypjdye 186 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 186 16 S- s- NN work_55utqx7tjrft5ojtbr67ypjdye 186 17 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 186 18 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 186 19 consistently consistently RB work_55utqx7tjrft5ojtbr67ypjdye 186 20 weaker weak JJR work_55utqx7tjrft5ojtbr67ypjdye 186 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 187 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 187 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 187 3 vocabu- vocabu- JJ work_55utqx7tjrft5ojtbr67ypjdye 187 4 lary lary NN work_55utqx7tjrft5ojtbr67ypjdye 187 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 187 6 a a DT work_55utqx7tjrft5ojtbr67ypjdye 187 7 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 187 8 affects affect VBZ work_55utqx7tjrft5ojtbr67ypjdye 187 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 187 10 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 187 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 187 12 each each DT work_55utqx7tjrft5ojtbr67ypjdye 187 13 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 187 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 187 15 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 187 16 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 187 17 little little JJ work_55utqx7tjrft5ojtbr67ypjdye 187 18 to to TO work_55utqx7tjrft5ojtbr67ypjdye 187 19 affect affect VB work_55utqx7tjrft5ojtbr67ypjdye 187 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 187 21 strengths strength NNS work_55utqx7tjrft5ojtbr67ypjdye 187 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 187 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 187 24 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 187 25 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 187 26 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 187 27 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 187 28 relative relative JJ work_55utqx7tjrft5ojtbr67ypjdye 187 29 to to IN work_55utqx7tjrft5ojtbr67ypjdye 187 30 each each DT work_55utqx7tjrft5ojtbr67ypjdye 187 31 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 187 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 188 1 5.2 5.2 CD work_55utqx7tjrft5ojtbr67ypjdye 188 2 Held hold VBN work_55utqx7tjrft5ojtbr67ypjdye 188 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 188 4 Out out RP work_55utqx7tjrft5ojtbr67ypjdye 188 5 Likelihood Likelihood NNP work_55utqx7tjrft5ojtbr67ypjdye 188 6 Using use VBG work_55utqx7tjrft5ojtbr67ypjdye 188 7 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 188 8 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 188 9 log log NN work_55utqx7tjrft5ojtbr67ypjdye 188 10 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 188 11 measure measure NN work_55utqx7tjrft5ojtbr67ypjdye 188 12 from from IN work_55utqx7tjrft5ojtbr67ypjdye 188 13 Equation Equation NNP work_55utqx7tjrft5ojtbr67ypjdye 188 14 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 188 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 188 16 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 188 17 can can MD work_55utqx7tjrft5ojtbr67ypjdye 188 18 compare compare VB work_55utqx7tjrft5ojtbr67ypjdye 188 19 likelihoods likelihood NNS work_55utqx7tjrft5ojtbr67ypjdye 188 20 across across IN work_55utqx7tjrft5ojtbr67ypjdye 188 21 all all PDT work_55utqx7tjrft5ojtbr67ypjdye 188 22 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 188 23 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 188 24 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 188 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 188 26 as as IN work_55utqx7tjrft5ojtbr67ypjdye 188 27 shown show VBN work_55utqx7tjrft5ojtbr67ypjdye 188 28 in in IN work_55utqx7tjrft5ojtbr67ypjdye 188 29 Figure Figure NNP work_55utqx7tjrft5ojtbr67ypjdye 188 30 2 2 CD work_55utqx7tjrft5ojtbr67ypjdye 188 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 189 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 189 2 observe observe VBP work_55utqx7tjrft5ojtbr67ypjdye 189 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 189 4 all all DT work_55utqx7tjrft5ojtbr67ypjdye 189 5 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 189 6 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 189 7 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 189 8 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 189 9 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 189 10 treat- treat- NN work_55utqx7tjrft5ojtbr67ypjdye 189 11 ments ment NNS work_55utqx7tjrft5ojtbr67ypjdye 189 12 provide provide VBP work_55utqx7tjrft5ojtbr67ypjdye 189 13 little little JJ work_55utqx7tjrft5ojtbr67ypjdye 189 14 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 189 15 benefit benefit NN work_55utqx7tjrft5ojtbr67ypjdye 189 16 apart apart RB work_55utqx7tjrft5ojtbr67ypjdye 189 17 from from IN work_55utqx7tjrft5ojtbr67ypjdye 189 18 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 189 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 189 20 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 189 21 size size NN work_55utqx7tjrft5ojtbr67ypjdye 189 22 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 189 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 189 24 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 189 25 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 189 26 293 293 CD work_55utqx7tjrft5ojtbr67ypjdye 189 27 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 189 28 2 2 CD work_55utqx7tjrft5ojtbr67ypjdye 189 29 : : : work_55utqx7tjrft5ojtbr67ypjdye 189 30 While while IN work_55utqx7tjrft5ojtbr67ypjdye 189 31 light light JJ work_55utqx7tjrft5ojtbr67ypjdye 189 32 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 189 33 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 189 34 may may MD work_55utqx7tjrft5ojtbr67ypjdye 189 35 help help VB work_55utqx7tjrft5ojtbr67ypjdye 189 36 particular particular JJ work_55utqx7tjrft5ojtbr67ypjdye 189 37 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 189 38 , , , work_55utqx7tjrft5ojtbr67ypjdye 189 39 word word NN work_55utqx7tjrft5ojtbr67ypjdye 189 40 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 189 41 generally generally RB work_55utqx7tjrft5ojtbr67ypjdye 189 42 decreases decrease VBZ work_55utqx7tjrft5ojtbr67ypjdye 189 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 189 44 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 189 45 fit fit NN work_55utqx7tjrft5ojtbr67ypjdye 189 46 of of IN work_55utqx7tjrft5ojtbr67ypjdye 189 47 a a DT work_55utqx7tjrft5ojtbr67ypjdye 189 48 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 189 49 model model NN work_55utqx7tjrft5ojtbr67ypjdye 189 50 proportionally proportionally RB work_55utqx7tjrft5ojtbr67ypjdye 189 51 to to IN work_55utqx7tjrft5ojtbr67ypjdye 189 52 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 189 53 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 189 54 as as IN work_55utqx7tjrft5ojtbr67ypjdye 189 55 measured measure VBN work_55utqx7tjrft5ojtbr67ypjdye 189 56 in in IN work_55utqx7tjrft5ojtbr67ypjdye 189 57 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 189 58 log log NN work_55utqx7tjrft5ojtbr67ypjdye 189 59 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 189 60 . . . work_55utqx7tjrft5ojtbr67ypjdye 190 1 Con- Con- NNP work_55utqx7tjrft5ojtbr67ypjdye 190 2 fidence fidence NN work_55utqx7tjrft5ojtbr67ypjdye 190 3 intervals interval NNS work_55utqx7tjrft5ojtbr67ypjdye 190 4 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 190 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 190 6 p p NN work_55utqx7tjrft5ojtbr67ypjdye 190 7 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 190 8 0.99 0.99 CD work_55utqx7tjrft5ojtbr67ypjdye 190 9 range range NN work_55utqx7tjrft5ojtbr67ypjdye 190 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 190 11 belonging belong VBG work_55utqx7tjrft5ojtbr67ypjdye 190 12 to to IN work_55utqx7tjrft5ojtbr67ypjdye 190 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 190 14 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 190 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 190 16 that that DT work_55utqx7tjrft5ojtbr67ypjdye 190 17 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 190 18 ’s ’s POS work_55utqx7tjrft5ojtbr67ypjdye 190 19 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 190 20 log log NN work_55utqx7tjrft5ojtbr67ypjdye 190 21 likeli- likeli- JJ work_55utqx7tjrft5ojtbr67ypjdye 190 22 hoods hood NNS work_55utqx7tjrft5ojtbr67ypjdye 190 23 across across IN work_55utqx7tjrft5ojtbr67ypjdye 190 24 at at IN work_55utqx7tjrft5ojtbr67ypjdye 190 25 least least RBS work_55utqx7tjrft5ojtbr67ypjdye 190 26 9 9 CD work_55utqx7tjrft5ojtbr67ypjdye 190 27 samples sample NNS work_55utqx7tjrft5ojtbr67ypjdye 190 28 each each DT work_55utqx7tjrft5ojtbr67ypjdye 190 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 191 1 Higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 191 2 values value NNS work_55utqx7tjrft5ojtbr67ypjdye 191 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 191 4 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 191 5 log log NN work_55utqx7tjrft5ojtbr67ypjdye 191 6 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 191 7 represent represent VBP work_55utqx7tjrft5ojtbr67ypjdye 191 8 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 191 9 model model NNP work_55utqx7tjrft5ojtbr67ypjdye 191 10 fit fit NN work_55utqx7tjrft5ojtbr67ypjdye 191 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 192 1 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 192 2 result result VBP work_55utqx7tjrft5ojtbr67ypjdye 192 3 in in IN work_55utqx7tjrft5ojtbr67ypjdye 192 4 normalized normalized JJ work_55utqx7tjrft5ojtbr67ypjdye 192 5 log log NN work_55utqx7tjrft5ojtbr67ypjdye 192 6 likelihoods likelihood NNS work_55utqx7tjrft5ojtbr67ypjdye 192 7 sig- sig- RB work_55utqx7tjrft5ojtbr67ypjdye 192 8 nificantly nificantly RB work_55utqx7tjrft5ojtbr67ypjdye 192 9 lower low JJR work_55utqx7tjrft5ojtbr67ypjdye 192 10 than than IN work_55utqx7tjrft5ojtbr67ypjdye 192 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 192 12 unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 192 13 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 192 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 193 1 Sta- sta- UH work_55utqx7tjrft5ojtbr67ypjdye 193 2 tistically tistically RB work_55utqx7tjrft5ojtbr67ypjdye 193 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 193 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 193 5 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 193 6 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 193 7 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 193 8 not not RB work_55utqx7tjrft5ojtbr67ypjdye 193 9 appear appear VB work_55utqx7tjrft5ojtbr67ypjdye 193 10 to to TO work_55utqx7tjrft5ojtbr67ypjdye 193 11 be be VB work_55utqx7tjrft5ojtbr67ypjdye 193 12 improving improve VBG work_55utqx7tjrft5ojtbr67ypjdye 193 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 193 14 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 193 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 193 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 193 17 model model NN work_55utqx7tjrft5ojtbr67ypjdye 193 18 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 193 19 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 193 20 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 193 21 merely merely RB work_55utqx7tjrft5ojtbr67ypjdye 193 22 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 193 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 193 24 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 193 25 unigrams unigram NNS work_55utqx7tjrft5ojtbr67ypjdye 193 26 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 193 27 could could MD work_55utqx7tjrft5ojtbr67ypjdye 193 28 generate generate VB work_55utqx7tjrft5ojtbr67ypjdye 193 29 in in IN work_55utqx7tjrft5ojtbr67ypjdye 193 30 a a DT work_55utqx7tjrft5ojtbr67ypjdye 193 31 moderately moderately RB work_55utqx7tjrft5ojtbr67ypjdye 193 32 principled principle VBN work_55utqx7tjrft5ojtbr67ypjdye 193 33 way way NN work_55utqx7tjrft5ojtbr67ypjdye 193 34 . . . work_55utqx7tjrft5ojtbr67ypjdye 194 1 Both both DT work_55utqx7tjrft5ojtbr67ypjdye 194 2 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 194 3 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 194 4 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 194 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 194 6 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 194 7 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 194 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 194 9 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 194 10 problem problem NN work_55utqx7tjrft5ojtbr67ypjdye 194 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 194 12 but but CC work_55utqx7tjrft5ojtbr67ypjdye 194 13 as as IN work_55utqx7tjrft5ojtbr67ypjdye 194 14 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 194 15 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 194 16 stronger strong JJR work_55utqx7tjrft5ojtbr67ypjdye 194 17 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 194 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 194 19 problems problem NNS work_55utqx7tjrft5ojtbr67ypjdye 194 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 194 21 overconflation overconflation NN work_55utqx7tjrft5ojtbr67ypjdye 194 22 seem seem VBP work_55utqx7tjrft5ojtbr67ypjdye 194 23 to to TO work_55utqx7tjrft5ojtbr67ypjdye 194 24 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 194 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 194 26 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 194 27 further further RB work_55utqx7tjrft5ojtbr67ypjdye 194 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 195 1 More more RBR work_55utqx7tjrft5ojtbr67ypjdye 195 2 surprising surprising JJ work_55utqx7tjrft5ojtbr67ypjdye 195 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 195 4 however however RB work_55utqx7tjrft5ojtbr67ypjdye 195 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 195 6 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 195 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 195 8 mediocre mediocre JJ work_55utqx7tjrft5ojtbr67ypjdye 195 9 per- per- NN work_55utqx7tjrft5ojtbr67ypjdye 195 10 formance formance NN work_55utqx7tjrft5ojtbr67ypjdye 195 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 195 12 the the DT work_55utqx7tjrft5ojtbr67ypjdye 195 13 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 195 14 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 195 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 196 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 196 2 fact fact NN work_55utqx7tjrft5ojtbr67ypjdye 196 3 that that IN work_55utqx7tjrft5ojtbr67ypjdye 196 4 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 196 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 196 6 IMDb IMDb NNS work_55utqx7tjrft5ojtbr67ypjdye 196 7 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 196 8 not not RB work_55utqx7tjrft5ojtbr67ypjdye 196 9 see see VB work_55utqx7tjrft5ojtbr67ypjdye 196 10 an an DT work_55utqx7tjrft5ojtbr67ypjdye 196 11 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 196 12 with with IN work_55utqx7tjrft5ojtbr67ypjdye 196 13 use use NN work_55utqx7tjrft5ojtbr67ypjdye 196 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 196 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 196 16 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 196 17 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 196 18 easy easy JJ work_55utqx7tjrft5ojtbr67ypjdye 196 19 to to TO work_55utqx7tjrft5ojtbr67ypjdye 196 20 explain explain VB work_55utqx7tjrft5ojtbr67ypjdye 196 21 away away RB work_55utqx7tjrft5ojtbr67ypjdye 196 22 : : : work_55utqx7tjrft5ojtbr67ypjdye 196 23 these these DT work_55utqx7tjrft5ojtbr67ypjdye 196 24 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 196 25 contain contain NNP work_55utqx7tjrft5ojtbr67ypjdye 196 26 slang slang NNP work_55utqx7tjrft5ojtbr67ypjdye 196 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 196 28 misspellings misspellings NNP work_55utqx7tjrft5ojtbr67ypjdye 196 29 , , , work_55utqx7tjrft5ojtbr67ypjdye 196 30 and and CC work_55utqx7tjrft5ojtbr67ypjdye 196 31 plenty plenty NN work_55utqx7tjrft5ojtbr67ypjdye 196 32 of of IN work_55utqx7tjrft5ojtbr67ypjdye 196 33 proper proper JJ work_55utqx7tjrft5ojtbr67ypjdye 196 34 names name NNS work_55utqx7tjrft5ojtbr67ypjdye 196 35 , , , work_55utqx7tjrft5ojtbr67ypjdye 196 36 enough enough RB work_55utqx7tjrft5ojtbr67ypjdye 196 37 to to TO work_55utqx7tjrft5ojtbr67ypjdye 196 38 make make VB work_55utqx7tjrft5ojtbr67ypjdye 196 39 lemmatization lemmatization NN work_55utqx7tjrft5ojtbr67ypjdye 196 40 a a DT work_55utqx7tjrft5ojtbr67ypjdye 196 41 challenge challenge NN work_55utqx7tjrft5ojtbr67ypjdye 196 42 . . . work_55utqx7tjrft5ojtbr67ypjdye 197 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 197 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 197 3 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 197 4 see see VBP work_55utqx7tjrft5ojtbr67ypjdye 197 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 197 6 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 197 7 result result NN work_55utqx7tjrft5ojtbr67ypjdye 197 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 197 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 197 10 case case NN work_55utqx7tjrft5ojtbr67ypjdye 197 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 197 12 New New NNP work_55utqx7tjrft5ojtbr67ypjdye 197 13 York York NNP work_55utqx7tjrft5ojtbr67ypjdye 197 14 Times Times NNP work_55utqx7tjrft5ojtbr67ypjdye 197 15 articles article NNS work_55utqx7tjrft5ojtbr67ypjdye 197 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 197 17 an an DT work_55utqx7tjrft5ojtbr67ypjdye 197 18 ideal ideal JJ work_55utqx7tjrft5ojtbr67ypjdye 197 19 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 197 20 for for IN work_55utqx7tjrft5ojtbr67ypjdye 197 21 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 197 22 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 197 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 198 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 198 2 there there EX work_55utqx7tjrft5ojtbr67ypjdye 198 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 198 4 still still RB work_55utqx7tjrft5ojtbr67ypjdye 198 5 many many JJ work_55utqx7tjrft5ojtbr67ypjdye 198 6 named name VBN work_55utqx7tjrft5ojtbr67ypjdye 198 7 entities entity NNS work_55utqx7tjrft5ojtbr67ypjdye 198 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 198 9 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 198 10 arise arise VBP work_55utqx7tjrft5ojtbr67ypjdye 198 11 in in IN work_55utqx7tjrft5ojtbr67ypjdye 198 12 carefully carefully RB work_55utqx7tjrft5ojtbr67ypjdye 198 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 198 14 edited edit VBN work_55utqx7tjrft5ojtbr67ypjdye 198 15 text text NN work_55utqx7tjrft5ojtbr67ypjdye 198 16 with with IN work_55utqx7tjrft5ojtbr67ypjdye 198 17 stan- stan- JJ work_55utqx7tjrft5ojtbr67ypjdye 198 18 dardized dardize VBD work_55utqx7tjrft5ojtbr67ypjdye 198 19 journalistic journalistic JJ work_55utqx7tjrft5ojtbr67ypjdye 198 20 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 198 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 199 1 Other other JJ work_55utqx7tjrft5ojtbr67ypjdye 199 2 observations observation NNS work_55utqx7tjrft5ojtbr67ypjdye 199 3 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 199 4 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 199 5 surprising surprising JJ work_55utqx7tjrft5ojtbr67ypjdye 199 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 200 1 Five- five- JJ work_55utqx7tjrft5ojtbr67ypjdye 200 2 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 200 3 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 200 4 likelihoods likelihood NNS work_55utqx7tjrft5ojtbr67ypjdye 200 5 comparable comparable JJ work_55utqx7tjrft5ojtbr67ypjdye 200 6 to to IN work_55utqx7tjrft5ojtbr67ypjdye 200 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 200 8 stronger strong JJR work_55utqx7tjrft5ojtbr67ypjdye 200 9 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 200 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 200 11 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 200 12 / / SYM work_55utqx7tjrft5ojtbr67ypjdye 200 13 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 200 14 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 200 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 200 16 and and CC work_55utqx7tjrft5ojtbr67ypjdye 200 17 sig- sig- NN work_55utqx7tjrft5ojtbr67ypjdye 200 18 nificantly nificantly RB work_55utqx7tjrft5ojtbr67ypjdye 200 19 better well RBR work_55utqx7tjrft5ojtbr67ypjdye 200 20 than than IN work_55utqx7tjrft5ojtbr67ypjdye 200 21 either either CC work_55utqx7tjrft5ojtbr67ypjdye 200 22 for for IN work_55utqx7tjrft5ojtbr67ypjdye 200 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 200 24 50-topic 50-topic CD work_55utqx7tjrft5ojtbr67ypjdye 200 25 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 200 26 model model NN work_55utqx7tjrft5ojtbr67ypjdye 200 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 201 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 201 2 may may MD work_55utqx7tjrft5ojtbr67ypjdye 201 3 relate relate VB work_55utqx7tjrft5ojtbr67ypjdye 201 4 to to IN work_55utqx7tjrft5ojtbr67ypjdye 201 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 201 6 irregularities irregularity NNS work_55utqx7tjrft5ojtbr67ypjdye 201 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 201 8 re- re- JJ work_55utqx7tjrft5ojtbr67ypjdye 201 9 view view NN work_55utqx7tjrft5ojtbr67ypjdye 201 10 text text NN work_55utqx7tjrft5ojtbr67ypjdye 201 11 : : : work_55utqx7tjrft5ojtbr67ypjdye 201 12 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 201 13 elongated elongate VBN work_55utqx7tjrft5ojtbr67ypjdye 201 14 for for IN work_55utqx7tjrft5ojtbr67ypjdye 201 15 emphasis emphasis NN work_55utqx7tjrft5ojtbr67ypjdye 201 16 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 201 17 e.g. e.g. RB work_55utqx7tjrft5ojtbr67ypjdye 202 1 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 202 2 hel- hel- NNP work_55utqx7tjrft5ojtbr67ypjdye 202 3 loooo loooo NNP work_55utqx7tjrft5ojtbr67ypjdye 202 4 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 202 5 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 202 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 202 7 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 202 8 oddities oddity NNS work_55utqx7tjrft5ojtbr67ypjdye 202 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 202 10 online online JJ work_55utqx7tjrft5ojtbr67ypjdye 202 11 informal informal JJ work_55utqx7tjrft5ojtbr67ypjdye 202 12 En- En- NNP work_55utqx7tjrft5ojtbr67ypjdye 202 13 glish glish NNP work_55utqx7tjrft5ojtbr67ypjdye 202 14 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 202 15 hard hard JJ work_55utqx7tjrft5ojtbr67ypjdye 202 16 for for IN work_55utqx7tjrft5ojtbr67ypjdye 202 17 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 202 18 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 202 19 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 202 20 suffix suffix NN work_55utqx7tjrft5ojtbr67ypjdye 202 21 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 202 22 to to IN work_55utqx7tjrft5ojtbr67ypjdye 202 23 han- han- RB work_55utqx7tjrft5ojtbr67ypjdye 202 24 dle dle VB work_55utqx7tjrft5ojtbr67ypjdye 202 25 but but CC work_55utqx7tjrft5ojtbr67ypjdye 202 26 still still RB work_55utqx7tjrft5ojtbr67ypjdye 202 27 benefit benefit VBP work_55utqx7tjrft5ojtbr67ypjdye 202 28 from from IN work_55utqx7tjrft5ojtbr67ypjdye 202 29 naı̈ve naı̈ve NNP work_55utqx7tjrft5ojtbr67ypjdye 202 30 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 202 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 202 32 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 202 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 203 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 203 2 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 203 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 203 4 Porter2 Porter2 NNP work_55utqx7tjrft5ojtbr67ypjdye 203 5 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 203 6 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 203 7 not not RB work_55utqx7tjrft5ojtbr67ypjdye 203 8 signifi- signifi- JJ work_55utqx7tjrft5ojtbr67ypjdye 203 9 cantly cantly RB work_55utqx7tjrft5ojtbr67ypjdye 203 10 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 203 11 in in IN work_55utqx7tjrft5ojtbr67ypjdye 203 12 any any DT work_55utqx7tjrft5ojtbr67ypjdye 203 13 case case NN work_55utqx7tjrft5ojtbr67ypjdye 203 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 203 15 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 203 16 serves serve VBZ work_55utqx7tjrft5ojtbr67ypjdye 203 17 as as IN work_55utqx7tjrft5ojtbr67ypjdye 203 18 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 203 19 forting fort VBG work_55utqx7tjrft5ojtbr67ypjdye 203 20 validation validation NN work_55utqx7tjrft5ojtbr67ypjdye 203 21 that that IN work_55utqx7tjrft5ojtbr67ypjdye 203 22 those those DT work_55utqx7tjrft5ojtbr67ypjdye 203 23 not not RB work_55utqx7tjrft5ojtbr67ypjdye 203 24 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 203 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 203 26 new new JJ work_55utqx7tjrft5ojtbr67ypjdye 203 27 gen- gen- NN work_55utqx7tjrft5ojtbr67ypjdye 203 28 eration eration NN work_55utqx7tjrft5ojtbr67ypjdye 203 29 of of IN work_55utqx7tjrft5ojtbr67ypjdye 203 30 the the DT work_55utqx7tjrft5ojtbr67ypjdye 203 31 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 203 32 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 203 33 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 203 34 not not RB work_55utqx7tjrft5ojtbr67ypjdye 203 35 losing lose VBG work_55utqx7tjrft5ojtbr67ypjdye 203 36 much much RB work_55utqx7tjrft5ojtbr67ypjdye 203 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 204 1 5.3 5.3 CD work_55utqx7tjrft5ojtbr67ypjdye 204 2 Topic Topic NNP work_55utqx7tjrft5ojtbr67ypjdye 204 3 Coherence Coherence NNP work_55utqx7tjrft5ojtbr67ypjdye 204 4 Log Log NNP work_55utqx7tjrft5ojtbr67ypjdye 204 5 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 204 6 measures measure NNS work_55utqx7tjrft5ojtbr67ypjdye 204 7 can can MD work_55utqx7tjrft5ojtbr67ypjdye 204 8 tell tell VB work_55utqx7tjrft5ojtbr67ypjdye 204 9 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 204 10 about about IN work_55utqx7tjrft5ojtbr67ypjdye 204 11 statisti- statisti- NNP work_55utqx7tjrft5ojtbr67ypjdye 204 12 cal cal NNP work_55utqx7tjrft5ojtbr67ypjdye 204 13 fit fit NNP work_55utqx7tjrft5ojtbr67ypjdye 204 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 204 15 but but CC work_55utqx7tjrft5ojtbr67ypjdye 204 16 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 204 17 not not RB work_55utqx7tjrft5ojtbr67ypjdye 204 18 necessarily necessarily RB work_55utqx7tjrft5ojtbr67ypjdye 204 19 tell tell VB work_55utqx7tjrft5ojtbr67ypjdye 204 20 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 204 21 about about IN work_55utqx7tjrft5ojtbr67ypjdye 204 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 204 23 actual actual JJ work_55utqx7tjrft5ojtbr67ypjdye 204 24 apparent apparent JJ work_55utqx7tjrft5ojtbr67ypjdye 204 25 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 204 26 of of IN work_55utqx7tjrft5ojtbr67ypjdye 204 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 204 28 model model NN work_55utqx7tjrft5ojtbr67ypjdye 204 29 in in IN work_55utqx7tjrft5ojtbr67ypjdye 204 30 terms term NNS work_55utqx7tjrft5ojtbr67ypjdye 204 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 204 32 concep- concep- NN work_55utqx7tjrft5ojtbr67ypjdye 204 33 tual tual JJ work_55utqx7tjrft5ojtbr67ypjdye 204 34 similarity similarity NN work_55utqx7tjrft5ojtbr67ypjdye 204 35 of of IN work_55utqx7tjrft5ojtbr67ypjdye 204 36 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 204 37 in in IN work_55utqx7tjrft5ojtbr67ypjdye 204 38 a a DT work_55utqx7tjrft5ojtbr67ypjdye 204 39 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 204 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 205 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 205 2 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 205 3 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 205 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 205 5 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 205 6 display display VBP work_55utqx7tjrft5ojtbr67ypjdye 205 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 205 8 negative negative JJ work_55utqx7tjrft5ojtbr67ypjdye 205 9 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 205 10 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 205 11 scores score NNS work_55utqx7tjrft5ojtbr67ypjdye 205 12 from from IN work_55utqx7tjrft5ojtbr67ypjdye 205 13 Equation Equation NNP work_55utqx7tjrft5ojtbr67ypjdye 205 14 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 205 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 205 16 each each DT work_55utqx7tjrft5ojtbr67ypjdye 205 17 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 205 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 206 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 206 2 hypothesis hypothesis NN work_55utqx7tjrft5ojtbr67ypjdye 206 3 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 206 4 test test VBP work_55utqx7tjrft5ojtbr67ypjdye 206 5 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 206 6 that that IN work_55utqx7tjrft5ojtbr67ypjdye 206 7 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 206 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 206 9 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 206 10 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 206 11 should should MD work_55utqx7tjrft5ojtbr67ypjdye 206 12 map map VB work_55utqx7tjrft5ojtbr67ypjdye 206 13 morphologically morphologically RB work_55utqx7tjrft5ojtbr67ypjdye 206 14 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 206 15 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 206 16 with with IN work_55utqx7tjrft5ojtbr67ypjdye 206 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 206 18 shared shared JJ work_55utqx7tjrft5ojtbr67ypjdye 206 19 con- con- NN work_55utqx7tjrft5ojtbr67ypjdye 206 20 cept cept VBD work_55utqx7tjrft5ojtbr67ypjdye 206 21 to to IN work_55utqx7tjrft5ojtbr67ypjdye 206 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 206 23 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 206 24 word word NN work_55utqx7tjrft5ojtbr67ypjdye 206 25 , , , work_55utqx7tjrft5ojtbr67ypjdye 206 26 automatically automatically RB work_55utqx7tjrft5ojtbr67ypjdye 206 27 constraining constrain VBG work_55utqx7tjrft5ojtbr67ypjdye 206 28 the the DT work_55utqx7tjrft5ojtbr67ypjdye 206 29 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 206 30 model model NN work_55utqx7tjrft5ojtbr67ypjdye 206 31 to to TO work_55utqx7tjrft5ojtbr67ypjdye 206 32 ensure ensure VB work_55utqx7tjrft5ojtbr67ypjdye 206 33 closely closely RB work_55utqx7tjrft5ojtbr67ypjdye 206 34 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 206 35 related relate VBN work_55utqx7tjrft5ojtbr67ypjdye 206 36 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 206 37 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 206 38 proportionally proportionally RB work_55utqx7tjrft5ojtbr67ypjdye 206 39 present present JJ work_55utqx7tjrft5ojtbr67ypjdye 206 40 in in IN work_55utqx7tjrft5ojtbr67ypjdye 206 41 the the DT work_55utqx7tjrft5ojtbr67ypjdye 206 42 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 206 43 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 206 44 . . . work_55utqx7tjrft5ojtbr67ypjdye 207 1 Our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 207 2 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 207 3 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 207 4 not not RB work_55utqx7tjrft5ojtbr67ypjdye 207 5 conform conform VB work_55utqx7tjrft5ojtbr67ypjdye 207 6 to to IN work_55utqx7tjrft5ojtbr67ypjdye 207 7 this this DT work_55utqx7tjrft5ojtbr67ypjdye 207 8 intuition intuition NN work_55utqx7tjrft5ojtbr67ypjdye 207 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 208 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 208 2 majority majority NN work_55utqx7tjrft5ojtbr67ypjdye 208 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 208 4 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 208 5 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 208 6 statistically statistically RB work_55utqx7tjrft5ojtbr67ypjdye 208 7 indistin- indistin- JJ work_55utqx7tjrft5ojtbr67ypjdye 208 8 guishable guishable JJ work_55utqx7tjrft5ojtbr67ypjdye 208 9 from from IN work_55utqx7tjrft5ojtbr67ypjdye 208 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 208 11 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 208 12 control control NN work_55utqx7tjrft5ojtbr67ypjdye 208 13 with with IN work_55utqx7tjrft5ojtbr67ypjdye 208 14 respect respect NN work_55utqx7tjrft5ojtbr67ypjdye 208 15 to to IN work_55utqx7tjrft5ojtbr67ypjdye 208 16 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 208 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 209 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 209 2 relative relative JJ work_55utqx7tjrft5ojtbr67ypjdye 209 3 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 209 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 209 5 these these DT work_55utqx7tjrft5ojtbr67ypjdye 209 6 treat- treat- JJ work_55utqx7tjrft5ojtbr67ypjdye 209 7 ments ment NNS work_55utqx7tjrft5ojtbr67ypjdye 209 8 on on IN work_55utqx7tjrft5ojtbr67ypjdye 209 9 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 209 10 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 209 11 magnified magnify VBN work_55utqx7tjrft5ojtbr67ypjdye 209 12 as as IN work_55utqx7tjrft5ojtbr67ypjdye 209 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 209 14 number number NN work_55utqx7tjrft5ojtbr67ypjdye 209 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 209 16 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 209 17 increases increase NNS work_55utqx7tjrft5ojtbr67ypjdye 209 18 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 209 19 while while IN work_55utqx7tjrft5ojtbr67ypjdye 209 20 no no DT work_55utqx7tjrft5ojtbr67ypjdye 209 21 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 209 22 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 209 23 dif- dif- CC work_55utqx7tjrft5ojtbr67ypjdye 209 24 fers fer NNS work_55utqx7tjrft5ojtbr67ypjdye 209 25 significantly significantly RB work_55utqx7tjrft5ojtbr67ypjdye 209 26 in in IN work_55utqx7tjrft5ojtbr67ypjdye 209 27 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 209 28 at at IN work_55utqx7tjrft5ojtbr67ypjdye 209 29 10 10 CD work_55utqx7tjrft5ojtbr67ypjdye 209 30 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 209 31 , , , work_55utqx7tjrft5ojtbr67ypjdye 209 32 at at IN work_55utqx7tjrft5ojtbr67ypjdye 209 33 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 209 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 209 35 the the DT work_55utqx7tjrft5ojtbr67ypjdye 209 36 four four CD work_55utqx7tjrft5ojtbr67ypjdye 209 37 strongest strong JJS work_55utqx7tjrft5ojtbr67ypjdye 209 38 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 209 39 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 209 40 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 209 41 , , , work_55utqx7tjrft5ojtbr67ypjdye 209 42 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 209 43 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 209 44 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 209 45 , , , work_55utqx7tjrft5ojtbr67ypjdye 209 46 five five CD work_55utqx7tjrft5ojtbr67ypjdye 209 47 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 209 48 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 209 49 and and CC work_55utqx7tjrft5ojtbr67ypjdye 209 50 four four CD work_55utqx7tjrft5ojtbr67ypjdye 209 51 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 209 52 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 209 53 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 209 54 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 209 55 significantly significantly RB work_55utqx7tjrft5ojtbr67ypjdye 209 56 worse bad JJR work_55utqx7tjrft5ojtbr67ypjdye 209 57 . . . work_55utqx7tjrft5ojtbr67ypjdye 210 1 Four four CD work_55utqx7tjrft5ojtbr67ypjdye 210 2 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 210 3 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 210 4 suffers suffer VBZ work_55utqx7tjrft5ojtbr67ypjdye 210 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 210 6 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 210 7 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 210 8 on on IN work_55utqx7tjrft5ojtbr67ypjdye 210 9 IMDb IMDb NNS work_55utqx7tjrft5ojtbr67ypjdye 210 10 at at IN work_55utqx7tjrft5ojtbr67ypjdye 210 11 50 50 CD work_55utqx7tjrft5ojtbr67ypjdye 210 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 210 13 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 210 14 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 210 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 211 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 211 2 contrast contrast NN work_55utqx7tjrft5ojtbr67ypjdye 211 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 211 4 four- four- NN work_55utqx7tjrft5ojtbr67ypjdye 211 5 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 211 6 actually actually RB work_55utqx7tjrft5ojtbr67ypjdye 211 7 improves improve VBZ work_55utqx7tjrft5ojtbr67ypjdye 211 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 211 9 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 211 10 compared compare VBN work_55utqx7tjrft5ojtbr67ypjdye 211 11 to to IN work_55utqx7tjrft5ojtbr67ypjdye 211 12 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 211 13 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 211 14 on on IN work_55utqx7tjrft5ojtbr67ypjdye 211 15 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 211 16 as as IN work_55utqx7tjrft5ojtbr67ypjdye 211 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 211 18 number number NN work_55utqx7tjrft5ojtbr67ypjdye 211 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 211 20 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 211 21 increases increase NNS work_55utqx7tjrft5ojtbr67ypjdye 211 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 211 23 reaching reach VBG work_55utqx7tjrft5ojtbr67ypjdye 211 24 a a DT work_55utqx7tjrft5ojtbr67ypjdye 211 25 significant significant JJ work_55utqx7tjrft5ojtbr67ypjdye 211 26 level level NN work_55utqx7tjrft5ojtbr67ypjdye 211 27 at at IN work_55utqx7tjrft5ojtbr67ypjdye 211 28 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 211 29 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 211 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 212 1 294 294 CD work_55utqx7tjrft5ojtbr67ypjdye 212 2 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 212 3 3 3 CD work_55utqx7tjrft5ojtbr67ypjdye 212 4 : : : work_55utqx7tjrft5ojtbr67ypjdye 212 5 Conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 212 6 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 212 7 introduce introduce VBP work_55utqx7tjrft5ojtbr67ypjdye 212 8 no no DT work_55utqx7tjrft5ojtbr67ypjdye 212 9 significant significant JJ work_55utqx7tjrft5ojtbr67ypjdye 212 10 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 212 11 in in IN work_55utqx7tjrft5ojtbr67ypjdye 212 12 almost almost RB work_55utqx7tjrft5ojtbr67ypjdye 212 13 all all DT work_55utqx7tjrft5ojtbr67ypjdye 212 14 cases case NNS work_55utqx7tjrft5ojtbr67ypjdye 212 15 in in IN work_55utqx7tjrft5ojtbr67ypjdye 212 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 212 17 resulting result VBG work_55utqx7tjrft5ojtbr67ypjdye 212 18 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 212 19 neg- neg- NN work_55utqx7tjrft5ojtbr67ypjdye 212 20 ative ative JJ work_55utqx7tjrft5ojtbr67ypjdye 212 21 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 212 22 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 212 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 212 24 each each DT work_55utqx7tjrft5ojtbr67ypjdye 212 25 model model NN work_55utqx7tjrft5ojtbr67ypjdye 212 26 according accord VBG work_55utqx7tjrft5ojtbr67ypjdye 212 27 to to IN work_55utqx7tjrft5ojtbr67ypjdye 212 28 token token JJ work_55utqx7tjrft5ojtbr67ypjdye 212 29 assignments assignment NNS work_55utqx7tjrft5ojtbr67ypjdye 212 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 213 1 Smaller small JJR work_55utqx7tjrft5ojtbr67ypjdye 213 2 values value NNS work_55utqx7tjrft5ojtbr67ypjdye 213 3 indicating indicate VBG work_55utqx7tjrft5ojtbr67ypjdye 213 4 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 213 5 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 213 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 213 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 213 8 error error NN work_55utqx7tjrft5ojtbr67ypjdye 213 9 bars bar NNS work_55utqx7tjrft5ojtbr67ypjdye 213 10 represent represent VBP work_55utqx7tjrft5ojtbr67ypjdye 213 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 213 12 p p NN work_55utqx7tjrft5ojtbr67ypjdye 213 13 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 213 14 0.99 0.99 CD work_55utqx7tjrft5ojtbr67ypjdye 213 15 range range NN work_55utqx7tjrft5ojtbr67ypjdye 213 16 of of IN work_55utqx7tjrft5ojtbr67ypjdye 213 17 possible possible JJ work_55utqx7tjrft5ojtbr67ypjdye 213 18 mean mean JJ work_55utqx7tjrft5ojtbr67ypjdye 213 19 values value NNS work_55utqx7tjrft5ojtbr67ypjdye 213 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 214 1 Given give VBN work_55utqx7tjrft5ojtbr67ypjdye 214 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 214 3 lack lack NN work_55utqx7tjrft5ojtbr67ypjdye 214 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 214 5 substantial substantial JJ work_55utqx7tjrft5ojtbr67ypjdye 214 6 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 214 7 difference difference NN work_55utqx7tjrft5ojtbr67ypjdye 214 8 across across IN work_55utqx7tjrft5ojtbr67ypjdye 214 9 a a DT work_55utqx7tjrft5ojtbr67ypjdye 214 10 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 214 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 214 12 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 214 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 214 14 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 214 15 seems seem VBZ work_55utqx7tjrft5ojtbr67ypjdye 214 16 safe safe JJ work_55utqx7tjrft5ojtbr67ypjdye 214 17 to to TO work_55utqx7tjrft5ojtbr67ypjdye 214 18 con- con- NNP work_55utqx7tjrft5ojtbr67ypjdye 214 19 clude clude VB work_55utqx7tjrft5ojtbr67ypjdye 214 20 that that IN work_55utqx7tjrft5ojtbr67ypjdye 214 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 214 22 use use NN work_55utqx7tjrft5ojtbr67ypjdye 214 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 214 24 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 214 25 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 214 26 not not RB work_55utqx7tjrft5ojtbr67ypjdye 214 27 substantially substantially RB work_55utqx7tjrft5ojtbr67ypjdye 214 28 improving improve VBG work_55utqx7tjrft5ojtbr67ypjdye 214 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 214 30 encoding encoding NN work_55utqx7tjrft5ojtbr67ypjdye 214 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 214 32 word word NN work_55utqx7tjrft5ojtbr67ypjdye 214 33 similarities similarity NNS work_55utqx7tjrft5ojtbr67ypjdye 214 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 214 35 these these DT work_55utqx7tjrft5ojtbr67ypjdye 214 36 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 214 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 215 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 215 2 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 215 3 model model NN work_55utqx7tjrft5ojtbr67ypjdye 215 4 itself -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 215 5 on on IN work_55utqx7tjrft5ojtbr67ypjdye 215 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 215 7 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 215 8 cor- cor- NN work_55utqx7tjrft5ojtbr67ypjdye 215 9 pus pus NNP work_55utqx7tjrft5ojtbr67ypjdye 215 10 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 215 11 perhaps perhaps RB work_55utqx7tjrft5ojtbr67ypjdye 215 12 already already RB work_55utqx7tjrft5ojtbr67ypjdye 215 13 doing do VBG work_55utqx7tjrft5ojtbr67ypjdye 215 14 as as RB work_55utqx7tjrft5ojtbr67ypjdye 215 15 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 215 16 a a DT work_55utqx7tjrft5ojtbr67ypjdye 215 17 job job NN work_55utqx7tjrft5ojtbr67ypjdye 215 18 ensuring ensure VBG work_55utqx7tjrft5ojtbr67ypjdye 215 19 that that IN work_55utqx7tjrft5ojtbr67ypjdye 215 20 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 215 21 in in IN work_55utqx7tjrft5ojtbr67ypjdye 215 22 the the DT work_55utqx7tjrft5ojtbr67ypjdye 215 23 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 215 24 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 215 25 class class NN work_55utqx7tjrft5ojtbr67ypjdye 215 26 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 215 27 statisti- statisti- NN work_55utqx7tjrft5ojtbr67ypjdye 215 28 cally cally RB work_55utqx7tjrft5ojtbr67ypjdye 215 29 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 215 30 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 215 31 distributions distribution NNS work_55utqx7tjrft5ojtbr67ypjdye 215 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 216 1 Unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 216 2 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 216 3 sometimes sometimes RB work_55utqx7tjrft5ojtbr67ypjdye 216 4 contain contain VBP work_55utqx7tjrft5ojtbr67ypjdye 216 5 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 216 6 from from IN work_55utqx7tjrft5ojtbr67ypjdye 216 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 216 8 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 216 9 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 216 10 class class NN work_55utqx7tjrft5ojtbr67ypjdye 216 11 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 216 12 e.g. e.g. RB work_55utqx7tjrft5ojtbr67ypjdye 217 1 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 217 2 restaurant restaurant NN work_55utqx7tjrft5ojtbr67ypjdye 217 3 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 217 4 versus versus IN work_55utqx7tjrft5ojtbr67ypjdye 217 5 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 217 6 restaurants restaurant NNS work_55utqx7tjrft5ojtbr67ypjdye 217 7 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 217 8 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 217 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 218 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 218 2 these these DT work_55utqx7tjrft5ojtbr67ypjdye 218 3 might may MD work_55utqx7tjrft5ojtbr67ypjdye 218 4 give give VB work_55utqx7tjrft5ojtbr67ypjdye 218 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 218 6 slight slight JJ work_55utqx7tjrft5ojtbr67ypjdye 218 7 ad- ad- NN work_55utqx7tjrft5ojtbr67ypjdye 218 8 vantage vantage NN work_55utqx7tjrft5ojtbr67ypjdye 218 9 in in IN work_55utqx7tjrft5ojtbr67ypjdye 218 10 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 218 11 measures measure NNS work_55utqx7tjrft5ojtbr67ypjdye 218 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 218 13 this this DT work_55utqx7tjrft5ojtbr67ypjdye 218 14 case case NN work_55utqx7tjrft5ojtbr67ypjdye 218 15 implies imply VBZ work_55utqx7tjrft5ojtbr67ypjdye 218 16 that that IN work_55utqx7tjrft5ojtbr67ypjdye 218 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 218 18 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 218 19 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 218 20 not not RB work_55utqx7tjrft5ojtbr67ypjdye 218 21 necessary necessary JJ work_55utqx7tjrft5ojtbr67ypjdye 218 22 for for IN work_55utqx7tjrft5ojtbr67ypjdye 218 23 bringing bring VBG work_55utqx7tjrft5ojtbr67ypjdye 218 24 to- to- XX work_55utqx7tjrft5ojtbr67ypjdye 218 25 gether gether JJ work_55utqx7tjrft5ojtbr67ypjdye 218 26 morphological morphological JJ work_55utqx7tjrft5ojtbr67ypjdye 218 27 variants variant NNS work_55utqx7tjrft5ojtbr67ypjdye 218 28 in in IN work_55utqx7tjrft5ojtbr67ypjdye 218 29 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 218 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 219 1 5.4 5.4 CD work_55utqx7tjrft5ojtbr67ypjdye 219 2 Clustering Clustering NNP work_55utqx7tjrft5ojtbr67ypjdye 219 3 Consistency Consistency NNP work_55utqx7tjrft5ojtbr67ypjdye 219 4 Another another DT work_55utqx7tjrft5ojtbr67ypjdye 219 5 hypothesized hypothesize VBN work_55utqx7tjrft5ojtbr67ypjdye 219 6 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 219 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 219 8 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 219 9 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 219 10 that that IN work_55utqx7tjrft5ojtbr67ypjdye 219 11 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 219 12 will will MD work_55utqx7tjrft5ojtbr67ypjdye 219 13 produce produce VB work_55utqx7tjrft5ojtbr67ypjdye 219 14 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 219 15 consistent consistent JJ work_55utqx7tjrft5ojtbr67ypjdye 219 16 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 219 17 by by IN work_55utqx7tjrft5ojtbr67ypjdye 219 18 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 219 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 219 20 sensitivity sensitivity NN work_55utqx7tjrft5ojtbr67ypjdye 219 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 219 22 related related JJ work_55utqx7tjrft5ojtbr67ypjdye 219 23 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 219 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 219 25 random random JJ work_55utqx7tjrft5ojtbr67ypjdye 219 26 initialization initialization NN work_55utqx7tjrft5ojtbr67ypjdye 219 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 220 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 220 2 can can MD work_55utqx7tjrft5ojtbr67ypjdye 220 3 use use VB work_55utqx7tjrft5ojtbr67ypjdye 220 4 variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 220 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 220 6 information information NN work_55utqx7tjrft5ojtbr67ypjdye 220 7 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 220 8 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 220 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 220 10 to to IN work_55utqx7tjrft5ojtbr67ypjdye 220 11 un- un- XX work_55utqx7tjrft5ojtbr67ypjdye 220 12 derstand derstand NN work_55utqx7tjrft5ojtbr67ypjdye 220 13 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 220 14 these these DT work_55utqx7tjrft5ojtbr67ypjdye 220 15 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 220 16 differ differ VBP work_55utqx7tjrft5ojtbr67ypjdye 220 17 from from IN work_55utqx7tjrft5ojtbr67ypjdye 220 18 each each DT work_55utqx7tjrft5ojtbr67ypjdye 220 19 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 220 20 relative relative NN work_55utqx7tjrft5ojtbr67ypjdye 220 21 to to IN work_55utqx7tjrft5ojtbr67ypjdye 220 22 how how WRB work_55utqx7tjrft5ojtbr67ypjdye 220 23 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 220 24 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 220 25 vary vary VBP work_55utqx7tjrft5ojtbr67ypjdye 220 26 between between IN work_55utqx7tjrft5ojtbr67ypjdye 220 27 random random JJ work_55utqx7tjrft5ojtbr67ypjdye 220 28 ini- ini- DT work_55utqx7tjrft5ojtbr67ypjdye 220 29 tializations tialization NNS work_55utqx7tjrft5ojtbr67ypjdye 220 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 221 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 221 2 summarize summarize VBP work_55utqx7tjrft5ojtbr67ypjdye 221 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 221 4 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 221 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 221 6 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 221 7 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 221 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 222 1 Within within IN work_55utqx7tjrft5ojtbr67ypjdye 222 2 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 222 3 error error NN work_55utqx7tjrft5ojtbr67ypjdye 222 4 bounds bound NNS work_55utqx7tjrft5ojtbr67ypjdye 222 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 222 6 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 222 7 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 222 8 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 222 9 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 222 10 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 222 11 always always RB work_55utqx7tjrft5ojtbr67ypjdye 222 12 less less JJR work_55utqx7tjrft5ojtbr67ypjdye 222 13 than than IN work_55utqx7tjrft5ojtbr67ypjdye 222 14 or or CC work_55utqx7tjrft5ojtbr67ypjdye 222 15 equal equal JJ work_55utqx7tjrft5ojtbr67ypjdye 222 16 to to IN work_55utqx7tjrft5ojtbr67ypjdye 222 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 222 18 variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 222 19 across across IN work_55utqx7tjrft5ojtbr67ypjdye 222 20 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 222 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 222 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 222 23 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 222 24 increases increase NNS work_55utqx7tjrft5ojtbr67ypjdye 222 25 as as IN work_55utqx7tjrft5ojtbr67ypjdye 222 26 the the DT work_55utqx7tjrft5ojtbr67ypjdye 222 27 number number NN work_55utqx7tjrft5ojtbr67ypjdye 222 28 of of IN work_55utqx7tjrft5ojtbr67ypjdye 222 29 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 222 30 increases increase NNS work_55utqx7tjrft5ojtbr67ypjdye 222 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 223 1 On on IN work_55utqx7tjrft5ojtbr67ypjdye 223 2 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 223 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 223 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 223 5 light light JJ work_55utqx7tjrft5ojtbr67ypjdye 223 6 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 223 7 — — : work_55utqx7tjrft5ojtbr67ypjdye 223 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 223 9 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 223 10 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 223 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 223 12 S s NN work_55utqx7tjrft5ojtbr67ypjdye 223 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 223 14 stemmer stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 223 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 223 16 and and CC work_55utqx7tjrft5ojtbr67ypjdye 223 17 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 223 18 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 223 19 — — : work_55utqx7tjrft5ojtbr67ypjdye 223 20 behave behave VBP work_55utqx7tjrft5ojtbr67ypjdye 223 21 indistinguishably indistinguishably RB work_55utqx7tjrft5ojtbr67ypjdye 223 22 from from IN work_55utqx7tjrft5ojtbr67ypjdye 223 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 223 24 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 223 25 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 223 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 224 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 224 2 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 224 3 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 224 4 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 224 5 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 224 6 trend trend NN work_55utqx7tjrft5ojtbr67ypjdye 224 7 shows show VBZ work_55utqx7tjrft5ojtbr67ypjdye 224 8 that that IN work_55utqx7tjrft5ojtbr67ypjdye 224 9 stronger strong JJR work_55utqx7tjrft5ojtbr67ypjdye 224 10 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 224 11 generally generally RB work_55utqx7tjrft5ojtbr67ypjdye 224 12 result result VBP work_55utqx7tjrft5ojtbr67ypjdye 224 13 in in IN work_55utqx7tjrft5ojtbr67ypjdye 224 14 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 224 15 consistent consistent JJ work_55utqx7tjrft5ojtbr67ypjdye 224 16 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 224 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 225 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 225 2 contradicts contradict VBZ work_55utqx7tjrft5ojtbr67ypjdye 225 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 225 4 intuition intuition NN work_55utqx7tjrft5ojtbr67ypjdye 225 5 that that IN work_55utqx7tjrft5ojtbr67ypjdye 225 6 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 225 7 will will MD work_55utqx7tjrft5ojtbr67ypjdye 225 8 help help VB work_55utqx7tjrft5ojtbr67ypjdye 225 9 place place VB work_55utqx7tjrft5ojtbr67ypjdye 225 10 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 225 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 225 12 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 225 13 meaning meaning NN work_55utqx7tjrft5ojtbr67ypjdye 225 14 into into IN work_55utqx7tjrft5ojtbr67ypjdye 225 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 225 16 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 225 17 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 225 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 226 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 226 2 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 226 3 con- con- NN work_55utqx7tjrft5ojtbr67ypjdye 226 4 strains strain VBZ work_55utqx7tjrft5ojtbr67ypjdye 226 5 all all DT work_55utqx7tjrft5ojtbr67ypjdye 226 6 conflated conflate VBN work_55utqx7tjrft5ojtbr67ypjdye 226 7 word word NN work_55utqx7tjrft5ojtbr67ypjdye 226 8 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 226 9 to to TO work_55utqx7tjrft5ojtbr67ypjdye 226 10 share share VB work_55utqx7tjrft5ojtbr67ypjdye 226 11 one one CD work_55utqx7tjrft5ojtbr67ypjdye 226 12 prob- prob- JJ work_55utqx7tjrft5ojtbr67ypjdye 226 13 ability ability NN work_55utqx7tjrft5ojtbr67ypjdye 226 14 in in IN work_55utqx7tjrft5ojtbr67ypjdye 226 15 each each DT work_55utqx7tjrft5ojtbr67ypjdye 226 16 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 226 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 226 18 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 226 19 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 226 20 not not RB work_55utqx7tjrft5ojtbr67ypjdye 226 21 ensure ensure VB work_55utqx7tjrft5ojtbr67ypjdye 226 22 that that IN work_55utqx7tjrft5ojtbr67ypjdye 226 23 those those DT work_55utqx7tjrft5ojtbr67ypjdye 226 24 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 226 25 distributions distribution NNS work_55utqx7tjrft5ojtbr67ypjdye 226 26 will will MD work_55utqx7tjrft5ojtbr67ypjdye 226 27 favor favor VB work_55utqx7tjrft5ojtbr67ypjdye 226 28 few few JJ work_55utqx7tjrft5ojtbr67ypjdye 226 29 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 226 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 227 1 There there EX work_55utqx7tjrft5ojtbr67ypjdye 227 2 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 227 3 two two CD work_55utqx7tjrft5ojtbr67ypjdye 227 4 striking strike VBG work_55utqx7tjrft5ojtbr67ypjdye 227 5 exceptions exception NNS work_55utqx7tjrft5ojtbr67ypjdye 227 6 to to IN work_55utqx7tjrft5ojtbr67ypjdye 227 7 this this DT work_55utqx7tjrft5ojtbr67ypjdye 227 8 trend trend NN work_55utqx7tjrft5ojtbr67ypjdye 227 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 228 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 228 2 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 228 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 228 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 228 5 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 228 6 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 228 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 229 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 229 2 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 229 3 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 229 4 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 229 5 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 229 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 229 7 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 229 8 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 229 9 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 229 10 stays stay VBZ work_55utqx7tjrft5ojtbr67ypjdye 229 11 closer close RBR work_55utqx7tjrft5ojtbr67ypjdye 229 12 to to IN work_55utqx7tjrft5ojtbr67ypjdye 229 13 that that DT work_55utqx7tjrft5ojtbr67ypjdye 229 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 229 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 229 16 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 229 17 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 229 18 than than IN work_55utqx7tjrft5ojtbr67ypjdye 229 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 229 20 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 229 21 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 229 22 stemmer stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 229 23 or or CC work_55utqx7tjrft5ojtbr67ypjdye 229 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 229 25 WordNet WordNet NNP work_55utqx7tjrft5ojtbr67ypjdye 229 26 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 229 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 230 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 230 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 230 3 the the DT work_55utqx7tjrft5ojtbr67ypjdye 230 4 higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 230 5 inter- inter- FW work_55utqx7tjrft5ojtbr67ypjdye 230 6 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 230 7 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 230 8 between between IN work_55utqx7tjrft5ojtbr67ypjdye 230 9 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 230 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 230 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 230 12 unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 230 13 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 230 14 suggests suggest VBZ work_55utqx7tjrft5ojtbr67ypjdye 230 15 that that IN work_55utqx7tjrft5ojtbr67ypjdye 230 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 230 17 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 230 18 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 230 19 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 230 20 small small JJ work_55utqx7tjrft5ojtbr67ypjdye 230 21 but but CC work_55utqx7tjrft5ojtbr67ypjdye 230 22 significant significant JJ work_55utqx7tjrft5ojtbr67ypjdye 230 23 changes change NNS work_55utqx7tjrft5ojtbr67ypjdye 230 24 in in IN work_55utqx7tjrft5ojtbr67ypjdye 230 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 230 26 optima optima NN work_55utqx7tjrft5ojtbr67ypjdye 230 27 of of IN work_55utqx7tjrft5ojtbr67ypjdye 230 28 the the DT work_55utqx7tjrft5ojtbr67ypjdye 230 29 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 230 30 model model NN work_55utqx7tjrft5ojtbr67ypjdye 230 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 231 1 For for IN work_55utqx7tjrft5ojtbr67ypjdye 231 2 IMDb IMDb NNS work_55utqx7tjrft5ojtbr67ypjdye 231 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 231 4 NYT NYT NNP work_55utqx7tjrft5ojtbr67ypjdye 231 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 231 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 231 7 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 231 8 at at IN work_55utqx7tjrft5ojtbr67ypjdye 231 9 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 231 10 top- top- NN work_55utqx7tjrft5ojtbr67ypjdye 231 11 ics ics NN work_55utqx7tjrft5ojtbr67ypjdye 231 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 231 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 231 14 NYT NYT NNP work_55utqx7tjrft5ojtbr67ypjdye 231 15 again again RB work_55utqx7tjrft5ojtbr67ypjdye 231 16 at at IN work_55utqx7tjrft5ojtbr67ypjdye 231 17 50 50 CD work_55utqx7tjrft5ojtbr67ypjdye 231 18 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 231 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 231 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 231 21 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 231 22 between between IN work_55utqx7tjrft5ojtbr67ypjdye 231 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 231 24 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 231 25 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 231 26 and and CC work_55utqx7tjrft5ojtbr67ypjdye 231 27 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 231 28 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 231 29 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 231 30 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 231 31 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 231 32 significantly significantly RB work_55utqx7tjrft5ojtbr67ypjdye 231 33 greater great JJR work_55utqx7tjrft5ojtbr67ypjdye 231 34 than than IN work_55utqx7tjrft5ojtbr67ypjdye 231 35 the the DT work_55utqx7tjrft5ojtbr67ypjdye 231 36 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 231 37 of of IN work_55utqx7tjrft5ojtbr67ypjdye 231 38 the the DT work_55utqx7tjrft5ojtbr67ypjdye 231 39 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 231 40 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 231 41 with with IN work_55utqx7tjrft5ojtbr67ypjdye 231 42 itself -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 231 43 . . . work_55utqx7tjrft5ojtbr67ypjdye 232 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 232 2 contrast contrast NN work_55utqx7tjrft5ojtbr67ypjdye 232 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 232 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 232 5 variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 232 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 232 7 infor- infor- NNP work_55utqx7tjrft5ojtbr67ypjdye 232 8 mation mation NN work_55utqx7tjrft5ojtbr67ypjdye 232 9 between between IN work_55utqx7tjrft5ojtbr67ypjdye 232 10 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 232 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 232 12 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 232 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 232 14 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 232 15 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 232 16 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 232 17 only only RB work_55utqx7tjrft5ojtbr67ypjdye 232 18 negligibly negligibly RB work_55utqx7tjrft5ojtbr67ypjdye 232 19 higher high JJR work_55utqx7tjrft5ojtbr67ypjdye 232 20 than than IN work_55utqx7tjrft5ojtbr67ypjdye 232 21 the the DT work_55utqx7tjrft5ojtbr67ypjdye 232 22 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 232 23 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 232 24 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 232 25 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 232 26 of of IN work_55utqx7tjrft5ojtbr67ypjdye 232 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 232 28 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 232 29 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 232 30 stemmer stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 232 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 233 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 233 2 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 233 3 interesting interesting JJ work_55utqx7tjrft5ojtbr67ypjdye 233 4 given give VBN work_55utqx7tjrft5ojtbr67ypjdye 233 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 233 6 repu- repu- JJ work_55utqx7tjrft5ojtbr67ypjdye 233 7 tation tation NN work_55utqx7tjrft5ojtbr67ypjdye 233 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 233 9 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 233 10 as as IN work_55utqx7tjrft5ojtbr67ypjdye 233 11 a a DT work_55utqx7tjrft5ojtbr67ypjdye 233 12 weak weak JJ work_55utqx7tjrft5ojtbr67ypjdye 233 13 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 233 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 234 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 234 2 second second JJ work_55utqx7tjrft5ojtbr67ypjdye 234 3 exception exception NN work_55utqx7tjrft5ojtbr67ypjdye 234 4 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 234 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 234 6 five five CD work_55utqx7tjrft5ojtbr67ypjdye 234 7 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 234 8 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 234 9 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 234 10 mer mer NNP work_55utqx7tjrft5ojtbr67ypjdye 234 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 235 1 Though though IN work_55utqx7tjrft5ojtbr67ypjdye 235 2 a a DT work_55utqx7tjrft5ojtbr67ypjdye 235 3 very very RB work_55utqx7tjrft5ojtbr67ypjdye 235 4 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 235 5 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 235 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 235 7 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 235 8 VOI voi NN work_55utqx7tjrft5ojtbr67ypjdye 235 9 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 235 10 in- in- RB work_55utqx7tjrft5ojtbr67ypjdye 235 11 distinguishable distinguishable JJ work_55utqx7tjrft5ojtbr67ypjdye 235 12 from from IN work_55utqx7tjrft5ojtbr67ypjdye 235 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 235 14 heavier heavy JJR work_55utqx7tjrft5ojtbr67ypjdye 235 15 Lovins Lovins NNPS work_55utqx7tjrft5ojtbr67ypjdye 235 16 and and CC work_55utqx7tjrft5ojtbr67ypjdye 235 17 Paice- Paice- NNP work_55utqx7tjrft5ojtbr67ypjdye 235 18 Husk Husk NNP work_55utqx7tjrft5ojtbr67ypjdye 235 19 stemmers stemmer VBZ work_55utqx7tjrft5ojtbr67ypjdye 235 20 on on IN work_55utqx7tjrft5ojtbr67ypjdye 235 21 most most JJS work_55utqx7tjrft5ojtbr67ypjdye 235 22 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 235 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 235 24 but but CC work_55utqx7tjrft5ojtbr67ypjdye 235 25 when when WRB work_55utqx7tjrft5ojtbr67ypjdye 235 26 applied apply VBN work_55utqx7tjrft5ojtbr67ypjdye 235 27 to to IN work_55utqx7tjrft5ojtbr67ypjdye 235 28 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 235 29 with with IN work_55utqx7tjrft5ojtbr67ypjdye 235 30 200 200 CD work_55utqx7tjrft5ojtbr67ypjdye 235 31 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 235 32 , , , work_55utqx7tjrft5ojtbr67ypjdye 235 33 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 235 34 actually actually RB work_55utqx7tjrft5ojtbr67ypjdye 235 35 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 235 36 significantly significantly RB work_55utqx7tjrft5ojtbr67ypjdye 235 37 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 235 38 than than IN work_55utqx7tjrft5ojtbr67ypjdye 235 39 either either RB work_55utqx7tjrft5ojtbr67ypjdye 235 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 235 41 in in IN work_55utqx7tjrft5ojtbr67ypjdye 235 42 both both DT work_55utqx7tjrft5ojtbr67ypjdye 235 43 intra intra JJ work_55utqx7tjrft5ojtbr67ypjdye 235 44 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 235 45 treatment treatment JJ work_55utqx7tjrft5ojtbr67ypjdye 235 46 and and CC work_55utqx7tjrft5ojtbr67ypjdye 235 47 inter- inter- NN work_55utqx7tjrft5ojtbr67ypjdye 235 48 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 235 49 VOI VOI NNP work_55utqx7tjrft5ojtbr67ypjdye 235 50 with with IN work_55utqx7tjrft5ojtbr67ypjdye 235 51 the the DT work_55utqx7tjrft5ojtbr67ypjdye 235 52 unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 235 53 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 235 54 . . . work_55utqx7tjrft5ojtbr67ypjdye 236 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 236 2 ef- ef- NN work_55utqx7tjrft5ojtbr67ypjdye 236 3 fect fect NN work_55utqx7tjrft5ojtbr67ypjdye 236 4 can can MD work_55utqx7tjrft5ojtbr67ypjdye 236 5 be be VB work_55utqx7tjrft5ojtbr67ypjdye 236 6 seen see VBN work_55utqx7tjrft5ojtbr67ypjdye 236 7 to to IN work_55utqx7tjrft5ojtbr67ypjdye 236 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 236 9 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 236 10 significant significant JJ work_55utqx7tjrft5ojtbr67ypjdye 236 11 extent extent NN work_55utqx7tjrft5ojtbr67ypjdye 236 12 in in IN work_55utqx7tjrft5ojtbr67ypjdye 236 13 mod- mod- DT work_55utqx7tjrft5ojtbr67ypjdye 236 14 295 295 CD work_55utqx7tjrft5ojtbr67ypjdye 236 15 Figure figure NN work_55utqx7tjrft5ojtbr67ypjdye 236 16 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 236 17 : : : work_55utqx7tjrft5ojtbr67ypjdye 236 18 The the DT work_55utqx7tjrft5ojtbr67ypjdye 236 19 variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 236 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 236 21 information information NN work_55utqx7tjrft5ojtbr67ypjdye 236 22 between between IN work_55utqx7tjrft5ojtbr67ypjdye 236 23 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 236 24 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 236 25 of of IN work_55utqx7tjrft5ojtbr67ypjdye 236 26 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 236 27 indicates indicate VBZ work_55utqx7tjrft5ojtbr67ypjdye 236 28 that that IN work_55utqx7tjrft5ojtbr67ypjdye 236 29 while while IN work_55utqx7tjrft5ojtbr67ypjdye 236 30 light light NN work_55utqx7tjrft5ojtbr67ypjdye 236 31 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 236 32 may may MD work_55utqx7tjrft5ojtbr67ypjdye 236 33 improve improve VB work_55utqx7tjrft5ojtbr67ypjdye 236 34 the the DT work_55utqx7tjrft5ojtbr67ypjdye 236 35 comparative comparative JJ work_55utqx7tjrft5ojtbr67ypjdye 236 36 similarity similarity NN work_55utqx7tjrft5ojtbr67ypjdye 236 37 of of IN work_55utqx7tjrft5ojtbr67ypjdye 236 38 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 236 39 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 236 40 , , , work_55utqx7tjrft5ojtbr67ypjdye 236 41 heavier heavy JJR work_55utqx7tjrft5ojtbr67ypjdye 236 42 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 236 43 produce produce VBP work_55utqx7tjrft5ojtbr67ypjdye 236 44 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 236 45 stable stable JJ work_55utqx7tjrft5ojtbr67ypjdye 236 46 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 236 47 assignments assignment NNS work_55utqx7tjrft5ojtbr67ypjdye 236 48 . . . work_55utqx7tjrft5ojtbr67ypjdye 237 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 237 2 minimum minimum NN work_55utqx7tjrft5ojtbr67ypjdye 237 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 237 4 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 237 5 significance significance NN work_55utqx7tjrft5ojtbr67ypjdye 237 6 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 237 7 computed compute VBN work_55utqx7tjrft5ojtbr67ypjdye 237 8 as as IN work_55utqx7tjrft5ojtbr67ypjdye 237 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 237 10 maximum maximum JJ work_55utqx7tjrft5ojtbr67ypjdye 237 11 p p NN work_55utqx7tjrft5ojtbr67ypjdye 237 12 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 237 13 0.01 0.01 CD work_55utqx7tjrft5ojtbr67ypjdye 237 14 value value NN work_55utqx7tjrft5ojtbr67ypjdye 237 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 237 16 any any DT work_55utqx7tjrft5ojtbr67ypjdye 237 17 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 237 18 model model NN work_55utqx7tjrft5ojtbr67ypjdye 237 19 as as IN work_55utqx7tjrft5ojtbr67ypjdye 237 20 compared compare VBN work_55utqx7tjrft5ojtbr67ypjdye 237 21 with with IN work_55utqx7tjrft5ojtbr67ypjdye 237 22 itself -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 237 23 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 237 24 i.e. i.e. FW work_55utqx7tjrft5ojtbr67ypjdye 238 1 the the DT work_55utqx7tjrft5ojtbr67ypjdye 238 2 95 95 CD work_55utqx7tjrft5ojtbr67ypjdye 238 3 % % NN work_55utqx7tjrft5ojtbr67ypjdye 238 4 confidence confidence NN work_55utqx7tjrft5ojtbr67ypjdye 238 5 interval interval NN work_55utqx7tjrft5ojtbr67ypjdye 238 6 on on IN work_55utqx7tjrft5ojtbr67ypjdye 238 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 238 8 diagonal diagonal JJ work_55utqx7tjrft5ojtbr67ypjdye 238 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 238 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 239 1 296 296 CD work_55utqx7tjrft5ojtbr67ypjdye 239 2 els el NNS work_55utqx7tjrft5ojtbr67ypjdye 239 3 with with IN work_55utqx7tjrft5ojtbr67ypjdye 239 4 fewer few JJR work_55utqx7tjrft5ojtbr67ypjdye 239 5 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 239 6 over over IN work_55utqx7tjrft5ojtbr67ypjdye 239 7 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 239 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 240 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 240 2 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 240 3 not not RB work_55utqx7tjrft5ojtbr67ypjdye 240 4 im- im- VB work_55utqx7tjrft5ojtbr67ypjdye 240 5 ply ply RB work_55utqx7tjrft5ojtbr67ypjdye 240 6 that that IN work_55utqx7tjrft5ojtbr67ypjdye 240 7 five five CD work_55utqx7tjrft5ojtbr67ypjdye 240 8 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 240 9 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 240 10 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 240 11 a a DT work_55utqx7tjrft5ojtbr67ypjdye 240 12 competitive competitive JJ work_55utqx7tjrft5ojtbr67ypjdye 240 13 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 240 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 240 15 but but CC work_55utqx7tjrft5ojtbr67ypjdye 240 16 rather rather RB work_55utqx7tjrft5ojtbr67ypjdye 240 17 illustrates illustrate VBZ work_55utqx7tjrft5ojtbr67ypjdye 240 18 that that IN work_55utqx7tjrft5ojtbr67ypjdye 240 19 by by IN work_55utqx7tjrft5ojtbr67ypjdye 240 20 this this DT work_55utqx7tjrft5ojtbr67ypjdye 240 21 measure measure NN work_55utqx7tjrft5ojtbr67ypjdye 240 22 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 240 23 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 240 24 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 240 25 perform perform VBP work_55utqx7tjrft5ojtbr67ypjdye 240 26 worse bad JJR work_55utqx7tjrft5ojtbr67ypjdye 240 27 than than IN work_55utqx7tjrft5ojtbr67ypjdye 240 28 a a DT work_55utqx7tjrft5ojtbr67ypjdye 240 29 naive naive JJ work_55utqx7tjrft5ojtbr67ypjdye 240 30 baseline baseline NN work_55utqx7tjrft5ojtbr67ypjdye 240 31 on on IN work_55utqx7tjrft5ojtbr67ypjdye 240 32 a a DT work_55utqx7tjrft5ojtbr67ypjdye 240 33 cor- cor- NN work_55utqx7tjrft5ojtbr67ypjdye 240 34 pus pus NN work_55utqx7tjrft5ojtbr67ypjdye 240 35 with with IN work_55utqx7tjrft5ojtbr67ypjdye 240 36 short short JJ work_55utqx7tjrft5ojtbr67ypjdye 240 37 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 240 38 and and CC work_55utqx7tjrft5ojtbr67ypjdye 240 39 irregular irregular JJ work_55utqx7tjrft5ojtbr67ypjdye 240 40 text text NN work_55utqx7tjrft5ojtbr67ypjdye 240 41 . . . work_55utqx7tjrft5ojtbr67ypjdye 241 1 5.5 5.5 CD work_55utqx7tjrft5ojtbr67ypjdye 241 2 Influential influential JJ work_55utqx7tjrft5ojtbr67ypjdye 241 3 Words Words NNPS work_55utqx7tjrft5ojtbr67ypjdye 241 4 To to TO work_55utqx7tjrft5ojtbr67ypjdye 241 5 identify identify VB work_55utqx7tjrft5ojtbr67ypjdye 241 6 word word NN work_55utqx7tjrft5ojtbr67ypjdye 241 7 types type NNS work_55utqx7tjrft5ojtbr67ypjdye 241 8 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 241 9 positively positively RB work_55utqx7tjrft5ojtbr67ypjdye 241 10 or or CC work_55utqx7tjrft5ojtbr67ypjdye 241 11 negatively negatively RB work_55utqx7tjrft5ojtbr67ypjdye 241 12 affect affect VB work_55utqx7tjrft5ojtbr67ypjdye 241 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 241 14 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 241 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 241 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 241 17 model model NN work_55utqx7tjrft5ojtbr67ypjdye 241 18 after after IN work_55utqx7tjrft5ojtbr67ypjdye 241 19 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 241 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 241 21 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 241 22 use use VBP work_55utqx7tjrft5ojtbr67ypjdye 241 23 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 241 24 idf idf NN work_55utqx7tjrft5ojtbr67ypjdye 241 25 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 241 26 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 241 27 and and CC work_55utqx7tjrft5ojtbr67ypjdye 241 28 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 241 29 metrics metric NNS work_55utqx7tjrft5ojtbr67ypjdye 241 30 for for IN work_55utqx7tjrft5ojtbr67ypjdye 241 31 each each DT work_55utqx7tjrft5ojtbr67ypjdye 241 32 word word NN work_55utqx7tjrft5ojtbr67ypjdye 241 33 type type NN work_55utqx7tjrft5ojtbr67ypjdye 241 34 . . . work_55utqx7tjrft5ojtbr67ypjdye 242 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 242 2 idf idf NN work_55utqx7tjrft5ojtbr67ypjdye 242 3 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 242 4 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 242 5 metric metric NN work_55utqx7tjrft5ojtbr67ypjdye 242 6 strongly strongly RB work_55utqx7tjrft5ojtbr67ypjdye 242 7 indi- indi- NNP work_55utqx7tjrft5ojtbr67ypjdye 242 8 cates cat VBZ work_55utqx7tjrft5ojtbr67ypjdye 242 9 that that IN work_55utqx7tjrft5ojtbr67ypjdye 242 10 while while IN work_55utqx7tjrft5ojtbr67ypjdye 242 11 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 242 12 improves improve VBZ work_55utqx7tjrft5ojtbr67ypjdye 242 13 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 242 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 242 15 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 242 16 on on IN work_55utqx7tjrft5ojtbr67ypjdye 242 17 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 242 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 242 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 242 20 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 242 21 applied apply VBD work_55utqx7tjrft5ojtbr67ypjdye 242 22 primar- primar- XX work_55utqx7tjrft5ojtbr67ypjdye 242 23 ily ily NNP work_55utqx7tjrft5ojtbr67ypjdye 242 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 242 25 conflated conflate VBN work_55utqx7tjrft5ojtbr67ypjdye 242 26 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 242 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 243 1 Untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 243 2 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 243 3 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 243 4 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 243 5 not not RB work_55utqx7tjrft5ojtbr67ypjdye 243 6 share share VB work_55utqx7tjrft5ojtbr67ypjdye 243 7 a a DT work_55utqx7tjrft5ojtbr67ypjdye 243 8 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 243 9 class class NN work_55utqx7tjrft5ojtbr67ypjdye 243 10 under under IN work_55utqx7tjrft5ojtbr67ypjdye 243 11 a a DT work_55utqx7tjrft5ojtbr67ypjdye 243 12 treatment treatment NN work_55utqx7tjrft5ojtbr67ypjdye 243 13 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 243 14 e.g. e.g. RB work_55utqx7tjrft5ojtbr67ypjdye 244 1 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 244 2 mar- mar- NNP work_55utqx7tjrft5ojtbr67ypjdye 244 3 quess quess NNP work_55utqx7tjrft5ojtbr67ypjdye 244 4 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 244 5 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 244 6 often often RB work_55utqx7tjrft5ojtbr67ypjdye 244 7 become become VBP work_55utqx7tjrft5ojtbr67ypjdye 244 8 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 244 9 probable probable JJ work_55utqx7tjrft5ojtbr67ypjdye 244 10 on on IN work_55utqx7tjrft5ojtbr67ypjdye 244 11 average average JJ work_55utqx7tjrft5ojtbr67ypjdye 244 12 after after IN work_55utqx7tjrft5ojtbr67ypjdye 244 13 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 244 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 245 1 Their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 245 2 inferred inferred JJ work_55utqx7tjrft5ojtbr67ypjdye 245 3 hyperparameters hyperparameter NNS work_55utqx7tjrft5ojtbr67ypjdye 245 4 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 245 5 larger large JJR work_55utqx7tjrft5ojtbr67ypjdye 245 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 245 7 thus thus RB work_55utqx7tjrft5ojtbr67ypjdye 245 8 encourage encourage VB work_55utqx7tjrft5ojtbr67ypjdye 245 9 less less JJR work_55utqx7tjrft5ojtbr67ypjdye 245 10 sparsity sparsity NN work_55utqx7tjrft5ojtbr67ypjdye 245 11 in in IN work_55utqx7tjrft5ojtbr67ypjdye 245 12 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 245 13 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 245 14 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 245 15 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 245 16 as as IN work_55utqx7tjrft5ojtbr67ypjdye 245 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 245 18 result result NN work_55utqx7tjrft5ojtbr67ypjdye 245 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 245 20 the the DT work_55utqx7tjrft5ojtbr67ypjdye 245 21 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 245 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 245 23 rarer rare JJR work_55utqx7tjrft5ojtbr67ypjdye 245 24 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 245 25 in in IN work_55utqx7tjrft5ojtbr67ypjdye 245 26 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 245 27 own own JJ work_55utqx7tjrft5ojtbr67ypjdye 245 28 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 245 29 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 245 30 decreases decrease VBZ work_55utqx7tjrft5ojtbr67ypjdye 245 31 as as IN work_55utqx7tjrft5ojtbr67ypjdye 245 32 that that DT work_55utqx7tjrft5ojtbr67ypjdye 245 33 prob- prob- JJ work_55utqx7tjrft5ojtbr67ypjdye 245 34 ability ability NN work_55utqx7tjrft5ojtbr67ypjdye 245 35 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 245 36 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 245 37 distributed distribute VBN work_55utqx7tjrft5ojtbr67ypjdye 245 38 across across IN work_55utqx7tjrft5ojtbr67ypjdye 245 39 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 245 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 246 1 This this DT work_55utqx7tjrft5ojtbr67ypjdye 246 2 also also RB work_55utqx7tjrft5ojtbr67ypjdye 246 3 increases increase VBZ work_55utqx7tjrft5ojtbr67ypjdye 246 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 246 5 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 246 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 246 7 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 246 8 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 246 9 from from IN work_55utqx7tjrft5ojtbr67ypjdye 246 10 a a DT work_55utqx7tjrft5ojtbr67ypjdye 246 11 size- size- JJ work_55utqx7tjrft5ojtbr67ypjdye 246 12 one one CD work_55utqx7tjrft5ojtbr67ypjdye 246 13 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 246 14 class class NN work_55utqx7tjrft5ojtbr67ypjdye 246 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 247 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 247 2 can can MD work_55utqx7tjrft5ojtbr67ypjdye 247 3 confirm confirm VB work_55utqx7tjrft5ojtbr67ypjdye 247 4 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 247 5 hypotheses hypothesis NNS work_55utqx7tjrft5ojtbr67ypjdye 247 6 from from IN work_55utqx7tjrft5ojtbr67ypjdye 247 7 earlier early RBR work_55utqx7tjrft5ojtbr67ypjdye 247 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 247 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 247 10 paper paper NN work_55utqx7tjrft5ojtbr67ypjdye 247 11 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 247 12 these these DT work_55utqx7tjrft5ojtbr67ypjdye 247 13 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 247 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 248 1 For for IN work_55utqx7tjrft5ojtbr67ypjdye 248 2 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 248 3 dif- dif- NN work_55utqx7tjrft5ojtbr67ypjdye 248 4 ferences ference NNS work_55utqx7tjrft5ojtbr67ypjdye 248 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 248 6 those those DT work_55utqx7tjrft5ojtbr67ypjdye 248 7 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 248 8 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 248 9 with with IN work_55utqx7tjrft5ojtbr67ypjdye 248 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 248 11 greatest great JJS work_55utqx7tjrft5ojtbr67ypjdye 248 12 weighted weighted JJ work_55utqx7tjrft5ojtbr67ypjdye 248 13 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 248 14 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 248 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 248 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 248 17 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 248 18 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 248 19 in in IN work_55utqx7tjrft5ojtbr67ypjdye 248 20 ArXiv ArXiv NNP work_55utqx7tjrft5ojtbr67ypjdye 248 21 include include VBP work_55utqx7tjrft5ojtbr67ypjdye 248 22 huge huge JJ work_55utqx7tjrft5ojtbr67ypjdye 248 23 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 248 24 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 248 25 of of IN work_55utqx7tjrft5ojtbr67ypjdye 248 26 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 248 27 with with IN work_55utqx7tjrft5ojtbr67ypjdye 248 28 the the DT work_55utqx7tjrft5ojtbr67ypjdye 248 29 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 248 30 prefix prefix NN work_55utqx7tjrft5ojtbr67ypjdye 248 31 but but CC work_55utqx7tjrft5ojtbr67ypjdye 248 32 wildly wildly RB work_55utqx7tjrft5ojtbr67ypjdye 248 33 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 248 34 roots root NNS work_55utqx7tjrft5ojtbr67ypjdye 248 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 249 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 249 2 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 249 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 249 4 these these DT work_55utqx7tjrft5ojtbr67ypjdye 249 5 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 249 6 forced force VBN work_55utqx7tjrft5ojtbr67ypjdye 249 7 sparsity sparsity NN work_55utqx7tjrft5ojtbr67ypjdye 249 8 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 249 9 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 249 10 should should MD work_55utqx7tjrft5ojtbr67ypjdye 249 11 not not RB work_55utqx7tjrft5ojtbr67ypjdye 249 12 necessarily necessarily RB work_55utqx7tjrft5ojtbr67ypjdye 249 13 have have VB work_55utqx7tjrft5ojtbr67ypjdye 249 14 been be VBN work_55utqx7tjrft5ojtbr67ypjdye 249 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 249 16 degrading degrade VBG work_55utqx7tjrft5ojtbr67ypjdye 249 17 coher- coher- NN work_55utqx7tjrft5ojtbr67ypjdye 249 18 ence ence NN work_55utqx7tjrft5ojtbr67ypjdye 249 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 250 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 250 2 exemplified exemplify VBN work_55utqx7tjrft5ojtbr67ypjdye 250 3 in in IN work_55utqx7tjrft5ojtbr67ypjdye 250 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 250 5 50-topic 50-topic CD work_55utqx7tjrft5ojtbr67ypjdye 250 6 NYT NYT NNP work_55utqx7tjrft5ojtbr67ypjdye 250 7 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 250 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 250 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 250 10 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 250 11 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 250 12 improves improve VBZ work_55utqx7tjrft5ojtbr67ypjdye 250 13 the the DT work_55utqx7tjrft5ojtbr67ypjdye 250 14 likelihood likelihood NN work_55utqx7tjrft5ojtbr67ypjdye 250 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 250 16 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 250 17 mon mon NN work_55utqx7tjrft5ojtbr67ypjdye 250 18 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 250 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 250 20 like like IN work_55utqx7tjrft5ojtbr67ypjdye 250 21 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 250 22 street street NN work_55utqx7tjrft5ojtbr67ypjdye 250 23 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 250 24 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 250 25 TPscore tpscore NN work_55utqx7tjrft5ojtbr67ypjdye 250 26 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 250 27 5370 5370 CD work_55utqx7tjrft5ojtbr67ypjdye 250 28 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 250 29 and and CC work_55utqx7tjrft5ojtbr67ypjdye 250 30 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 250 31 mr mr NNP work_55utqx7tjrft5ojtbr67ypjdye 250 32 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 250 33 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 250 34 TPscore tpscore NN work_55utqx7tjrft5ojtbr67ypjdye 250 35 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 250 36 13945 13945 CD work_55utqx7tjrft5ojtbr67ypjdye 250 37 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 250 38 , , , work_55utqx7tjrft5ojtbr67ypjdye 250 39 an an DT work_55utqx7tjrft5ojtbr67ypjdye 250 40 outcome outcome NN work_55utqx7tjrft5ojtbr67ypjdye 250 41 aligned align VBN work_55utqx7tjrft5ojtbr67ypjdye 250 42 with with IN work_55utqx7tjrft5ojtbr67ypjdye 250 43 the the DT work_55utqx7tjrft5ojtbr67ypjdye 250 44 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 250 45 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 250 46 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 250 47 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 250 48 ’s ’s POS work_55utqx7tjrft5ojtbr67ypjdye 250 49 aim aim NN work_55utqx7tjrft5ojtbr67ypjdye 250 50 to to TO work_55utqx7tjrft5ojtbr67ypjdye 250 51 cope cope VB work_55utqx7tjrft5ojtbr67ypjdye 250 52 well well RB work_55utqx7tjrft5ojtbr67ypjdye 250 53 with with IN work_55utqx7tjrft5ojtbr67ypjdye 250 54 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 250 55 mon mon NN work_55utqx7tjrft5ojtbr67ypjdye 250 56 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 250 57 . . . work_55utqx7tjrft5ojtbr67ypjdye 251 1 But but CC work_55utqx7tjrft5ojtbr67ypjdye 251 2 for for IN work_55utqx7tjrft5ojtbr67ypjdye 251 3 rarer rare JJR work_55utqx7tjrft5ojtbr67ypjdye 251 4 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 251 5 like like IN work_55utqx7tjrft5ojtbr67ypjdye 251 6 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 251 7 purgative purgative JJ work_55utqx7tjrft5ojtbr67ypjdye 251 8 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 251 9 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 251 10 TPscore tpscore NN work_55utqx7tjrft5ojtbr67ypjdye 251 11 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 251 12 −17.5 −17.5 NN work_55utqx7tjrft5ojtbr67ypjdye 251 13 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 251 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 251 15 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 251 16 pranks prank NNS work_55utqx7tjrft5ojtbr67ypjdye 251 17 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 251 18 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 251 19 TPscore tpscore NN work_55utqx7tjrft5ojtbr67ypjdye 251 20 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 251 21 −15.4 −15.4 NNP work_55utqx7tjrft5ojtbr67ypjdye 251 22 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 251 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 251 24 no no DT work_55utqx7tjrft5ojtbr67ypjdye 251 25 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 251 26 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 251 27 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 251 28 seen see VBN work_55utqx7tjrft5ojtbr67ypjdye 251 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 252 1 These these DT work_55utqx7tjrft5ojtbr67ypjdye 252 2 com- com- NN work_55utqx7tjrft5ojtbr67ypjdye 252 3 mon mon NN work_55utqx7tjrft5ojtbr67ypjdye 252 4 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 252 5 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 252 6 not not RB work_55utqx7tjrft5ojtbr67ypjdye 252 7 have have VB work_55utqx7tjrft5ojtbr67ypjdye 252 8 extreme extreme JJ work_55utqx7tjrft5ojtbr67ypjdye 252 9 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 252 10 values value NNS work_55utqx7tjrft5ojtbr67ypjdye 252 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 252 12 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 252 13 supports support VBZ work_55utqx7tjrft5ojtbr67ypjdye 252 14 our -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 252 15 hypothesis hypothesis NN work_55utqx7tjrft5ojtbr67ypjdye 252 16 that that IN work_55utqx7tjrft5ojtbr67ypjdye 252 17 while while IN work_55utqx7tjrft5ojtbr67ypjdye 252 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 252 19 likeli- likeli- JJ work_55utqx7tjrft5ojtbr67ypjdye 252 20 hood hood NN work_55utqx7tjrft5ojtbr67ypjdye 252 21 of of IN work_55utqx7tjrft5ojtbr67ypjdye 252 22 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 252 23 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 252 24 improves improve VBZ work_55utqx7tjrft5ojtbr67ypjdye 252 25 with with IN work_55utqx7tjrft5ojtbr67ypjdye 252 26 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 252 27 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 252 28 ming ming NNP work_55utqx7tjrft5ojtbr67ypjdye 252 29 , , , work_55utqx7tjrft5ojtbr67ypjdye 252 30 those those DT work_55utqx7tjrft5ojtbr67ypjdye 252 31 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 252 32 were be VBD work_55utqx7tjrft5ojtbr67ypjdye 252 33 already already RB work_55utqx7tjrft5ojtbr67ypjdye 252 34 in in IN work_55utqx7tjrft5ojtbr67ypjdye 252 35 the the DT work_55utqx7tjrft5ojtbr67ypjdye 252 36 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 252 37 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 252 38 and and CC work_55utqx7tjrft5ojtbr67ypjdye 252 39 did do VBD work_55utqx7tjrft5ojtbr67ypjdye 252 40 not not RB work_55utqx7tjrft5ojtbr67ypjdye 252 41 affect affect VB work_55utqx7tjrft5ojtbr67ypjdye 252 42 model model NN work_55utqx7tjrft5ojtbr67ypjdye 252 43 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 252 44 . . . work_55utqx7tjrft5ojtbr67ypjdye 253 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 253 2 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 253 3 can can MD work_55utqx7tjrft5ojtbr67ypjdye 253 4 not not RB work_55utqx7tjrft5ojtbr67ypjdye 253 5 use use VB work_55utqx7tjrft5ojtbr67ypjdye 253 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 7 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 253 8 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 253 9 measurement measurement NN work_55utqx7tjrft5ojtbr67ypjdye 253 10 on on IN work_55utqx7tjrft5ojtbr67ypjdye 253 11 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 12 context context NN work_55utqx7tjrft5ojtbr67ypjdye 253 13 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 253 14 sensitive sensitive JJ work_55utqx7tjrft5ojtbr67ypjdye 253 15 lemmatizer lemmatizer NN work_55utqx7tjrft5ojtbr67ypjdye 253 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 253 17 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 253 18 see see VBP work_55utqx7tjrft5ojtbr67ypjdye 253 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 20 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 253 21 ef- ef- XX work_55utqx7tjrft5ojtbr67ypjdye 253 22 fect fect NN work_55utqx7tjrft5ojtbr67ypjdye 253 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 253 24 where where WRB work_55utqx7tjrft5ojtbr67ypjdye 253 25 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 26 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 253 27 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 253 28 improved improve VBN work_55utqx7tjrft5ojtbr67ypjdye 253 29 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 253 30 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 253 31 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 32 most most RBS work_55utqx7tjrft5ojtbr67ypjdye 253 33 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 253 34 , , , work_55utqx7tjrft5ojtbr67ypjdye 253 35 and and CC work_55utqx7tjrft5ojtbr67ypjdye 253 36 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 37 less less RBR work_55utqx7tjrft5ojtbr67ypjdye 253 38 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 253 39 likely likely JJ work_55utqx7tjrft5ojtbr67ypjdye 253 40 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 253 41 in in IN work_55utqx7tjrft5ojtbr67ypjdye 253 42 the the DT work_55utqx7tjrft5ojtbr67ypjdye 253 43 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 253 44 model model NN work_55utqx7tjrft5ojtbr67ypjdye 253 45 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 253 46 rare rare JJ work_55utqx7tjrft5ojtbr67ypjdye 253 47 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 253 48 and and CC work_55utqx7tjrft5ojtbr67ypjdye 253 49 names name NNS work_55utqx7tjrft5ojtbr67ypjdye 253 50 . . . work_55utqx7tjrft5ojtbr67ypjdye 254 1 Interesting interesting JJ work_55utqx7tjrft5ojtbr67ypjdye 254 2 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 254 3 also also RB work_55utqx7tjrft5ojtbr67ypjdye 254 4 arise arise VBP work_55utqx7tjrft5ojtbr67ypjdye 254 5 from from IN work_55utqx7tjrft5ojtbr67ypjdye 254 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 254 7 five- five- JJ work_55utqx7tjrft5ojtbr67ypjdye 254 8 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 254 9 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 254 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 255 1 Unlike unlike IN work_55utqx7tjrft5ojtbr67ypjdye 255 2 prescriptive prescriptive JJ work_55utqx7tjrft5ojtbr67ypjdye 255 3 rule rule NN work_55utqx7tjrft5ojtbr67ypjdye 255 4 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 255 5 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 255 6 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 255 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 255 8 the the DT work_55utqx7tjrft5ojtbr67ypjdye 255 9 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 255 10 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 255 11 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 255 12 not not RB work_55utqx7tjrft5ojtbr67ypjdye 255 13 produce produce VB work_55utqx7tjrft5ojtbr67ypjdye 255 14 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 255 15 errors error NNS work_55utqx7tjrft5ojtbr67ypjdye 255 16 when when WRB work_55utqx7tjrft5ojtbr67ypjdye 255 17 typos typos NNP work_55utqx7tjrft5ojtbr67ypjdye 255 18 arise arise VBP work_55utqx7tjrft5ojtbr67ypjdye 255 19 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 255 20 in in IN work_55utqx7tjrft5ojtbr67ypjdye 255 21 fact fact NN work_55utqx7tjrft5ojtbr67ypjdye 255 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 255 23 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 255 24 can can MD work_55utqx7tjrft5ojtbr67ypjdye 255 25 ac- ac- RB work_55utqx7tjrft5ojtbr67ypjdye 255 26 commodate commodate VB work_55utqx7tjrft5ojtbr67ypjdye 255 27 typos typo NNS work_55utqx7tjrft5ojtbr67ypjdye 255 28 at at IN work_55utqx7tjrft5ojtbr67ypjdye 255 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 255 30 ends end NNS work_55utqx7tjrft5ojtbr67ypjdye 255 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 255 32 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 255 33 in in IN work_55utqx7tjrft5ojtbr67ypjdye 255 34 a a DT work_55utqx7tjrft5ojtbr67ypjdye 255 35 way way NN work_55utqx7tjrft5ojtbr67ypjdye 255 36 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 255 37 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 255 38 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 255 39 can can MD work_55utqx7tjrft5ojtbr67ypjdye 255 40 not not RB work_55utqx7tjrft5ojtbr67ypjdye 255 41 . . . work_55utqx7tjrft5ojtbr67ypjdye 256 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 256 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 256 3 once once RB work_55utqx7tjrft5ojtbr67ypjdye 256 4 again again RB work_55utqx7tjrft5ojtbr67ypjdye 256 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 256 6 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 256 7 observe observe VBP work_55utqx7tjrft5ojtbr67ypjdye 256 8 that that IN work_55utqx7tjrft5ojtbr67ypjdye 256 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 256 10 word word NN work_55utqx7tjrft5ojtbr67ypjdye 256 11 probabilities probability NNS work_55utqx7tjrft5ojtbr67ypjdye 256 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 256 13 truncated truncate VBN work_55utqx7tjrft5ojtbr67ypjdye 256 14 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 256 15 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 256 16 much much RB work_55utqx7tjrft5ojtbr67ypjdye 256 17 improved improve VBN work_55utqx7tjrft5ojtbr67ypjdye 256 18 for for IN work_55utqx7tjrft5ojtbr67ypjdye 256 19 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 256 20 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 256 21 and and CC work_55utqx7tjrft5ojtbr67ypjdye 256 22 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 256 23 reduced reduce VBN work_55utqx7tjrft5ojtbr67ypjdye 256 24 for for IN work_55utqx7tjrft5ojtbr67ypjdye 256 25 rare rare JJ work_55utqx7tjrft5ojtbr67ypjdye 256 26 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 256 27 , , , work_55utqx7tjrft5ojtbr67ypjdye 256 28 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 256 29 discover discover VBP work_55utqx7tjrft5ojtbr67ypjdye 256 30 that that IN work_55utqx7tjrft5ojtbr67ypjdye 256 31 the the DT work_55utqx7tjrft5ojtbr67ypjdye 256 32 best good JJS work_55utqx7tjrft5ojtbr67ypjdye 256 33 entropy entropy JJ work_55utqx7tjrft5ojtbr67ypjdye 256 34 improvements improvement NNS work_55utqx7tjrft5ojtbr67ypjdye 256 35 from from IN work_55utqx7tjrft5ojtbr67ypjdye 256 36 untreated untreated JJ work_55utqx7tjrft5ojtbr67ypjdye 256 37 to to IN work_55utqx7tjrft5ojtbr67ypjdye 256 38 stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 256 39 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 256 40 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 256 41 elongated elongate VBN work_55utqx7tjrft5ojtbr67ypjdye 256 42 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 256 43 and and CC work_55utqx7tjrft5ojtbr67ypjdye 256 44 exclama- exclama- JJ work_55utqx7tjrft5ojtbr67ypjdye 256 45 tions tion NNS work_55utqx7tjrft5ojtbr67ypjdye 256 46 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 256 47 as as IN work_55utqx7tjrft5ojtbr67ypjdye 256 48 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 256 49 eeeee eeeee NNP work_55utqx7tjrft5ojtbr67ypjdye 256 50 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 256 51 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 256 52 ∆Hw(k ∆Hw(k NNP work_55utqx7tjrft5ojtbr67ypjdye 256 53 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 256 54 = = NFP work_55utqx7tjrft5ojtbr67ypjdye 256 55 −2.56 −2.56 NNP work_55utqx7tjrft5ojtbr67ypjdye 256 56 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 256 57 and and CC work_55utqx7tjrft5ojtbr67ypjdye 256 58 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 256 59 haaaa haaaa FW work_55utqx7tjrft5ojtbr67ypjdye 256 60 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 256 61 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 256 62 ∆Hw(k ∆hw(k RB work_55utqx7tjrft5ojtbr67ypjdye 256 63 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 256 64 = = SYM work_55utqx7tjrft5ojtbr67ypjdye 256 65 −3.25 −3.25 NNP work_55utqx7tjrft5ojtbr67ypjdye 256 66 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 256 67 . . . work_55utqx7tjrft5ojtbr67ypjdye 257 1 At at IN work_55utqx7tjrft5ojtbr67ypjdye 257 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 257 3 opposite opposite JJ work_55utqx7tjrft5ojtbr67ypjdye 257 4 score score NN work_55utqx7tjrft5ojtbr67ypjdye 257 5 extreme extreme JJ work_55utqx7tjrft5ojtbr67ypjdye 257 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 257 7 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 257 8 classes class NNS work_55utqx7tjrft5ojtbr67ypjdye 257 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 257 10 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 257 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 257 12 many many JJ work_55utqx7tjrft5ojtbr67ypjdye 257 13 mis- mis- NNS work_55utqx7tjrft5ojtbr67ypjdye 257 14 spellings spelling NNS work_55utqx7tjrft5ojtbr67ypjdye 257 15 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 257 16 increased increase VBN work_55utqx7tjrft5ojtbr67ypjdye 257 17 entropy entropy RB work_55utqx7tjrft5ojtbr67ypjdye 257 18 after after IN work_55utqx7tjrft5ojtbr67ypjdye 257 19 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 257 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 257 21 but but CC work_55utqx7tjrft5ojtbr67ypjdye 257 22 this this DT work_55utqx7tjrft5ojtbr67ypjdye 257 23 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 257 24 potentially potentially RB work_55utqx7tjrft5ojtbr67ypjdye 257 25 misleading misleading JJ work_55utqx7tjrft5ojtbr67ypjdye 257 26 ; ; : work_55utqx7tjrft5ojtbr67ypjdye 257 27 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 257 28 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 257 29 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 257 30 very very RB work_55utqx7tjrft5ojtbr67ypjdye 257 31 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 257 32 at at IN work_55utqx7tjrft5ojtbr67ypjdye 257 33 distinguishing distinguish VBG work_55utqx7tjrft5ojtbr67ypjdye 257 34 dialects dialect NNS work_55utqx7tjrft5ojtbr67ypjdye 257 35 , , , work_55utqx7tjrft5ojtbr67ypjdye 257 36 and and CC work_55utqx7tjrft5ojtbr67ypjdye 257 37 system- system- XX work_55utqx7tjrft5ojtbr67ypjdye 257 38 atic atic JJ work_55utqx7tjrft5ojtbr67ypjdye 257 39 misspellings misspelling NNS work_55utqx7tjrft5ojtbr67ypjdye 257 40 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 257 41 likely likely JJ work_55utqx7tjrft5ojtbr67ypjdye 257 42 to to TO work_55utqx7tjrft5ojtbr67ypjdye 257 43 create create VB work_55utqx7tjrft5ojtbr67ypjdye 257 44 differently- differently- NN work_55utqx7tjrft5ojtbr67ypjdye 257 45 spelled spell VBN work_55utqx7tjrft5ojtbr67ypjdye 257 46 but but CC work_55utqx7tjrft5ojtbr67ypjdye 257 47 semantically semantically RB work_55utqx7tjrft5ojtbr67ypjdye 257 48 similar similar JJ work_55utqx7tjrft5ojtbr67ypjdye 257 49 topics topic NNS work_55utqx7tjrft5ojtbr67ypjdye 257 50 in in IN work_55utqx7tjrft5ojtbr67ypjdye 257 51 a a DT work_55utqx7tjrft5ojtbr67ypjdye 257 52 many- many- NNP work_55utqx7tjrft5ojtbr67ypjdye 257 53 topic topic NNP work_55utqx7tjrft5ojtbr67ypjdye 257 54 model model NN work_55utqx7tjrft5ojtbr67ypjdye 257 55 . . . work_55utqx7tjrft5ojtbr67ypjdye 258 1 Over over IN work_55utqx7tjrft5ojtbr67ypjdye 258 2 one one CD work_55utqx7tjrft5ojtbr67ypjdye 258 3 hundred hundred CD work_55utqx7tjrft5ojtbr67ypjdye 258 4 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 258 5 conflate conflate VBP work_55utqx7tjrft5ojtbr67ypjdye 258 6 to to TO work_55utqx7tjrft5ojtbr67ypjdye 258 7 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 258 8 defin defin VB work_55utqx7tjrft5ojtbr67ypjdye 258 9 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 258 10 with with IN work_55utqx7tjrft5ojtbr67ypjdye 258 11 five five CD work_55utqx7tjrft5ojtbr67ypjdye 258 12 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 258 13 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 258 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 258 15 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 258 16 upwards upward NNS work_55utqx7tjrft5ojtbr67ypjdye 258 17 of of IN work_55utqx7tjrft5ojtbr67ypjdye 258 18 sixty sixty CD work_55utqx7tjrft5ojtbr67ypjdye 258 19 misspellings misspelling NNS work_55utqx7tjrft5ojtbr67ypjdye 258 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 258 21 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 258 22 definitely definitely RB work_55utqx7tjrft5ojtbr67ypjdye 258 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 258 24 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 258 25 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 258 26 removes remove VBZ work_55utqx7tjrft5ojtbr67ypjdye 258 27 distinction distinction NN work_55utqx7tjrft5ojtbr67ypjdye 258 28 between between IN work_55utqx7tjrft5ojtbr67ypjdye 258 29 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 258 30 and and CC work_55utqx7tjrft5ojtbr67ypjdye 258 31 bad bad JJ work_55utqx7tjrft5ojtbr67ypjdye 258 32 spellers speller NNS work_55utqx7tjrft5ojtbr67ypjdye 258 33 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 258 34 might may MD work_55utqx7tjrft5ojtbr67ypjdye 258 35 be be VB work_55utqx7tjrft5ojtbr67ypjdye 258 36 correlated correlate VBN work_55utqx7tjrft5ojtbr67ypjdye 258 37 with with IN work_55utqx7tjrft5ojtbr67ypjdye 258 38 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 258 39 features feature NNS work_55utqx7tjrft5ojtbr67ypjdye 258 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 259 1 6 6 CD work_55utqx7tjrft5ojtbr67ypjdye 259 2 Related related JJ work_55utqx7tjrft5ojtbr67ypjdye 259 3 Work work NN work_55utqx7tjrft5ojtbr67ypjdye 259 4 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 259 5 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 259 6 not not RB work_55utqx7tjrft5ojtbr67ypjdye 259 7 aware aware JJ work_55utqx7tjrft5ojtbr67ypjdye 259 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 259 9 other other JJ work_55utqx7tjrft5ojtbr67ypjdye 259 10 work work NN work_55utqx7tjrft5ojtbr67ypjdye 259 11 evaluating evaluate VBG work_55utqx7tjrft5ojtbr67ypjdye 259 12 a a DT work_55utqx7tjrft5ojtbr67ypjdye 259 13 vari- vari- JJ work_55utqx7tjrft5ojtbr67ypjdye 259 14 ety ety NN work_55utqx7tjrft5ojtbr67ypjdye 259 15 of of IN work_55utqx7tjrft5ojtbr67ypjdye 259 16 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 259 17 and and CC work_55utqx7tjrft5ojtbr67ypjdye 259 18 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 259 19 techniques technique NNS work_55utqx7tjrft5ojtbr67ypjdye 259 20 on on IN work_55utqx7tjrft5ojtbr67ypjdye 259 21 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 259 22 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 259 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 260 1 Some some DT work_55utqx7tjrft5ojtbr67ypjdye 260 2 prior prior JJ work_55utqx7tjrft5ojtbr67ypjdye 260 3 work work NN work_55utqx7tjrft5ojtbr67ypjdye 260 4 exists exist VBZ work_55utqx7tjrft5ojtbr67ypjdye 260 5 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 260 6 evaluates evaluate VBZ work_55utqx7tjrft5ojtbr67ypjdye 260 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 260 8 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 260 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 260 10 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 260 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 261 1 Several several JJ work_55utqx7tjrft5ojtbr67ypjdye 261 2 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 261 3 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 261 4 were be VBD work_55utqx7tjrft5ojtbr67ypjdye 261 5 tested test VBN work_55utqx7tjrft5ojtbr67ypjdye 261 6 on on IN work_55utqx7tjrft5ojtbr67ypjdye 261 7 a a DT work_55utqx7tjrft5ojtbr67ypjdye 261 8 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 261 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 261 10 document document NN work_55utqx7tjrft5ojtbr67ypjdye 261 11 clustering cluster VBG work_55utqx7tjrft5ojtbr67ypjdye 261 12 algo- algo- XX work_55utqx7tjrft5ojtbr67ypjdye 261 13 rithms rithms NN work_55utqx7tjrft5ojtbr67ypjdye 261 14 by by IN work_55utqx7tjrft5ojtbr67ypjdye 261 15 Han Han NNP work_55utqx7tjrft5ojtbr67ypjdye 261 16 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 261 17 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 261 18 . . . work_55utqx7tjrft5ojtbr67ypjdye 262 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 262 2 2012 2012 CD work_55utqx7tjrft5ojtbr67ypjdye 262 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 262 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 262 5 finding find VBG work_55utqx7tjrft5ojtbr67ypjdye 262 6 that that IN work_55utqx7tjrft5ojtbr67ypjdye 262 7 they -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 262 8 could could MD work_55utqx7tjrft5ojtbr67ypjdye 262 9 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 262 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 262 11 number number NN work_55utqx7tjrft5ojtbr67ypjdye 262 12 of of IN work_55utqx7tjrft5ojtbr67ypjdye 262 13 features feature NNS work_55utqx7tjrft5ojtbr67ypjdye 262 14 effectively effectively RB work_55utqx7tjrft5ojtbr67ypjdye 262 15 but but CC work_55utqx7tjrft5ojtbr67ypjdye 262 16 that that IN work_55utqx7tjrft5ojtbr67ypjdye 262 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 262 18 correct correct JJ work_55utqx7tjrft5ojtbr67ypjdye 262 19 choice choice NN work_55utqx7tjrft5ojtbr67ypjdye 262 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 262 21 stemmer stemmer NNP work_55utqx7tjrft5ojtbr67ypjdye 262 22 varied varied NNP work_55utqx7tjrft5ojtbr67ypjdye 262 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 263 1 More more RBR work_55utqx7tjrft5ojtbr67ypjdye 263 2 recently recently RB work_55utqx7tjrft5ojtbr67ypjdye 263 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 263 4 Stankov Stankov NNP work_55utqx7tjrft5ojtbr67ypjdye 263 5 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 263 6 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 263 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 264 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 264 2 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 264 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 264 4 developed develop VBD work_55utqx7tjrft5ojtbr67ypjdye 264 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 264 6 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 264 7 to to TO work_55utqx7tjrft5ojtbr67ypjdye 264 8 im- im- UH work_55utqx7tjrft5ojtbr67ypjdye 264 9 prove prove VB work_55utqx7tjrft5ojtbr67ypjdye 264 10 document document NN work_55utqx7tjrft5ojtbr67ypjdye 264 11 clustering cluster VBG work_55utqx7tjrft5ojtbr67ypjdye 264 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 265 1 Both both DT work_55utqx7tjrft5ojtbr67ypjdye 265 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 265 3 these these DT work_55utqx7tjrft5ojtbr67ypjdye 265 4 techniques technique NNS work_55utqx7tjrft5ojtbr67ypjdye 265 5 demonstrate demonstrate VBP work_55utqx7tjrft5ojtbr67ypjdye 265 6 an an DT work_55utqx7tjrft5ojtbr67ypjdye 265 7 improvement improvement NN work_55utqx7tjrft5ojtbr67ypjdye 265 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 265 9 clustering cluster VBG work_55utqx7tjrft5ojtbr67ypjdye 265 10 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 265 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 265 12 a a DT work_55utqx7tjrft5ojtbr67ypjdye 265 13 reduction reduction NN work_55utqx7tjrft5ojtbr67ypjdye 265 14 in in IN work_55utqx7tjrft5ojtbr67ypjdye 265 15 features feature NNS work_55utqx7tjrft5ojtbr67ypjdye 265 16 required require VBN work_55utqx7tjrft5ojtbr67ypjdye 265 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 265 18 with with IN work_55utqx7tjrft5ojtbr67ypjdye 265 19 the the DT work_55utqx7tjrft5ojtbr67ypjdye 265 20 for- for- NN work_55utqx7tjrft5ojtbr67ypjdye 265 21 mer mer NNP work_55utqx7tjrft5ojtbr67ypjdye 265 22 also also RB work_55utqx7tjrft5ojtbr67ypjdye 265 23 introducing introduce VBG work_55utqx7tjrft5ojtbr67ypjdye 265 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 265 25 notion notion NN work_55utqx7tjrft5ojtbr67ypjdye 265 26 of of IN work_55utqx7tjrft5ojtbr67ypjdye 265 27 tradeoff tradeoff NN work_55utqx7tjrft5ojtbr67ypjdye 265 28 between between IN work_55utqx7tjrft5ojtbr67ypjdye 265 29 the the DT work_55utqx7tjrft5ojtbr67ypjdye 265 30 precision precision NN work_55utqx7tjrft5ojtbr67ypjdye 265 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 265 32 lemmatization lemmatization NN work_55utqx7tjrft5ojtbr67ypjdye 265 33 and and CC work_55utqx7tjrft5ojtbr67ypjdye 265 34 the the DT work_55utqx7tjrft5ojtbr67ypjdye 265 35 efficiency efficiency NN work_55utqx7tjrft5ojtbr67ypjdye 265 36 and and CC work_55utqx7tjrft5ojtbr67ypjdye 265 37 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 265 38 of of IN work_55utqx7tjrft5ojtbr67ypjdye 265 39 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 265 40 . . . work_55utqx7tjrft5ojtbr67ypjdye 266 1 Additionally additionally RB work_55utqx7tjrft5ojtbr67ypjdye 266 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 266 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 266 4 variety variety NN work_55utqx7tjrft5ojtbr67ypjdye 266 5 of of IN work_55utqx7tjrft5ojtbr67ypjdye 266 6 work work NN work_55utqx7tjrft5ojtbr67ypjdye 266 7 exists exist VBZ work_55utqx7tjrft5ojtbr67ypjdye 266 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 266 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 266 10 gen- gen- NN work_55utqx7tjrft5ojtbr67ypjdye 266 11 eral eral JJ work_55utqx7tjrft5ojtbr67ypjdye 266 12 field field NN work_55utqx7tjrft5ojtbr67ypjdye 266 13 of of IN work_55utqx7tjrft5ojtbr67ypjdye 266 14 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 266 15 evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 266 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 266 17 though though IN work_55utqx7tjrft5ojtbr67ypjdye 266 18 much much JJ work_55utqx7tjrft5ojtbr67ypjdye 266 19 of of IN work_55utqx7tjrft5ojtbr67ypjdye 266 20 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 266 21 centers center VBZ work_55utqx7tjrft5ojtbr67ypjdye 266 22 on on IN work_55utqx7tjrft5ojtbr67ypjdye 266 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 266 24 information information NN work_55utqx7tjrft5ojtbr67ypjdye 266 25 retrieval retrieval NNP work_55utqx7tjrft5ojtbr67ypjdye 266 26 community community NN work_55utqx7tjrft5ojtbr67ypjdye 266 27 . . . work_55utqx7tjrft5ojtbr67ypjdye 267 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 267 2 particular particular JJ work_55utqx7tjrft5ojtbr67ypjdye 267 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 267 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 267 5 work work NN work_55utqx7tjrft5ojtbr67ypjdye 267 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 267 7 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 267 8 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 267 9 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 267 10 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 267 11 highlights highlight VBZ work_55utqx7tjrft5ojtbr67ypjdye 267 12 some some DT work_55utqx7tjrft5ojtbr67ypjdye 267 13 of of IN work_55utqx7tjrft5ojtbr67ypjdye 267 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 267 15 fundamental fundamental JJ work_55utqx7tjrft5ojtbr67ypjdye 267 16 issues issue NNS work_55utqx7tjrft5ojtbr67ypjdye 267 17 of of IN work_55utqx7tjrft5ojtbr67ypjdye 267 18 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 267 19 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 267 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 267 21 297 297 CD work_55utqx7tjrft5ojtbr67ypjdye 267 22 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 267 23 the the DT work_55utqx7tjrft5ojtbr67ypjdye 267 24 potential potential JJ work_55utqx7tjrft5ojtbr67ypjdye 267 25 positive positive JJ work_55utqx7tjrft5ojtbr67ypjdye 267 26 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 267 27 of of IN work_55utqx7tjrft5ojtbr67ypjdye 267 28 light light JJ work_55utqx7tjrft5ojtbr67ypjdye 267 29 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 267 30 mers mer NNS work_55utqx7tjrft5ojtbr67ypjdye 267 31 like like IN work_55utqx7tjrft5ojtbr67ypjdye 267 32 the the DT work_55utqx7tjrft5ojtbr67ypjdye 267 33 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 267 34 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 267 35 removal removal NN work_55utqx7tjrft5ojtbr67ypjdye 267 36 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 267 37 . . . work_55utqx7tjrft5ojtbr67ypjdye 268 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 268 2 notion notion NN work_55utqx7tjrft5ojtbr67ypjdye 268 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 268 4 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 268 5 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 268 6 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 268 7 detailed detail VBN work_55utqx7tjrft5ojtbr67ypjdye 268 8 further further RB work_55utqx7tjrft5ojtbr67ypjdye 268 9 by by IN work_55utqx7tjrft5ojtbr67ypjdye 268 10 Frakes Frakes NNP work_55utqx7tjrft5ojtbr67ypjdye 268 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 268 12 Fox Fox NNP work_55utqx7tjrft5ojtbr67ypjdye 268 13 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 268 14 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 268 15 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 268 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 268 17 as as RB work_55utqx7tjrft5ojtbr67ypjdye 268 18 well well RB work_55utqx7tjrft5ojtbr67ypjdye 268 19 as as IN work_55utqx7tjrft5ojtbr67ypjdye 268 20 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 268 21 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 268 22 precise precise JJ work_55utqx7tjrft5ojtbr67ypjdye 268 23 met- met- JJ work_55utqx7tjrft5ojtbr67ypjdye 268 24 rics ric NNS work_55utqx7tjrft5ojtbr67ypjdye 268 25 of of IN work_55utqx7tjrft5ojtbr67ypjdye 268 26 evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 268 27 of of IN work_55utqx7tjrft5ojtbr67ypjdye 268 28 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 268 29 strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 268 30 . . . work_55utqx7tjrft5ojtbr67ypjdye 269 1 Survey survey VB work_55utqx7tjrft5ojtbr67ypjdye 269 2 pa- pa- NNP work_55utqx7tjrft5ojtbr67ypjdye 269 3 pers per NNS work_55utqx7tjrft5ojtbr67ypjdye 269 4 from from IN work_55utqx7tjrft5ojtbr67ypjdye 269 5 Jivani Jivani NNP work_55utqx7tjrft5ojtbr67ypjdye 269 6 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 269 7 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 269 8 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 269 9 and and CC work_55utqx7tjrft5ojtbr67ypjdye 269 10 Rani Rani NNP work_55utqx7tjrft5ojtbr67ypjdye 269 11 et et NNP work_55utqx7tjrft5ojtbr67ypjdye 269 12 al al NNP work_55utqx7tjrft5ojtbr67ypjdye 269 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 270 1 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 270 2 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 270 3 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 270 4 detail detail VBP work_55utqx7tjrft5ojtbr67ypjdye 270 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 270 6 different different JJ work_55utqx7tjrft5ojtbr67ypjdye 270 7 existing exist VBG work_55utqx7tjrft5ojtbr67ypjdye 270 8 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 270 9 and and CC work_55utqx7tjrft5ojtbr67ypjdye 270 10 conflation conflation NN work_55utqx7tjrft5ojtbr67ypjdye 270 11 tech- tech- NN work_55utqx7tjrft5ojtbr67ypjdye 270 12 niques nique NNS work_55utqx7tjrft5ojtbr67ypjdye 270 13 for for IN work_55utqx7tjrft5ojtbr67ypjdye 270 14 machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 270 15 learning learning NN work_55utqx7tjrft5ojtbr67ypjdye 270 16 applications application NNS work_55utqx7tjrft5ojtbr67ypjdye 270 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 270 18 including include VBG work_55utqx7tjrft5ojtbr67ypjdye 270 19 several several JJ work_55utqx7tjrft5ojtbr67ypjdye 270 20 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 270 21 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 270 22 algorithms algorithm NNS work_55utqx7tjrft5ojtbr67ypjdye 270 23 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 270 24 do do VBP work_55utqx7tjrft5ojtbr67ypjdye 270 25 not not RB work_55utqx7tjrft5ojtbr67ypjdye 270 26 rely rely VB work_55utqx7tjrft5ojtbr67ypjdye 270 27 on on IN work_55utqx7tjrft5ojtbr67ypjdye 270 28 a a DT work_55utqx7tjrft5ojtbr67ypjdye 270 29 fixed fix VBN work_55utqx7tjrft5ojtbr67ypjdye 270 30 set set NN work_55utqx7tjrft5ojtbr67ypjdye 270 31 of of IN work_55utqx7tjrft5ojtbr67ypjdye 270 32 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 270 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 271 1 Findings finding NNS work_55utqx7tjrft5ojtbr67ypjdye 271 2 suggest suggest VBP work_55utqx7tjrft5ojtbr67ypjdye 271 3 that that IN work_55utqx7tjrft5ojtbr67ypjdye 271 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 271 5 while while IN work_55utqx7tjrft5ojtbr67ypjdye 271 6 these these DT work_55utqx7tjrft5ojtbr67ypjdye 271 7 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 271 8 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 271 9 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 271 10 potential potential NN work_55utqx7tjrft5ojtbr67ypjdye 271 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 271 12 many many JJ work_55utqx7tjrft5ojtbr67ypjdye 271 13 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 271 14 inefficient inefficient JJ work_55utqx7tjrft5ojtbr67ypjdye 271 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 271 16 complex complex JJ work_55utqx7tjrft5ojtbr67ypjdye 271 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 271 18 and and CC work_55utqx7tjrft5ojtbr67ypjdye 271 19 difficult difficult JJ work_55utqx7tjrft5ojtbr67ypjdye 271 20 to to TO work_55utqx7tjrft5ojtbr67ypjdye 271 21 calibrate calibrate VB work_55utqx7tjrft5ojtbr67ypjdye 271 22 well well RB work_55utqx7tjrft5ojtbr67ypjdye 271 23 enough enough JJ work_55utqx7tjrft5ojtbr67ypjdye 271 24 to to TO work_55utqx7tjrft5ojtbr67ypjdye 271 25 produce produce VB work_55utqx7tjrft5ojtbr67ypjdye 271 26 good good JJ work_55utqx7tjrft5ojtbr67ypjdye 271 27 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 271 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 272 1 Though though IN work_55utqx7tjrft5ojtbr67ypjdye 272 2 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 272 3 look look VBP work_55utqx7tjrft5ojtbr67ypjdye 272 4 forward forward RB work_55utqx7tjrft5ojtbr67ypjdye 272 5 to to IN work_55utqx7tjrft5ojtbr67ypjdye 272 6 seeing see VBG work_55utqx7tjrft5ojtbr67ypjdye 272 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 272 8 future future JJ work_55utqx7tjrft5ojtbr67ypjdye 272 9 development development NN work_55utqx7tjrft5ojtbr67ypjdye 272 10 of of IN work_55utqx7tjrft5ojtbr67ypjdye 272 11 these these DT work_55utqx7tjrft5ojtbr67ypjdye 272 12 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 272 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 272 14 for for IN work_55utqx7tjrft5ojtbr67ypjdye 272 15 this this DT work_55utqx7tjrft5ojtbr67ypjdye 272 16 work work NN work_55utqx7tjrft5ojtbr67ypjdye 272 17 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 272 18 chose choose VBD work_55utqx7tjrft5ojtbr67ypjdye 272 19 to to TO work_55utqx7tjrft5ojtbr67ypjdye 272 20 focus focus VB work_55utqx7tjrft5ojtbr67ypjdye 272 21 on on IN work_55utqx7tjrft5ojtbr67ypjdye 272 22 simpler simple JJR work_55utqx7tjrft5ojtbr67ypjdye 272 23 and and CC work_55utqx7tjrft5ojtbr67ypjdye 272 24 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 272 25 widely widely RB work_55utqx7tjrft5ojtbr67ypjdye 272 26 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 272 27 methods method NNS work_55utqx7tjrft5ojtbr67ypjdye 272 28 . . . work_55utqx7tjrft5ojtbr67ypjdye 273 1 7 7 CD work_55utqx7tjrft5ojtbr67ypjdye 273 2 Conclusion Conclusion NNP work_55utqx7tjrft5ojtbr67ypjdye 273 3 Despite despite IN work_55utqx7tjrft5ojtbr67ypjdye 273 4 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 273 5 abiding abide VBG work_55utqx7tjrft5ojtbr67ypjdye 273 6 popularity popularity NN work_55utqx7tjrft5ojtbr67ypjdye 273 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 273 8 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 273 9 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 273 10 not not RB work_55utqx7tjrft5ojtbr67ypjdye 273 11 improve improve VB work_55utqx7tjrft5ojtbr67ypjdye 273 12 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 273 13 after after IN work_55utqx7tjrft5ojtbr67ypjdye 273 14 controlling control VBG work_55utqx7tjrft5ojtbr67ypjdye 273 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 273 16 the the DT work_55utqx7tjrft5ojtbr67ypjdye 273 17 size size NN work_55utqx7tjrft5ojtbr67ypjdye 273 18 of of IN work_55utqx7tjrft5ojtbr67ypjdye 273 19 vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 273 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 273 21 and and CC work_55utqx7tjrft5ojtbr67ypjdye 273 22 may may MD work_55utqx7tjrft5ojtbr67ypjdye 273 23 actually actually RB work_55utqx7tjrft5ojtbr67ypjdye 273 24 reduce reduce VB work_55utqx7tjrft5ojtbr67ypjdye 273 25 predictive predictive JJ work_55utqx7tjrft5ojtbr67ypjdye 273 26 like- like- NN work_55utqx7tjrft5ojtbr67ypjdye 273 27 lihood lihood NN work_55utqx7tjrft5ojtbr67ypjdye 273 28 and and CC work_55utqx7tjrft5ojtbr67ypjdye 273 29 increase increase VB work_55utqx7tjrft5ojtbr67ypjdye 273 30 sensitivity sensitivity NN work_55utqx7tjrft5ojtbr67ypjdye 273 31 to to IN work_55utqx7tjrft5ojtbr67ypjdye 273 32 random random JJ work_55utqx7tjrft5ojtbr67ypjdye 273 33 initializa- initializa- JJ work_55utqx7tjrft5ojtbr67ypjdye 273 34 tions tion NNS work_55utqx7tjrft5ojtbr67ypjdye 273 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 274 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 274 2 most most JJS work_55utqx7tjrft5ojtbr67ypjdye 274 3 cases case NNS work_55utqx7tjrft5ojtbr67ypjdye 274 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 274 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 274 6 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 274 7 model model NN work_55utqx7tjrft5ojtbr67ypjdye 274 8 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 274 9 already already RB work_55utqx7tjrft5ojtbr67ypjdye 274 10 grouping group VBG work_55utqx7tjrft5ojtbr67ypjdye 274 11 together together RB work_55utqx7tjrft5ojtbr67ypjdye 274 12 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 274 13 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 274 14 with with IN work_55utqx7tjrft5ojtbr67ypjdye 274 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 274 16 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 274 17 root root NN work_55utqx7tjrft5ojtbr67ypjdye 274 18 on on IN work_55utqx7tjrft5ojtbr67ypjdye 274 19 its -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 274 20 own own JJ work_55utqx7tjrft5ojtbr67ypjdye 274 21 , , , work_55utqx7tjrft5ojtbr67ypjdye 274 22 and and CC work_55utqx7tjrft5ojtbr67ypjdye 274 23 gained gain VBN work_55utqx7tjrft5ojtbr67ypjdye 274 24 little little JJ work_55utqx7tjrft5ojtbr67ypjdye 274 25 by by IN work_55utqx7tjrft5ojtbr67ypjdye 274 26 better well JJR work_55utqx7tjrft5ojtbr67ypjdye 274 27 model- model- NNP work_55utqx7tjrft5ojtbr67ypjdye 274 28 ing e VBG work_55utqx7tjrft5ojtbr67ypjdye 274 29 rare rare JJ work_55utqx7tjrft5ojtbr67ypjdye 274 30 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 274 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 275 1 Light light JJ work_55utqx7tjrft5ojtbr67ypjdye 275 2 treatments treatment NNS work_55utqx7tjrft5ojtbr67ypjdye 275 3 seem seem VBP work_55utqx7tjrft5ojtbr67ypjdye 275 4 to to TO work_55utqx7tjrft5ojtbr67ypjdye 275 5 fare fare VB work_55utqx7tjrft5ojtbr67ypjdye 275 6 better well RBR work_55utqx7tjrft5ojtbr67ypjdye 275 7 than than IN work_55utqx7tjrft5ojtbr67ypjdye 275 8 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 275 9 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 275 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 275 11 with with IN work_55utqx7tjrft5ojtbr67ypjdye 275 12 Krovetz Krovetz NNPS work_55utqx7tjrft5ojtbr67ypjdye 275 13 doing do VBG work_55utqx7tjrft5ojtbr67ypjdye 275 14 particu- particu- XX work_55utqx7tjrft5ojtbr67ypjdye 275 15 larly larly RB work_55utqx7tjrft5ojtbr67ypjdye 275 16 well well RB work_55utqx7tjrft5ojtbr67ypjdye 275 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 275 18 well well RB work_55utqx7tjrft5ojtbr67ypjdye 275 19 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 275 20 proofread proofread NN work_55utqx7tjrft5ojtbr67ypjdye 275 21 corpora corpora NN work_55utqx7tjrft5ojtbr67ypjdye 275 22 , , , work_55utqx7tjrft5ojtbr67ypjdye 275 23 but but CC work_55utqx7tjrft5ojtbr67ypjdye 275 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 275 25 small small JJ work_55utqx7tjrft5ojtbr67ypjdye 275 26 differences difference NNS work_55utqx7tjrft5ojtbr67ypjdye 275 27 between between IN work_55utqx7tjrft5ojtbr67ypjdye 275 28 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 275 29 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 275 30 these these DT work_55utqx7tjrft5ojtbr67ypjdye 275 31 target target VBP work_55utqx7tjrft5ojtbr67ypjdye 275 32 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 275 33 as as IN work_55utqx7tjrft5ojtbr67ypjdye 275 34 pluralization pluralization NN work_55utqx7tjrft5ojtbr67ypjdye 275 35 and and CC work_55utqx7tjrft5ojtbr67ypjdye 275 36 verb verb JJ work_55utqx7tjrft5ojtbr67ypjdye 275 37 conjugation conjugation NN work_55utqx7tjrft5ojtbr67ypjdye 275 38 are be VBP work_55utqx7tjrft5ojtbr67ypjdye 275 39 often often RB work_55utqx7tjrft5ojtbr67ypjdye 275 40 already already RB work_55utqx7tjrft5ojtbr67ypjdye 275 41 captured capture VBN work_55utqx7tjrft5ojtbr67ypjdye 275 42 by by IN work_55utqx7tjrft5ojtbr67ypjdye 275 43 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 275 44 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 275 45 like like IN work_55utqx7tjrft5ojtbr67ypjdye 275 46 LDA LDA NNP work_55utqx7tjrft5ojtbr67ypjdye 275 47 . . . work_55utqx7tjrft5ojtbr67ypjdye 276 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 276 2 certain certain JJ work_55utqx7tjrft5ojtbr67ypjdye 276 3 cases case NNS work_55utqx7tjrft5ojtbr67ypjdye 276 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 276 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 276 6 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 276 7 may may MD work_55utqx7tjrft5ojtbr67ypjdye 276 8 encode encode VB work_55utqx7tjrft5ojtbr67ypjdye 276 9 an an DT work_55utqx7tjrft5ojtbr67ypjdye 276 10 as- as- JJ work_55utqx7tjrft5ojtbr67ypjdye 276 11 sumption sumption NN work_55utqx7tjrft5ojtbr67ypjdye 276 12 that that WDT work_55utqx7tjrft5ojtbr67ypjdye 276 13 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 276 14 useful useful JJ work_55utqx7tjrft5ojtbr67ypjdye 276 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 276 16 coping cope VBG work_55utqx7tjrft5ojtbr67ypjdye 276 17 with with IN work_55utqx7tjrft5ojtbr67ypjdye 276 18 a a DT work_55utqx7tjrft5ojtbr67ypjdye 276 19 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 276 20 with with IN work_55utqx7tjrft5ojtbr67ypjdye 276 21 heavy heavy JJ work_55utqx7tjrft5ojtbr67ypjdye 276 22 variation variation NN work_55utqx7tjrft5ojtbr67ypjdye 276 23 , , , work_55utqx7tjrft5ojtbr67ypjdye 276 24 as as IN work_55utqx7tjrft5ojtbr67ypjdye 276 25 with with IN work_55utqx7tjrft5ojtbr67ypjdye 276 26 the the DT work_55utqx7tjrft5ojtbr67ypjdye 276 27 5-truncation 5-truncation CD work_55utqx7tjrft5ojtbr67ypjdye 276 28 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 276 29 helping helping NN work_55utqx7tjrft5ojtbr67ypjdye 276 30 to to TO work_55utqx7tjrft5ojtbr67ypjdye 276 31 correct correct VB work_55utqx7tjrft5ojtbr67ypjdye 276 32 misspellings misspelling NNS work_55utqx7tjrft5ojtbr67ypjdye 276 33 on on IN work_55utqx7tjrft5ojtbr67ypjdye 276 34 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 276 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 277 1 While while IN work_55utqx7tjrft5ojtbr67ypjdye 277 2 this this DT work_55utqx7tjrft5ojtbr67ypjdye 277 3 does do VBZ work_55utqx7tjrft5ojtbr67ypjdye 277 4 not not RB work_55utqx7tjrft5ojtbr67ypjdye 277 5 improve improve VB work_55utqx7tjrft5ojtbr67ypjdye 277 6 the the DT work_55utqx7tjrft5ojtbr67ypjdye 277 7 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 277 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 277 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 277 10 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 277 11 model model NN work_55utqx7tjrft5ojtbr67ypjdye 277 12 by by IN work_55utqx7tjrft5ojtbr67ypjdye 277 13 most most JJS work_55utqx7tjrft5ojtbr67ypjdye 277 14 measures measure NNS work_55utqx7tjrft5ojtbr67ypjdye 277 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 277 16 it -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 277 17 may may MD work_55utqx7tjrft5ojtbr67ypjdye 277 18 be be VB work_55utqx7tjrft5ojtbr67ypjdye 277 19 suited suit VBN work_55utqx7tjrft5ojtbr67ypjdye 277 20 for for IN work_55utqx7tjrft5ojtbr67ypjdye 277 21 a a DT work_55utqx7tjrft5ojtbr67ypjdye 277 22 particular particular JJ work_55utqx7tjrft5ojtbr67ypjdye 277 23 task task NN work_55utqx7tjrft5ojtbr67ypjdye 277 24 involving involve VBG work_55utqx7tjrft5ojtbr67ypjdye 277 25 abnormally abnormally RB work_55utqx7tjrft5ojtbr67ypjdye 277 26 varied varied JJ work_55utqx7tjrft5ojtbr67ypjdye 277 27 word word NN work_55utqx7tjrft5ojtbr67ypjdye 277 28 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 277 29 to to TO work_55utqx7tjrft5ojtbr67ypjdye 277 30 which which WDT work_55utqx7tjrft5ojtbr67ypjdye 277 31 the the DT work_55utqx7tjrft5ojtbr67ypjdye 277 32 model model NN work_55utqx7tjrft5ojtbr67ypjdye 277 33 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 277 34 applied apply VBN work_55utqx7tjrft5ojtbr67ypjdye 277 35 . . . work_55utqx7tjrft5ojtbr67ypjdye 278 1 However however RB work_55utqx7tjrft5ojtbr67ypjdye 278 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 278 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 278 4 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 278 5 encod- encod- IN work_55utqx7tjrft5ojtbr67ypjdye 278 6 ing ing JJ work_55utqx7tjrft5ojtbr67ypjdye 278 7 standard standard JJ work_55utqx7tjrft5ojtbr67ypjdye 278 8 rules rule NNS work_55utqx7tjrft5ojtbr67ypjdye 278 9 of of IN work_55utqx7tjrft5ojtbr67ypjdye 278 10 spelling spelling NN work_55utqx7tjrft5ojtbr67ypjdye 278 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 278 12 grammar grammar NN work_55utqx7tjrft5ojtbr67ypjdye 278 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 278 14 such such PDT work_55utqx7tjrft5ojtbr67ypjdye 278 15 a a DT work_55utqx7tjrft5ojtbr67ypjdye 278 16 benefit benefit NN work_55utqx7tjrft5ojtbr67ypjdye 278 17 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 278 18 unlikely unlikely JJ work_55utqx7tjrft5ojtbr67ypjdye 278 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 279 1 Given give VBN work_55utqx7tjrft5ojtbr67ypjdye 279 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 279 3 overly overly RB work_55utqx7tjrft5ojtbr67ypjdye 279 4 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 279 5 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 279 6 effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 279 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 279 8 truncation truncation NN work_55utqx7tjrft5ojtbr67ypjdye 279 9 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 279 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 279 11 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 279 12 suggest suggest VBP work_55utqx7tjrft5ojtbr67ypjdye 279 13 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 279 14 a a DT work_55utqx7tjrft5ojtbr67ypjdye 279 15 stem- stem- NN work_55utqx7tjrft5ojtbr67ypjdye 279 16 mer mer NNP work_55utqx7tjrft5ojtbr67ypjdye 279 17 as as IN work_55utqx7tjrft5ojtbr67ypjdye 279 18 a a DT work_55utqx7tjrft5ojtbr67ypjdye 279 19 method method NN work_55utqx7tjrft5ojtbr67ypjdye 279 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 279 21 discovering discover VBG work_55utqx7tjrft5ojtbr67ypjdye 279 22 misspellings misspelling NNS work_55utqx7tjrft5ojtbr67ypjdye 279 23 to to TO work_55utqx7tjrft5ojtbr67ypjdye 279 24 fix fix VB work_55utqx7tjrft5ojtbr67ypjdye 279 25 instead instead RB work_55utqx7tjrft5ojtbr67ypjdye 279 26 of of IN work_55utqx7tjrft5ojtbr67ypjdye 279 27 as as IN work_55utqx7tjrft5ojtbr67ypjdye 279 28 a a DT work_55utqx7tjrft5ojtbr67ypjdye 279 29 way way NN work_55utqx7tjrft5ojtbr67ypjdye 279 30 of of IN work_55utqx7tjrft5ojtbr67ypjdye 279 31 repairing repair VBG work_55utqx7tjrft5ojtbr67ypjdye 279 32 them -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 279 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 280 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 280 2 common common JJ work_55utqx7tjrft5ojtbr67ypjdye 280 3 motivation motivation NN work_55utqx7tjrft5ojtbr67ypjdye 280 4 for for IN work_55utqx7tjrft5ojtbr67ypjdye 280 5 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 280 6 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 280 7 to to TO work_55utqx7tjrft5ojtbr67ypjdye 280 8 display display VB work_55utqx7tjrft5ojtbr67ypjdye 280 9 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 280 10 succinct succinct JJ work_55utqx7tjrft5ojtbr67ypjdye 280 11 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 280 12 by by IN work_55utqx7tjrft5ojtbr67ypjdye 280 13 not not RB work_55utqx7tjrft5ojtbr67ypjdye 280 14 repeating repeat VBG work_55utqx7tjrft5ojtbr67ypjdye 280 15 minor minor JJ work_55utqx7tjrft5ojtbr67ypjdye 280 16 mor- mor- NN work_55utqx7tjrft5ojtbr67ypjdye 280 17 phological phological JJ work_55utqx7tjrft5ojtbr67ypjdye 280 18 variations variation NNS work_55utqx7tjrft5ojtbr67ypjdye 280 19 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 280 20 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 280 21 as as IN work_55utqx7tjrft5ojtbr67ypjdye 280 22 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 280 23 place place NN work_55utqx7tjrft5ojtbr67ypjdye 280 24 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 280 25 and and CC work_55utqx7tjrft5ojtbr67ypjdye 280 26 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 280 27 places place NNS work_55utqx7tjrft5ojtbr67ypjdye 280 28 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 280 29 Unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 280 30 room room NN work_55utqx7tjrft5ojtbr67ypjdye 280 31 hotel hotel NN work_55utqx7tjrft5ojtbr67ypjdye 280 32 stay stay NN work_55utqx7tjrft5ojtbr67ypjdye 280 33 rooms room NNS work_55utqx7tjrft5ojtbr67ypjdye 280 34 pool pool VBP work_55utqx7tjrft5ojtbr67ypjdye 280 35 nice nice NNP work_55utqx7tjrft5ojtbr67ypjdye 280 36 stayed stay VBD work_55utqx7tjrft5ojtbr67ypjdye 280 37 strip strip NNP work_55utqx7tjrft5ojtbr67ypjdye 280 38 night night NN work_55utqx7tjrft5ojtbr67ypjdye 280 39 bed bed NN work_55utqx7tjrft5ojtbr67ypjdye 280 40 check check NNP work_55utqx7tjrft5ojtbr67ypjdye 280 41 clean clean NNP work_55utqx7tjrft5ojtbr67ypjdye 280 42 bathroom bathroom NNP work_55utqx7tjrft5ojtbr67ypjdye 280 43 desk desk NNP work_55utqx7tjrft5ojtbr67ypjdye 280 44 casino casino NNP work_55utqx7tjrft5ojtbr67ypjdye 280 45 vegas vegas NNP work_55utqx7tjrft5ojtbr67ypjdye 280 46 free free NNP work_55utqx7tjrft5ojtbr67ypjdye 280 47 front front JJ work_55utqx7tjrft5ojtbr67ypjdye 280 48 resort resort NN work_55utqx7tjrft5ojtbr67ypjdye 280 49 shower shower NN work_55utqx7tjrft5ojtbr67ypjdye 280 50 Stemmed stem VBN work_55utqx7tjrft5ojtbr67ypjdye 280 51 after after IN work_55utqx7tjrft5ojtbr67ypjdye 280 52 training training NN work_55utqx7tjrft5ojtbr67ypjdye 280 53 room room NN work_55utqx7tjrft5ojtbr67ypjdye 280 54 hotel hotel NN work_55utqx7tjrft5ojtbr67ypjdye 280 55 stai stai NNP work_55utqx7tjrft5ojtbr67ypjdye 280 56 pool pool NNP work_55utqx7tjrft5ojtbr67ypjdye 280 57 nice nice NNP work_55utqx7tjrft5ojtbr67ypjdye 280 58 strip strip NNP work_55utqx7tjrft5ojtbr67ypjdye 280 59 night night NN work_55utqx7tjrft5ojtbr67ypjdye 280 60 bed bed NN work_55utqx7tjrft5ojtbr67ypjdye 280 61 check check NNP work_55utqx7tjrft5ojtbr67ypjdye 280 62 clean clean NNP work_55utqx7tjrft5ojtbr67ypjdye 280 63 bathroom bathroom NNP work_55utqx7tjrft5ojtbr67ypjdye 280 64 desk desk NNP work_55utqx7tjrft5ojtbr67ypjdye 280 65 casino casino NNP work_55utqx7tjrft5ojtbr67ypjdye 280 66 vega vega NNP work_55utqx7tjrft5ojtbr67ypjdye 280 67 free free JJ work_55utqx7tjrft5ojtbr67ypjdye 280 68 front front JJ work_55utqx7tjrft5ojtbr67ypjdye 280 69 resort resort NN work_55utqx7tjrft5ojtbr67ypjdye 280 70 shower shower NN work_55utqx7tjrft5ojtbr67ypjdye 280 71 Stemmed Stemmed NNP work_55utqx7tjrft5ojtbr67ypjdye 280 72 before before IN work_55utqx7tjrft5ojtbr67ypjdye 280 73 training training NN work_55utqx7tjrft5ojtbr67ypjdye 280 74 room room NN work_55utqx7tjrft5ojtbr67ypjdye 280 75 hotel hotel NN work_55utqx7tjrft5ojtbr67ypjdye 280 76 stai stai NNP work_55utqx7tjrft5ojtbr67ypjdye 280 77 pool pool NNP work_55utqx7tjrft5ojtbr67ypjdye 280 78 nice nice NNP work_55utqx7tjrft5ojtbr67ypjdye 280 79 bed bed NNP work_55utqx7tjrft5ojtbr67ypjdye 280 80 check check VBP work_55utqx7tjrft5ojtbr67ypjdye 280 81 strip strip NNP work_55utqx7tjrft5ojtbr67ypjdye 280 82 night night NNP work_55utqx7tjrft5ojtbr67ypjdye 280 83 vega vega NNP work_55utqx7tjrft5ojtbr67ypjdye 280 84 suit suit NN work_55utqx7tjrft5ojtbr67ypjdye 280 85 casino casino NNP work_55utqx7tjrft5ojtbr67ypjdye 280 86 clean clean NNP work_55utqx7tjrft5ojtbr67ypjdye 280 87 bath- bath- NNP work_55utqx7tjrft5ojtbr67ypjdye 280 88 room room NNP work_55utqx7tjrft5ojtbr67ypjdye 280 89 view view NNP work_55utqx7tjrft5ojtbr67ypjdye 280 90 desk desk NNP work_55utqx7tjrft5ojtbr67ypjdye 280 91 resort resort NNP work_55utqx7tjrft5ojtbr67ypjdye 280 92 dai dai NNP work_55utqx7tjrft5ojtbr67ypjdye 280 93 walk walk NN work_55utqx7tjrft5ojtbr67ypjdye 280 94 area area NN work_55utqx7tjrft5ojtbr67ypjdye 280 95 Table table NN work_55utqx7tjrft5ojtbr67ypjdye 280 96 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 280 97 : : : work_55utqx7tjrft5ojtbr67ypjdye 280 98 An an DT work_55utqx7tjrft5ojtbr67ypjdye 280 99 example example NN work_55utqx7tjrft5ojtbr67ypjdye 280 100 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 280 101 from from IN work_55utqx7tjrft5ojtbr67ypjdye 280 102 an an DT work_55utqx7tjrft5ojtbr67ypjdye 280 103 unstemmed unstemmed JJ work_55utqx7tjrft5ojtbr67ypjdye 280 104 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 280 105 50-topic 50-topic CD work_55utqx7tjrft5ojtbr67ypjdye 280 106 model model NN work_55utqx7tjrft5ojtbr67ypjdye 280 107 with with IN work_55utqx7tjrft5ojtbr67ypjdye 280 108 redundant redundant JJ work_55utqx7tjrft5ojtbr67ypjdye 280 109 keywords keyword NNS work_55utqx7tjrft5ojtbr67ypjdye 280 110 demonstrates demonstrate VBZ work_55utqx7tjrft5ojtbr67ypjdye 280 111 that that IN work_55utqx7tjrft5ojtbr67ypjdye 280 112 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 280 113 after after IN work_55utqx7tjrft5ojtbr67ypjdye 280 114 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 280 115 produces produce VBZ work_55utqx7tjrft5ojtbr67ypjdye 280 116 the the DT work_55utqx7tjrft5ojtbr67ypjdye 280 117 same same JJ work_55utqx7tjrft5ojtbr67ypjdye 280 118 appar- appar- NN work_55utqx7tjrft5ojtbr67ypjdye 280 119 ent ent JJ work_55utqx7tjrft5ojtbr67ypjdye 280 120 high high JJ work_55utqx7tjrft5ojtbr67ypjdye 280 121 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 280 122 probability probability NN work_55utqx7tjrft5ojtbr67ypjdye 280 123 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 280 124 as as IN work_55utqx7tjrft5ojtbr67ypjdye 280 125 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 280 126 before before RB work_55utqx7tjrft5ojtbr67ypjdye 280 127 . . . work_55utqx7tjrft5ojtbr67ypjdye 281 1 in in IN work_55utqx7tjrft5ojtbr67ypjdye 281 2 the the DT work_55utqx7tjrft5ojtbr67ypjdye 281 3 case case NN work_55utqx7tjrft5ojtbr67ypjdye 281 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 281 5 Yelp Yelp NNP work_55utqx7tjrft5ojtbr67ypjdye 281 6 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 281 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 282 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 282 2 an an DT work_55utqx7tjrft5ojtbr67ypjdye 282 3 alternative alternative NN work_55utqx7tjrft5ojtbr67ypjdye 282 4 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 282 5 suggest suggest VBP work_55utqx7tjrft5ojtbr67ypjdye 282 6 post post NN work_55utqx7tjrft5ojtbr67ypjdye 282 7 - - : work_55utqx7tjrft5ojtbr67ypjdye 282 8 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 282 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 282 10 list list NN work_55utqx7tjrft5ojtbr67ypjdye 282 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 282 12 keywords keyword NNS work_55utqx7tjrft5ojtbr67ypjdye 282 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 282 14 as as IN work_55utqx7tjrft5ojtbr67ypjdye 282 15 shown show VBN work_55utqx7tjrft5ojtbr67ypjdye 282 16 in in IN work_55utqx7tjrft5ojtbr67ypjdye 282 17 Ta- Ta- NNP work_55utqx7tjrft5ojtbr67ypjdye 282 18 ble ble NNP work_55utqx7tjrft5ojtbr67ypjdye 282 19 4 4 CD work_55utqx7tjrft5ojtbr67ypjdye 282 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 283 1 Stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 283 2 a a DT work_55utqx7tjrft5ojtbr67ypjdye 283 3 list list NN work_55utqx7tjrft5ojtbr67ypjdye 283 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 283 5 top top JJ work_55utqx7tjrft5ojtbr67ypjdye 283 6 words word NNS work_55utqx7tjrft5ojtbr67ypjdye 283 7 after after IN work_55utqx7tjrft5ojtbr67ypjdye 283 8 modeling modeling NN work_55utqx7tjrft5ojtbr67ypjdye 283 9 allows allow VBZ work_55utqx7tjrft5ojtbr67ypjdye 283 10 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 283 11 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 283 12 to to TO work_55utqx7tjrft5ojtbr67ypjdye 283 13 exploit exploit VB work_55utqx7tjrft5ojtbr67ypjdye 283 14 the the DT work_55utqx7tjrft5ojtbr67ypjdye 283 15 nuances nuance NNS work_55utqx7tjrft5ojtbr67ypjdye 283 16 of of IN work_55utqx7tjrft5ojtbr67ypjdye 283 17 mor- mor- NN work_55utqx7tjrft5ojtbr67ypjdye 283 18 phologies phologie NNS work_55utqx7tjrft5ojtbr67ypjdye 283 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 283 20 such such JJ work_55utqx7tjrft5ojtbr67ypjdye 283 21 as as IN work_55utqx7tjrft5ojtbr67ypjdye 283 22 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 283 23 apple apple NN work_55utqx7tjrft5ojtbr67ypjdye 283 24 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 283 25 and and CC work_55utqx7tjrft5ojtbr67ypjdye 283 26 “ " `` work_55utqx7tjrft5ojtbr67ypjdye 283 27 apples apple NNS work_55utqx7tjrft5ojtbr67ypjdye 283 28 ” " '' work_55utqx7tjrft5ojtbr67ypjdye 283 29 with with IN work_55utqx7tjrft5ojtbr67ypjdye 283 30 respect respect NN work_55utqx7tjrft5ojtbr67ypjdye 283 31 to to IN work_55utqx7tjrft5ojtbr67ypjdye 283 32 the the DT work_55utqx7tjrft5ojtbr67ypjdye 283 33 company company NN work_55utqx7tjrft5ojtbr67ypjdye 283 34 and and CC work_55utqx7tjrft5ojtbr67ypjdye 283 35 the the DT work_55utqx7tjrft5ojtbr67ypjdye 283 36 fruit fruit NN work_55utqx7tjrft5ojtbr67ypjdye 283 37 , , , work_55utqx7tjrft5ojtbr67ypjdye 283 38 while while IN work_55utqx7tjrft5ojtbr67ypjdye 283 39 still still RB work_55utqx7tjrft5ojtbr67ypjdye 283 40 allowing allow VBG work_55utqx7tjrft5ojtbr67ypjdye 283 41 the the DT work_55utqx7tjrft5ojtbr67ypjdye 283 42 eventual eventual JJ work_55utqx7tjrft5ojtbr67ypjdye 283 43 viewer viewer NN work_55utqx7tjrft5ojtbr67ypjdye 283 44 to to TO work_55utqx7tjrft5ojtbr67ypjdye 283 45 browse browse VB work_55utqx7tjrft5ojtbr67ypjdye 283 46 through through IN work_55utqx7tjrft5ojtbr67ypjdye 283 47 the the DT work_55utqx7tjrft5ojtbr67ypjdye 283 48 resulting result VBG work_55utqx7tjrft5ojtbr67ypjdye 283 49 concepts concept NNS work_55utqx7tjrft5ojtbr67ypjdye 283 50 quickly quickly RB work_55utqx7tjrft5ojtbr67ypjdye 283 51 . . . work_55utqx7tjrft5ojtbr67ypjdye 284 1 Post post NN work_55utqx7tjrft5ojtbr67ypjdye 284 2 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 284 3 stemming stemming NN work_55utqx7tjrft5ojtbr67ypjdye 284 4 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 284 5 computationally computationally RB work_55utqx7tjrft5ojtbr67ypjdye 284 6 much much RB work_55utqx7tjrft5ojtbr67ypjdye 284 7 cheaper cheap JJR work_55utqx7tjrft5ojtbr67ypjdye 284 8 than than IN work_55utqx7tjrft5ojtbr67ypjdye 284 9 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 284 10 the the DT work_55utqx7tjrft5ojtbr67ypjdye 284 11 full full JJ work_55utqx7tjrft5ojtbr67ypjdye 284 12 corpus corpus NN work_55utqx7tjrft5ojtbr67ypjdye 284 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 284 14 requir- requir- NNP work_55utqx7tjrft5ojtbr67ypjdye 284 15 ing ing NNP work_55utqx7tjrft5ojtbr67ypjdye 284 16 only only RB work_55utqx7tjrft5ojtbr67ypjdye 284 17 a a DT work_55utqx7tjrft5ojtbr67ypjdye 284 18 slightly slightly RB work_55utqx7tjrft5ojtbr67ypjdye 284 19 longer long JJR work_55utqx7tjrft5ojtbr67ypjdye 284 20 input input NN work_55utqx7tjrft5ojtbr67ypjdye 284 21 list list NN work_55utqx7tjrft5ojtbr67ypjdye 284 22 of of IN work_55utqx7tjrft5ojtbr67ypjdye 284 23 most most JJS work_55utqx7tjrft5ojtbr67ypjdye 284 24 probable probable JJ work_55utqx7tjrft5ojtbr67ypjdye 284 25 terms term NNS work_55utqx7tjrft5ojtbr67ypjdye 284 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 285 1 Because because IN work_55utqx7tjrft5ojtbr67ypjdye 285 2 context context NN work_55utqx7tjrft5ojtbr67ypjdye 285 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 285 4 unavailable unavailable JJ work_55utqx7tjrft5ojtbr67ypjdye 285 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 285 6 keywords keyword NNS work_55utqx7tjrft5ojtbr67ypjdye 285 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 285 8 strong strong JJ work_55utqx7tjrft5ojtbr67ypjdye 285 9 stemmers stemmer NNS work_55utqx7tjrft5ojtbr67ypjdye 285 10 reduce reduce VBP work_55utqx7tjrft5ojtbr67ypjdye 285 11 readability readability NN work_55utqx7tjrft5ojtbr67ypjdye 285 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 285 13 we -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 285 14 would would MD work_55utqx7tjrft5ojtbr67ypjdye 285 15 suggest suggest VB work_55utqx7tjrft5ojtbr67ypjdye 285 16 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 285 17 the the DT work_55utqx7tjrft5ojtbr67ypjdye 285 18 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 285 19 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 285 20 or or CC work_55utqx7tjrft5ojtbr67ypjdye 285 21 a a DT work_55utqx7tjrft5ojtbr67ypjdye 285 22 modification modification NN work_55utqx7tjrft5ojtbr67ypjdye 285 23 of of IN work_55utqx7tjrft5ojtbr67ypjdye 285 24 the the DT work_55utqx7tjrft5ojtbr67ypjdye 285 25 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 285 26 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 285 27 to to TO work_55utqx7tjrft5ojtbr67ypjdye 285 28 return return VB work_55utqx7tjrft5ojtbr67ypjdye 285 29 to to IN work_55utqx7tjrft5ojtbr67ypjdye 285 30 English english JJ work_55utqx7tjrft5ojtbr67ypjdye 285 31 word word NN work_55utqx7tjrft5ojtbr67ypjdye 285 32 forms form NNS work_55utqx7tjrft5ojtbr67ypjdye 285 33 . . . work_55utqx7tjrft5ojtbr67ypjdye 286 1 Vocabulary vocabulary NN work_55utqx7tjrft5ojtbr67ypjdye 286 2 curation curation NN work_55utqx7tjrft5ojtbr67ypjdye 286 3 can can MD work_55utqx7tjrft5ojtbr67ypjdye 286 4 have have VB work_55utqx7tjrft5ojtbr67ypjdye 286 5 a a DT work_55utqx7tjrft5ojtbr67ypjdye 286 6 profound profound JJ work_55utqx7tjrft5ojtbr67ypjdye 286 7 effect effect NN work_55utqx7tjrft5ojtbr67ypjdye 286 8 on on IN work_55utqx7tjrft5ojtbr67ypjdye 286 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 286 10 results result NNS work_55utqx7tjrft5ojtbr67ypjdye 286 11 of of IN work_55utqx7tjrft5ojtbr67ypjdye 286 12 statistical statistical JJ work_55utqx7tjrft5ojtbr67ypjdye 286 13 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 286 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 286 15 yet yet CC work_55utqx7tjrft5ojtbr67ypjdye 286 16 procedures procedure NNS work_55utqx7tjrft5ojtbr67ypjdye 286 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 286 18 vocabulary vocabulary JJ work_55utqx7tjrft5ojtbr67ypjdye 286 19 curation curation NN work_55utqx7tjrft5ojtbr67ypjdye 286 20 have have VBP work_55utqx7tjrft5ojtbr67ypjdye 286 21 largely largely RB work_55utqx7tjrft5ojtbr67ypjdye 286 22 been be VBN work_55utqx7tjrft5ojtbr67ypjdye 286 23 left leave VBN work_55utqx7tjrft5ojtbr67ypjdye 286 24 to to IN work_55utqx7tjrft5ojtbr67ypjdye 286 25 unex- unex- NNP work_55utqx7tjrft5ojtbr67ypjdye 286 26 amined amine VBD work_55utqx7tjrft5ojtbr67ypjdye 286 27 convention convention NN work_55utqx7tjrft5ojtbr67ypjdye 286 28 and and CC work_55utqx7tjrft5ojtbr67ypjdye 286 29 undocumented undocumented JJ work_55utqx7tjrft5ojtbr67ypjdye 286 30 folk folk NN work_55utqx7tjrft5ojtbr67ypjdye 286 31 wisdom wisdom NN work_55utqx7tjrft5ojtbr67ypjdye 286 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 287 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 287 2 find find VBP work_55utqx7tjrft5ojtbr67ypjdye 287 3 that that IN work_55utqx7tjrft5ojtbr67ypjdye 287 4 a a DT work_55utqx7tjrft5ojtbr67ypjdye 287 5 commonly commonly RB work_55utqx7tjrft5ojtbr67ypjdye 287 6 used use VBN work_55utqx7tjrft5ojtbr67ypjdye 287 7 method method NN work_55utqx7tjrft5ojtbr67ypjdye 287 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 287 9 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 287 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 287 11 provides provide VBZ work_55utqx7tjrft5ojtbr67ypjdye 287 12 little little JJ work_55utqx7tjrft5ojtbr67ypjdye 287 13 measurable measurable JJ work_55utqx7tjrft5ojtbr67ypjdye 287 14 benefit benefit NN work_55utqx7tjrft5ojtbr67ypjdye 287 15 and and CC work_55utqx7tjrft5ojtbr67ypjdye 287 16 may may MD work_55utqx7tjrft5ojtbr67ypjdye 287 17 in in IN work_55utqx7tjrft5ojtbr67ypjdye 287 18 fact fact NN work_55utqx7tjrft5ojtbr67ypjdye 287 19 be be VB work_55utqx7tjrft5ojtbr67ypjdye 287 20 harmful harmful JJ work_55utqx7tjrft5ojtbr67ypjdye 287 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 288 1 As as IN work_55utqx7tjrft5ojtbr67ypjdye 288 2 text text NN work_55utqx7tjrft5ojtbr67ypjdye 288 3 mining mining NN work_55utqx7tjrft5ojtbr67ypjdye 288 4 becomes become VBZ work_55utqx7tjrft5ojtbr67ypjdye 288 5 more more RBR work_55utqx7tjrft5ojtbr67ypjdye 288 6 influential influential JJ work_55utqx7tjrft5ojtbr67ypjdye 288 7 outside outside JJ work_55utqx7tjrft5ojtbr67ypjdye 288 8 core core NN work_55utqx7tjrft5ojtbr67ypjdye 288 9 NLP NLP NNP work_55utqx7tjrft5ojtbr67ypjdye 288 10 research research NN work_55utqx7tjrft5ojtbr67ypjdye 288 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 288 12 more more JJR work_55utqx7tjrft5ojtbr67ypjdye 288 13 attention attention NN work_55utqx7tjrft5ojtbr67ypjdye 288 14 must must MD work_55utqx7tjrft5ojtbr67ypjdye 288 15 be be VB work_55utqx7tjrft5ojtbr67ypjdye 288 16 paid pay VBN work_55utqx7tjrft5ojtbr67ypjdye 288 17 to to IN work_55utqx7tjrft5ojtbr67ypjdye 288 18 these these DT work_55utqx7tjrft5ojtbr67ypjdye 288 19 issues issue NNS work_55utqx7tjrft5ojtbr67ypjdye 288 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 289 1 8 8 CD work_55utqx7tjrft5ojtbr67ypjdye 289 2 Acknowledgements acknowledgement NNS work_55utqx7tjrft5ojtbr67ypjdye 289 3 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 289 4 would would MD work_55utqx7tjrft5ojtbr67ypjdye 289 5 like like VB work_55utqx7tjrft5ojtbr67ypjdye 289 6 to to TO work_55utqx7tjrft5ojtbr67ypjdye 289 7 thank thank VB work_55utqx7tjrft5ojtbr67ypjdye 289 8 Jacob Jacob NNP work_55utqx7tjrft5ojtbr67ypjdye 289 9 Gardner Gardner NNP work_55utqx7tjrft5ojtbr67ypjdye 289 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 289 11 Jack Jack NNP work_55utqx7tjrft5ojtbr67ypjdye 289 12 Hessel Hessel NNP work_55utqx7tjrft5ojtbr67ypjdye 289 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 289 14 Andrew Andrew NNP work_55utqx7tjrft5ojtbr67ypjdye 289 15 Loeb Loeb NNP work_55utqx7tjrft5ojtbr67ypjdye 289 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 289 17 Brian Brian NNP work_55utqx7tjrft5ojtbr67ypjdye 289 18 McInnis McInnis NNP work_55utqx7tjrft5ojtbr67ypjdye 289 19 , , , work_55utqx7tjrft5ojtbr67ypjdye 289 20 and and CC work_55utqx7tjrft5ojtbr67ypjdye 289 21 Elly elly RB work_55utqx7tjrft5ojtbr67ypjdye 289 22 Schofield Schofield NNP work_55utqx7tjrft5ojtbr67ypjdye 289 23 for for IN work_55utqx7tjrft5ojtbr67ypjdye 289 24 helping help VBG work_55utqx7tjrft5ojtbr67ypjdye 289 25 to to TO work_55utqx7tjrft5ojtbr67ypjdye 289 26 refine refine VB work_55utqx7tjrft5ojtbr67ypjdye 289 27 the the DT work_55utqx7tjrft5ojtbr67ypjdye 289 28 writing writing NN work_55utqx7tjrft5ojtbr67ypjdye 289 29 in in IN work_55utqx7tjrft5ojtbr67ypjdye 289 30 this this DT work_55utqx7tjrft5ojtbr67ypjdye 289 31 paper paper NN work_55utqx7tjrft5ojtbr67ypjdye 289 32 . . . work_55utqx7tjrft5ojtbr67ypjdye 290 1 We -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 290 2 also also RB work_55utqx7tjrft5ojtbr67ypjdye 290 3 would would MD work_55utqx7tjrft5ojtbr67ypjdye 290 4 like like VB work_55utqx7tjrft5ojtbr67ypjdye 290 5 to to TO work_55utqx7tjrft5ojtbr67ypjdye 290 6 thank thank VB work_55utqx7tjrft5ojtbr67ypjdye 290 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 290 8 TACL TACL NNP work_55utqx7tjrft5ojtbr67ypjdye 290 9 editors editor NNS work_55utqx7tjrft5ojtbr67ypjdye 290 10 Mark Mark NNP work_55utqx7tjrft5ojtbr67ypjdye 290 11 John- John- NNP work_55utqx7tjrft5ojtbr67ypjdye 290 12 son son NN work_55utqx7tjrft5ojtbr67ypjdye 290 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 290 14 Hal Hal NNP work_55utqx7tjrft5ojtbr67ypjdye 290 15 Daumé Daumé NNP work_55utqx7tjrft5ojtbr67ypjdye 290 16 III iii CD work_55utqx7tjrft5ojtbr67ypjdye 290 17 and and CC work_55utqx7tjrft5ojtbr67ypjdye 290 18 the the DT work_55utqx7tjrft5ojtbr67ypjdye 290 19 reviewers reviewer NNS work_55utqx7tjrft5ojtbr67ypjdye 290 20 for for IN work_55utqx7tjrft5ojtbr67ypjdye 290 21 their -PRON- PRP$ work_55utqx7tjrft5ojtbr67ypjdye 290 22 thoughtful thoughtful JJ work_55utqx7tjrft5ojtbr67ypjdye 290 23 comments comment NNS work_55utqx7tjrft5ojtbr67ypjdye 290 24 and and CC work_55utqx7tjrft5ojtbr67ypjdye 290 25 suggestions suggestion NNS work_55utqx7tjrft5ojtbr67ypjdye 290 26 . . . work_55utqx7tjrft5ojtbr67ypjdye 291 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 291 2 first first JJ work_55utqx7tjrft5ojtbr67ypjdye 291 3 au- au- NN work_55utqx7tjrft5ojtbr67ypjdye 291 4 thor thor NN work_55utqx7tjrft5ojtbr67ypjdye 291 5 was be VBD work_55utqx7tjrft5ojtbr67ypjdye 291 6 funded fund VBN work_55utqx7tjrft5ojtbr67ypjdye 291 7 by by IN work_55utqx7tjrft5ojtbr67ypjdye 291 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 291 9 Cornell Cornell NNP work_55utqx7tjrft5ojtbr67ypjdye 291 10 University University NNP work_55utqx7tjrft5ojtbr67ypjdye 291 11 Fellowship Fellowship NNP work_55utqx7tjrft5ojtbr67ypjdye 291 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 292 1 298 298 CD work_55utqx7tjrft5ojtbr67ypjdye 292 2 References reference NNS work_55utqx7tjrft5ojtbr67ypjdye 292 3 Narayan Narayan NNP work_55utqx7tjrft5ojtbr67ypjdye 292 4 L L NNP work_55utqx7tjrft5ojtbr67ypjdye 292 5 Bhamidipati Bhamidipati NNP work_55utqx7tjrft5ojtbr67ypjdye 292 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 292 7 Sankar Sankar NNP work_55utqx7tjrft5ojtbr67ypjdye 292 8 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 292 9 Pal Pal NNP work_55utqx7tjrft5ojtbr67ypjdye 292 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 293 1 2007 2007 CD work_55utqx7tjrft5ojtbr67ypjdye 293 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 294 1 Stem- Stem- NNP work_55utqx7tjrft5ojtbr67ypjdye 294 2 ming ming NNP work_55utqx7tjrft5ojtbr67ypjdye 294 3 via via IN work_55utqx7tjrft5ojtbr67ypjdye 294 4 distribution distribution NN work_55utqx7tjrft5ojtbr67ypjdye 294 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 294 6 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 294 7 word word NN work_55utqx7tjrft5ojtbr67ypjdye 294 8 segregation segregation NN work_55utqx7tjrft5ojtbr67ypjdye 294 9 for for IN work_55utqx7tjrft5ojtbr67ypjdye 294 10 clas- clas- NNP work_55utqx7tjrft5ojtbr67ypjdye 294 11 sification sification NNP work_55utqx7tjrft5ojtbr67ypjdye 294 12 and and CC work_55utqx7tjrft5ojtbr67ypjdye 294 13 retrieval retrieval NN work_55utqx7tjrft5ojtbr67ypjdye 294 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 295 1 Systems system NNS work_55utqx7tjrft5ojtbr67ypjdye 295 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 295 3 Man Man NNP work_55utqx7tjrft5ojtbr67ypjdye 295 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 295 5 and and CC work_55utqx7tjrft5ojtbr67ypjdye 295 6 Cyber- Cyber- NNP work_55utqx7tjrft5ojtbr67ypjdye 295 7 netics netic NNS work_55utqx7tjrft5ojtbr67ypjdye 295 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 295 9 Part Part NNP work_55utqx7tjrft5ojtbr67ypjdye 295 10 B B NNP work_55utqx7tjrft5ojtbr67ypjdye 295 11 : : : work_55utqx7tjrft5ojtbr67ypjdye 295 12 Cybernetics cybernetic NNS work_55utqx7tjrft5ojtbr67ypjdye 295 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 295 14 IEEE IEEE NNP work_55utqx7tjrft5ojtbr67ypjdye 295 15 Transactions transaction NNS work_55utqx7tjrft5ojtbr67ypjdye 295 16 on on IN work_55utqx7tjrft5ojtbr67ypjdye 295 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 295 18 37(2):350–360 37(2):350–360 CD work_55utqx7tjrft5ojtbr67ypjdye 295 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 296 1 Steven Steven NNP work_55utqx7tjrft5ojtbr67ypjdye 296 2 Bird Bird NNP work_55utqx7tjrft5ojtbr67ypjdye 296 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 296 4 Ewan Ewan NNP work_55utqx7tjrft5ojtbr67ypjdye 296 5 Klein Klein NNP work_55utqx7tjrft5ojtbr67ypjdye 296 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 296 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 296 8 Edward Edward NNP work_55utqx7tjrft5ojtbr67ypjdye 296 9 Loper Loper NNP work_55utqx7tjrft5ojtbr67ypjdye 296 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 297 1 2009 2009 CD work_55utqx7tjrft5ojtbr67ypjdye 297 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 298 1 Nat- nat- DT work_55utqx7tjrft5ojtbr67ypjdye 298 2 ural ural JJ work_55utqx7tjrft5ojtbr67ypjdye 298 3 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 298 4 Processing Processing NNP work_55utqx7tjrft5ojtbr67ypjdye 298 5 with with IN work_55utqx7tjrft5ojtbr67ypjdye 298 6 Python Python NNP work_55utqx7tjrft5ojtbr67ypjdye 298 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 299 1 O’Reilly o’reilly RB work_55utqx7tjrft5ojtbr67ypjdye 299 2 Me- me- CD work_55utqx7tjrft5ojtbr67ypjdye 299 3 dia dia NN work_55utqx7tjrft5ojtbr67ypjdye 299 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 300 1 Available available JJ work_55utqx7tjrft5ojtbr67ypjdye 300 2 at at IN work_55utqx7tjrft5ojtbr67ypjdye 300 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 300 4 http://www.nltk.org/book/. http://www.nltk.org/book/. ADD work_55utqx7tjrft5ojtbr67ypjdye 301 1 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 301 2 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 301 3 Blei Blei NNP work_55utqx7tjrft5ojtbr67ypjdye 301 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 301 5 Andrew Andrew NNP work_55utqx7tjrft5ojtbr67ypjdye 301 6 Y Y NNP work_55utqx7tjrft5ojtbr67ypjdye 301 7 Ng Ng NNP work_55utqx7tjrft5ojtbr67ypjdye 301 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 301 9 and and CC work_55utqx7tjrft5ojtbr67ypjdye 301 10 Michael Michael NNP work_55utqx7tjrft5ojtbr67ypjdye 301 11 I I NNP work_55utqx7tjrft5ojtbr67ypjdye 301 12 Jordan Jordan NNP work_55utqx7tjrft5ojtbr67ypjdye 301 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 302 1 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 302 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 303 1 Latent latent JJ work_55utqx7tjrft5ojtbr67ypjdye 303 2 dirichlet dirichlet NN work_55utqx7tjrft5ojtbr67ypjdye 303 3 allocation allocation NN work_55utqx7tjrft5ojtbr67ypjdye 303 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 304 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 304 2 Journal Journal NNP work_55utqx7tjrft5ojtbr67ypjdye 304 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 304 4 Ma- Ma- NNP work_55utqx7tjrft5ojtbr67ypjdye 304 5 chine chine NN work_55utqx7tjrft5ojtbr67ypjdye 304 6 Learning Learning NNP work_55utqx7tjrft5ojtbr67ypjdye 304 7 Research Research NNP work_55utqx7tjrft5ojtbr67ypjdye 304 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 304 9 3:993–1022 3:993–1022 CD work_55utqx7tjrft5ojtbr67ypjdye 304 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 305 1 Matt Matt NNP work_55utqx7tjrft5ojtbr67ypjdye 305 2 Chaput Chaput NNP work_55utqx7tjrft5ojtbr67ypjdye 305 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 306 1 2010 2010 CD work_55utqx7tjrft5ojtbr67ypjdye 306 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 307 1 Stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 307 2 library library NN work_55utqx7tjrft5ojtbr67ypjdye 307 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 308 1 Available available JJ work_55utqx7tjrft5ojtbr67ypjdye 308 2 at at IN work_55utqx7tjrft5ojtbr67ypjdye 308 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 308 4 https://bitbucket.org/mchaput/stemming https://bitbucket.org/mchaput/stemming NN work_55utqx7tjrft5ojtbr67ypjdye 308 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 309 1 Antske Antske NNP work_55utqx7tjrft5ojtbr67ypjdye 309 2 Fokkens Fokkens NNP work_55utqx7tjrft5ojtbr67ypjdye 309 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 309 4 Marieke Marieke NNP work_55utqx7tjrft5ojtbr67ypjdye 309 5 Van Van NNP work_55utqx7tjrft5ojtbr67ypjdye 309 6 Erp Erp NNP work_55utqx7tjrft5ojtbr67ypjdye 309 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 309 8 Marten Marten NNP work_55utqx7tjrft5ojtbr67ypjdye 309 9 Postma Postma NNP work_55utqx7tjrft5ojtbr67ypjdye 309 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 309 11 Ted Ted NNP work_55utqx7tjrft5ojtbr67ypjdye 309 12 Pedersen Pedersen NNP work_55utqx7tjrft5ojtbr67ypjdye 309 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 309 14 Piek Piek NNP work_55utqx7tjrft5ojtbr67ypjdye 309 15 Vossen Vossen NNP work_55utqx7tjrft5ojtbr67ypjdye 309 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 309 17 and and CC work_55utqx7tjrft5ojtbr67ypjdye 309 18 Nuno Nuno NNP work_55utqx7tjrft5ojtbr67ypjdye 309 19 Freire Freire NNP work_55utqx7tjrft5ojtbr67ypjdye 309 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 310 1 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 310 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 311 1 Off- off- DT work_55utqx7tjrft5ojtbr67ypjdye 311 2 spring spring NN work_55utqx7tjrft5ojtbr67ypjdye 311 3 from from IN work_55utqx7tjrft5ojtbr67ypjdye 311 4 reproduction reproduction NN work_55utqx7tjrft5ojtbr67ypjdye 311 5 problems problem NNS work_55utqx7tjrft5ojtbr67ypjdye 311 6 : : : work_55utqx7tjrft5ojtbr67ypjdye 311 7 What what WDT work_55utqx7tjrft5ojtbr67ypjdye 311 8 replication replication NN work_55utqx7tjrft5ojtbr67ypjdye 311 9 failure failure NN work_55utqx7tjrft5ojtbr67ypjdye 311 10 teaches teach VBZ work_55utqx7tjrft5ojtbr67ypjdye 311 11 us -PRON- PRP work_55utqx7tjrft5ojtbr67ypjdye 311 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 312 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 312 2 Proceedings proceeding NNS work_55utqx7tjrft5ojtbr67ypjdye 312 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 312 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 312 5 51st 51st JJ work_55utqx7tjrft5ojtbr67ypjdye 312 6 ACL ACL NNP work_55utqx7tjrft5ojtbr67ypjdye 312 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 312 8 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 312 9 1691–1701 1691–1701 CD work_55utqx7tjrft5ojtbr67ypjdye 312 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 313 1 William William NNP work_55utqx7tjrft5ojtbr67ypjdye 313 2 B B NNP work_55utqx7tjrft5ojtbr67ypjdye 313 3 Frakes Frakes NNP work_55utqx7tjrft5ojtbr67ypjdye 313 4 and and CC work_55utqx7tjrft5ojtbr67ypjdye 313 5 Christopher Christopher NNP work_55utqx7tjrft5ojtbr67ypjdye 313 6 J J NNP work_55utqx7tjrft5ojtbr67ypjdye 313 7 Fox Fox NNP work_55utqx7tjrft5ojtbr67ypjdye 313 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 314 1 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 314 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 315 1 Strength strength NN work_55utqx7tjrft5ojtbr67ypjdye 315 2 and and CC work_55utqx7tjrft5ojtbr67ypjdye 315 3 similarity similarity NN work_55utqx7tjrft5ojtbr67ypjdye 315 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 315 5 affix affix NNP work_55utqx7tjrft5ojtbr67ypjdye 315 6 removal removal NN work_55utqx7tjrft5ojtbr67ypjdye 315 7 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 315 8 algorithms algorithm NNS work_55utqx7tjrft5ojtbr67ypjdye 315 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 316 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 316 2 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 316 3 SIGIR SIGIR NNP work_55utqx7tjrft5ojtbr67ypjdye 316 4 Forum Forum NNP work_55utqx7tjrft5ojtbr67ypjdye 316 5 , , , work_55utqx7tjrft5ojtbr67ypjdye 316 6 volume volume NN work_55utqx7tjrft5ojtbr67ypjdye 316 7 37 37 CD work_55utqx7tjrft5ojtbr67ypjdye 316 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 316 9 pages page NNS work_55utqx7tjrft5ojtbr67ypjdye 316 10 26–30 26–30 VBP work_55utqx7tjrft5ojtbr67ypjdye 316 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 317 1 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 317 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 318 1 Kuzman Kuzman NNP work_55utqx7tjrft5ojtbr67ypjdye 318 2 Ganchev Ganchev NNP work_55utqx7tjrft5ojtbr67ypjdye 318 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 318 4 Mark Mark NNP work_55utqx7tjrft5ojtbr67ypjdye 318 5 Dredze Dredze NNP work_55utqx7tjrft5ojtbr67ypjdye 318 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 319 1 2008 2008 CD work_55utqx7tjrft5ojtbr67ypjdye 319 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 320 1 Small small JJ work_55utqx7tjrft5ojtbr67ypjdye 320 2 sta- sta- NN work_55utqx7tjrft5ojtbr67ypjdye 320 3 tistical tistical JJ work_55utqx7tjrft5ojtbr67ypjdye 320 4 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 320 5 by by IN work_55utqx7tjrft5ojtbr67ypjdye 320 6 random random JJ work_55utqx7tjrft5ojtbr67ypjdye 320 7 feature feature NN work_55utqx7tjrft5ojtbr67ypjdye 320 8 mixing mix VBG work_55utqx7tjrft5ojtbr67ypjdye 320 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 321 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 321 2 Proceed- Proceed- NNP work_55utqx7tjrft5ojtbr67ypjdye 321 3 ings ing NNS work_55utqx7tjrft5ojtbr67ypjdye 321 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 321 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 321 6 ACL08 acl08 JJ work_55utqx7tjrft5ojtbr67ypjdye 321 7 HLT HLT NNP work_55utqx7tjrft5ojtbr67ypjdye 321 8 Workshop Workshop NNP work_55utqx7tjrft5ojtbr67ypjdye 321 9 on on IN work_55utqx7tjrft5ojtbr67ypjdye 321 10 Mobile Mobile NNP work_55utqx7tjrft5ojtbr67ypjdye 321 11 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 321 12 Processing Processing NNP work_55utqx7tjrft5ojtbr67ypjdye 321 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 321 14 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 321 15 19–20 19–20 CD work_55utqx7tjrft5ojtbr67ypjdye 321 16 . . . work_55utqx7tjrft5ojtbr67ypjdye 322 1 Justin Justin NNP work_55utqx7tjrft5ojtbr67ypjdye 322 2 Grimmer Grimmer NNP work_55utqx7tjrft5ojtbr67ypjdye 322 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 322 4 Gary Gary NNP work_55utqx7tjrft5ojtbr67ypjdye 322 5 King King NNP work_55utqx7tjrft5ojtbr67ypjdye 322 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 323 1 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 323 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 324 1 General general JJ work_55utqx7tjrft5ojtbr67ypjdye 324 2 pur- pur- DT work_55utqx7tjrft5ojtbr67ypjdye 324 3 pose pose VBP work_55utqx7tjrft5ojtbr67ypjdye 324 4 computer computer NN work_55utqx7tjrft5ojtbr67ypjdye 324 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 324 6 assisted assist VBN work_55utqx7tjrft5ojtbr67ypjdye 324 7 clustering clustering NN work_55utqx7tjrft5ojtbr67ypjdye 324 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 324 9 conceptualiza- conceptualiza- NN work_55utqx7tjrft5ojtbr67ypjdye 324 10 tion tion NN work_55utqx7tjrft5ojtbr67ypjdye 324 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 325 1 PNAS pna NNS work_55utqx7tjrft5ojtbr67ypjdye 325 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 325 3 108(7):2643–2650 108(7):2643–2650 CD work_55utqx7tjrft5ojtbr67ypjdye 325 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 326 1 Pu Pu NNP work_55utqx7tjrft5ojtbr67ypjdye 326 2 Han Han NNP work_55utqx7tjrft5ojtbr67ypjdye 326 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 326 4 Si Si NNP work_55utqx7tjrft5ojtbr67ypjdye 326 5 Shen Shen NNP work_55utqx7tjrft5ojtbr67ypjdye 326 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 326 7 Dongbo Dongbo NNP work_55utqx7tjrft5ojtbr67ypjdye 326 8 Wang Wang NNP work_55utqx7tjrft5ojtbr67ypjdye 326 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 326 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 326 11 Yanyun Yanyun NNP work_55utqx7tjrft5ojtbr67ypjdye 326 12 Liu Liu NNP work_55utqx7tjrft5ojtbr67ypjdye 326 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 327 1 2012 2012 CD work_55utqx7tjrft5ojtbr67ypjdye 327 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 328 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 328 2 influence influence NN work_55utqx7tjrft5ojtbr67ypjdye 328 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 328 4 word word NN work_55utqx7tjrft5ojtbr67ypjdye 328 5 normalization normalization NN work_55utqx7tjrft5ojtbr67ypjdye 328 6 in in IN work_55utqx7tjrft5ojtbr67ypjdye 328 7 english english NNP work_55utqx7tjrft5ojtbr67ypjdye 328 8 docu- docu- NNP work_55utqx7tjrft5ojtbr67ypjdye 328 9 ment ment JJ work_55utqx7tjrft5ojtbr67ypjdye 328 10 clustering clustering NN work_55utqx7tjrft5ojtbr67ypjdye 328 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 329 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 329 2 Computer Computer NNP work_55utqx7tjrft5ojtbr67ypjdye 329 3 Science Science NNP work_55utqx7tjrft5ojtbr67ypjdye 329 4 and and CC work_55utqx7tjrft5ojtbr67ypjdye 329 5 Automation Automation NNP work_55utqx7tjrft5ojtbr67ypjdye 329 6 Engineering Engineering NNP work_55utqx7tjrft5ojtbr67ypjdye 329 7 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 329 8 CSAE CSAE NNP work_55utqx7tjrft5ojtbr67ypjdye 329 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 329 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 329 11 2012 2012 CD work_55utqx7tjrft5ojtbr67ypjdye 329 12 IEEE IEEE NNP work_55utqx7tjrft5ojtbr67ypjdye 329 13 International International NNP work_55utqx7tjrft5ojtbr67ypjdye 329 14 Con- Con- NNP work_55utqx7tjrft5ojtbr67ypjdye 329 15 ference ference NN work_55utqx7tjrft5ojtbr67ypjdye 329 16 on on IN work_55utqx7tjrft5ojtbr67ypjdye 329 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 329 18 volume volume NN work_55utqx7tjrft5ojtbr67ypjdye 329 19 2 2 CD work_55utqx7tjrft5ojtbr67ypjdye 329 20 , , , work_55utqx7tjrft5ojtbr67ypjdye 329 21 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 329 22 116–120 116–120 CD work_55utqx7tjrft5ojtbr67ypjdye 329 23 . . . work_55utqx7tjrft5ojtbr67ypjdye 330 1 IEEE IEEE NNP work_55utqx7tjrft5ojtbr67ypjdye 330 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 331 1 Donna Donna NNP work_55utqx7tjrft5ojtbr67ypjdye 331 2 Harman Harman NNP work_55utqx7tjrft5ojtbr67ypjdye 331 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 332 1 1991 1991 CD work_55utqx7tjrft5ojtbr67ypjdye 332 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 333 1 How how WRB work_55utqx7tjrft5ojtbr67ypjdye 333 2 effective effective JJ work_55utqx7tjrft5ojtbr67ypjdye 333 3 is be VBZ work_55utqx7tjrft5ojtbr67ypjdye 333 4 suffixing suffix VBG work_55utqx7tjrft5ojtbr67ypjdye 333 5 ? ? . work_55utqx7tjrft5ojtbr67ypjdye 334 1 Jour- Jour- NNP work_55utqx7tjrft5ojtbr67ypjdye 334 2 nal nal NNP work_55utqx7tjrft5ojtbr67ypjdye 334 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 334 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 334 5 American American NNP work_55utqx7tjrft5ojtbr67ypjdye 334 6 Society Society NNP work_55utqx7tjrft5ojtbr67ypjdye 334 7 for for IN work_55utqx7tjrft5ojtbr67ypjdye 334 8 Information Information NNP work_55utqx7tjrft5ojtbr67ypjdye 334 9 Science Science NNP work_55utqx7tjrft5ojtbr67ypjdye 334 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 334 11 42(1):7–15 42(1):7–15 CD work_55utqx7tjrft5ojtbr67ypjdye 334 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 335 1 Carina Carina NNP work_55utqx7tjrft5ojtbr67ypjdye 335 2 Jacobi Jacobi NNP work_55utqx7tjrft5ojtbr67ypjdye 335 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 335 4 Wouter Wouter NNP work_55utqx7tjrft5ojtbr67ypjdye 335 5 van van NNP work_55utqx7tjrft5ojtbr67ypjdye 335 6 Atteveldt Atteveldt NNP work_55utqx7tjrft5ojtbr67ypjdye 335 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 335 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 335 9 Kasper Kasper NNP work_55utqx7tjrft5ojtbr67ypjdye 335 10 Wel- Wel- NNP work_55utqx7tjrft5ojtbr67ypjdye 335 11 bers ber NNS work_55utqx7tjrft5ojtbr67ypjdye 335 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 336 1 2016 2016 CD work_55utqx7tjrft5ojtbr67ypjdye 336 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 337 1 Quantitative quantitative JJ work_55utqx7tjrft5ojtbr67ypjdye 337 2 analysis analysis NN work_55utqx7tjrft5ojtbr67ypjdye 337 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 337 4 large large JJ work_55utqx7tjrft5ojtbr67ypjdye 337 5 amounts amount NNS work_55utqx7tjrft5ojtbr67ypjdye 337 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 337 7 journalistic journalistic JJ work_55utqx7tjrft5ojtbr67ypjdye 337 8 texts text NNS work_55utqx7tjrft5ojtbr67ypjdye 337 9 using use VBG work_55utqx7tjrft5ojtbr67ypjdye 337 10 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 337 11 modelling modelling NN work_55utqx7tjrft5ojtbr67ypjdye 337 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 338 1 Digital Digital NNP work_55utqx7tjrft5ojtbr67ypjdye 338 2 Jour- Jour- NNP work_55utqx7tjrft5ojtbr67ypjdye 338 3 nalism nalism NN work_55utqx7tjrft5ojtbr67ypjdye 338 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 338 5 4(1):89–106 4(1):89–106 CD work_55utqx7tjrft5ojtbr67ypjdye 338 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 339 1 Anjali Anjali NNP work_55utqx7tjrft5ojtbr67ypjdye 339 2 Ganesh Ganesh NNP work_55utqx7tjrft5ojtbr67ypjdye 339 3 Jivani Jivani NNP work_55utqx7tjrft5ojtbr67ypjdye 339 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 340 1 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 340 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 341 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 341 2 comparative comparative JJ work_55utqx7tjrft5ojtbr67ypjdye 341 3 study study NN work_55utqx7tjrft5ojtbr67ypjdye 341 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 341 5 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 341 6 algorithms algorithm NNS work_55utqx7tjrft5ojtbr67ypjdye 341 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 342 1 International International NNP work_55utqx7tjrft5ojtbr67ypjdye 342 2 Journal Journal NNP work_55utqx7tjrft5ojtbr67ypjdye 342 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 342 4 Com- Com- NNP work_55utqx7tjrft5ojtbr67ypjdye 342 5 puter puter NN work_55utqx7tjrft5ojtbr67ypjdye 342 6 Technology Technology NNP work_55utqx7tjrft5ojtbr67ypjdye 342 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 342 8 Applications Applications NNPS work_55utqx7tjrft5ojtbr67ypjdye 342 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 342 10 2(6):1930–1938 2(6):1930–1938 CD work_55utqx7tjrft5ojtbr67ypjdye 342 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 343 1 Matthew Matthew NNP work_55utqx7tjrft5ojtbr67ypjdye 343 2 L L NNP work_55utqx7tjrft5ojtbr67ypjdye 343 3 Jockers Jockers NNP work_55utqx7tjrft5ojtbr67ypjdye 343 4 and and CC work_55utqx7tjrft5ojtbr67ypjdye 343 5 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 343 6 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 343 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 344 1 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 344 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 345 1 Significant significant JJ work_55utqx7tjrft5ojtbr67ypjdye 345 2 themes theme NNS work_55utqx7tjrft5ojtbr67ypjdye 345 3 in in IN work_55utqx7tjrft5ojtbr67ypjdye 345 4 19th 19th JJ work_55utqx7tjrft5ojtbr67ypjdye 345 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 345 6 century century NN work_55utqx7tjrft5ojtbr67ypjdye 345 7 literature literature NN work_55utqx7tjrft5ojtbr67ypjdye 345 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 346 1 Poetics poetic NNS work_55utqx7tjrft5ojtbr67ypjdye 346 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 346 3 41(6):750 41(6):750 CD work_55utqx7tjrft5ojtbr67ypjdye 346 4 – – : work_55utqx7tjrft5ojtbr67ypjdye 346 5 769 769 CD work_55utqx7tjrft5ojtbr67ypjdye 346 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 347 1 Sowmya Sowmya NNP work_55utqx7tjrft5ojtbr67ypjdye 347 2 Kamath Kamath NNP work_55utqx7tjrft5ojtbr67ypjdye 347 3 S S NNP work_55utqx7tjrft5ojtbr67ypjdye 347 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 347 5 Atif Atif NNP work_55utqx7tjrft5ojtbr67ypjdye 347 6 Ahmed Ahmed NNP work_55utqx7tjrft5ojtbr67ypjdye 347 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 347 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 347 9 Mani Mani NNP work_55utqx7tjrft5ojtbr67ypjdye 347 10 Shankar Shankar NNP work_55utqx7tjrft5ojtbr67ypjdye 347 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 348 1 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 348 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 349 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 349 2 composite composite JJ work_55utqx7tjrft5ojtbr67ypjdye 349 3 classification classification NN work_55utqx7tjrft5ojtbr67ypjdye 349 4 model model NN work_55utqx7tjrft5ojtbr67ypjdye 349 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 349 6 web web NN work_55utqx7tjrft5ojtbr67ypjdye 349 7 ser- ser- NN work_55utqx7tjrft5ojtbr67ypjdye 349 8 vices vice NNS work_55utqx7tjrft5ojtbr67ypjdye 349 9 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 349 10 on on IN work_55utqx7tjrft5ojtbr67ypjdye 349 11 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 349 12 & & CC work_55utqx7tjrft5ojtbr67ypjdye 349 13 syntactic syntactic JJ work_55utqx7tjrft5ojtbr67ypjdye 349 14 information information NN work_55utqx7tjrft5ojtbr67ypjdye 349 15 inte- inte- NNP work_55utqx7tjrft5ojtbr67ypjdye 349 16 gration gration NN work_55utqx7tjrft5ojtbr67ypjdye 349 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 350 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 350 2 Advance Advance NNP work_55utqx7tjrft5ojtbr67ypjdye 350 3 Computing Computing NNP work_55utqx7tjrft5ojtbr67ypjdye 350 4 Conference Conference NNP work_55utqx7tjrft5ojtbr67ypjdye 350 5 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 350 6 IACC IACC NNP work_55utqx7tjrft5ojtbr67ypjdye 350 7 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 350 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 350 9 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 350 10 IEEE IEEE NNP work_55utqx7tjrft5ojtbr67ypjdye 350 11 International International NNP work_55utqx7tjrft5ojtbr67ypjdye 350 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 350 13 pages page NNS work_55utqx7tjrft5ojtbr67ypjdye 350 14 1169–1173 1169–1173 CD work_55utqx7tjrft5ojtbr67ypjdye 350 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 351 1 IEEE IEEE NNP work_55utqx7tjrft5ojtbr67ypjdye 351 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 352 1 Robert Robert NNP work_55utqx7tjrft5ojtbr67ypjdye 352 2 Krovetz Krovetz NNP work_55utqx7tjrft5ojtbr67ypjdye 352 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 353 1 1993 1993 CD work_55utqx7tjrft5ojtbr67ypjdye 353 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 354 1 Viewing view VBG work_55utqx7tjrft5ojtbr67ypjdye 354 2 morphology morphology NN work_55utqx7tjrft5ojtbr67ypjdye 354 3 as as IN work_55utqx7tjrft5ojtbr67ypjdye 354 4 an an DT work_55utqx7tjrft5ojtbr67ypjdye 354 5 in- in- JJ work_55utqx7tjrft5ojtbr67ypjdye 354 6 ference ference NN work_55utqx7tjrft5ojtbr67ypjdye 354 7 process process NN work_55utqx7tjrft5ojtbr67ypjdye 354 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 355 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 355 2 Proceedings proceeding NNS work_55utqx7tjrft5ojtbr67ypjdye 355 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 355 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 355 5 16th 16th JJ work_55utqx7tjrft5ojtbr67ypjdye 355 6 annual annual JJ work_55utqx7tjrft5ojtbr67ypjdye 355 7 international international JJ work_55utqx7tjrft5ojtbr67ypjdye 355 8 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 355 9 SIGIR SIGIR NNP work_55utqx7tjrft5ojtbr67ypjdye 355 10 conference conference NN work_55utqx7tjrft5ojtbr67ypjdye 355 11 on on IN work_55utqx7tjrft5ojtbr67ypjdye 355 12 Research research NN work_55utqx7tjrft5ojtbr67ypjdye 355 13 and and CC work_55utqx7tjrft5ojtbr67ypjdye 355 14 development development NN work_55utqx7tjrft5ojtbr67ypjdye 355 15 in in IN work_55utqx7tjrft5ojtbr67ypjdye 355 16 information information NN work_55utqx7tjrft5ojtbr67ypjdye 355 17 retrieval retrieval NN work_55utqx7tjrft5ojtbr67ypjdye 355 18 , , , work_55utqx7tjrft5ojtbr67ypjdye 355 19 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 355 20 191–202 191–202 CD work_55utqx7tjrft5ojtbr67ypjdye 355 21 . . . work_55utqx7tjrft5ojtbr67ypjdye 356 1 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 356 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 357 1 Jey Jey NNP work_55utqx7tjrft5ojtbr67ypjdye 357 2 Han Han NNP work_55utqx7tjrft5ojtbr67ypjdye 357 3 Lau Lau NNP work_55utqx7tjrft5ojtbr67ypjdye 357 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 357 5 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 357 6 Newman Newman NNP work_55utqx7tjrft5ojtbr67ypjdye 357 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 357 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 357 9 Timothy Timothy NNP work_55utqx7tjrft5ojtbr67ypjdye 357 10 Baldwin Baldwin NNP work_55utqx7tjrft5ojtbr67ypjdye 357 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 358 1 2014 2014 CD work_55utqx7tjrft5ojtbr67ypjdye 358 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 359 1 Machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 359 2 reading read VBG work_55utqx7tjrft5ojtbr67ypjdye 359 3 tea tea NN work_55utqx7tjrft5ojtbr67ypjdye 359 4 leaves leave NNS work_55utqx7tjrft5ojtbr67ypjdye 359 5 : : : work_55utqx7tjrft5ojtbr67ypjdye 359 6 Automatically automatically RB work_55utqx7tjrft5ojtbr67ypjdye 359 7 evaluating evaluate VBG work_55utqx7tjrft5ojtbr67ypjdye 359 8 topic topic JJ work_55utqx7tjrft5ojtbr67ypjdye 359 9 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 359 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 359 11 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 359 12 model model NN work_55utqx7tjrft5ojtbr67ypjdye 359 13 quality quality NN work_55utqx7tjrft5ojtbr67ypjdye 359 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 360 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 360 2 Proceedings Proceedings NNP work_55utqx7tjrft5ojtbr67ypjdye 360 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 360 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 360 5 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 360 6 for for IN work_55utqx7tjrft5ojtbr67ypjdye 360 7 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 360 8 Lin- Lin- NNP work_55utqx7tjrft5ojtbr67ypjdye 360 9 guistics guistic NNS work_55utqx7tjrft5ojtbr67ypjdye 360 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 360 11 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 360 12 530–539 530–539 CD work_55utqx7tjrft5ojtbr67ypjdye 360 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 361 1 Zhiyuan Zhiyuan NNP work_55utqx7tjrft5ojtbr67ypjdye 361 2 Liu Liu NNP work_55utqx7tjrft5ojtbr67ypjdye 361 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 361 4 Wenyi Wenyi NNP work_55utqx7tjrft5ojtbr67ypjdye 361 5 Huang Huang NNP work_55utqx7tjrft5ojtbr67ypjdye 361 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 361 7 Yabin Yabin NNP work_55utqx7tjrft5ojtbr67ypjdye 361 8 Zheng Zheng NNP work_55utqx7tjrft5ojtbr67ypjdye 361 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 361 10 and and CC work_55utqx7tjrft5ojtbr67ypjdye 361 11 Maosong Maosong NNP work_55utqx7tjrft5ojtbr67ypjdye 361 12 Sun Sun NNP work_55utqx7tjrft5ojtbr67ypjdye 361 13 . . . work_55utqx7tjrft5ojtbr67ypjdye 362 1 2010 2010 CD work_55utqx7tjrft5ojtbr67ypjdye 362 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 363 1 Automatic automatic JJ work_55utqx7tjrft5ojtbr67ypjdye 363 2 keyphrase keyphrase NN work_55utqx7tjrft5ojtbr67ypjdye 363 3 extraction extraction NN work_55utqx7tjrft5ojtbr67ypjdye 363 4 via via IN work_55utqx7tjrft5ojtbr67ypjdye 363 5 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 363 6 decomposition decomposition NN work_55utqx7tjrft5ojtbr67ypjdye 363 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 364 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 364 2 Proceedings Proceedings NNP work_55utqx7tjrft5ojtbr67ypjdye 364 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 364 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 364 5 Conference Conference NNP work_55utqx7tjrft5ojtbr67ypjdye 364 6 on on IN work_55utqx7tjrft5ojtbr67ypjdye 364 7 Empirical Empirical NNP work_55utqx7tjrft5ojtbr67ypjdye 364 8 Methods Methods NNPS work_55utqx7tjrft5ojtbr67ypjdye 364 9 in in IN work_55utqx7tjrft5ojtbr67ypjdye 364 10 Natural Natural NNP work_55utqx7tjrft5ojtbr67ypjdye 364 11 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 364 12 Processing Processing NNP work_55utqx7tjrft5ojtbr67ypjdye 364 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 364 14 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 364 15 366–376 366–376 CD work_55utqx7tjrft5ojtbr67ypjdye 364 16 . . . work_55utqx7tjrft5ojtbr67ypjdye 365 1 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 365 2 for for IN work_55utqx7tjrft5ojtbr67ypjdye 365 3 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 365 4 Lin- Lin- NNP work_55utqx7tjrft5ojtbr67ypjdye 365 5 guistics guistic NNS work_55utqx7tjrft5ojtbr67ypjdye 365 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 366 1 Siaw Siaw NNP work_55utqx7tjrft5ojtbr67ypjdye 366 2 Ling Ling NNP work_55utqx7tjrft5ojtbr67ypjdye 366 3 Lo Lo NNP work_55utqx7tjrft5ojtbr67ypjdye 366 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 366 5 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 366 6 Cornforth Cornforth NNP work_55utqx7tjrft5ojtbr67ypjdye 366 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 366 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 366 9 Raymond Raymond NNP work_55utqx7tjrft5ojtbr67ypjdye 366 10 Chiong Chiong NNP work_55utqx7tjrft5ojtbr67ypjdye 366 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 367 1 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 367 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 368 1 Effects effect NNS work_55utqx7tjrft5ojtbr67ypjdye 368 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 368 3 training training NN work_55utqx7tjrft5ojtbr67ypjdye 368 4 datasets dataset NNS work_55utqx7tjrft5ojtbr67ypjdye 368 5 on on IN work_55utqx7tjrft5ojtbr67ypjdye 368 6 both both CC work_55utqx7tjrft5ojtbr67ypjdye 368 7 the the DT work_55utqx7tjrft5ojtbr67ypjdye 368 8 extreme extreme JJ work_55utqx7tjrft5ojtbr67ypjdye 368 9 learning learn VBG work_55utqx7tjrft5ojtbr67ypjdye 368 10 machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 368 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 368 12 support support NN work_55utqx7tjrft5ojtbr67ypjdye 368 13 vector vector NN work_55utqx7tjrft5ojtbr67ypjdye 368 14 machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 368 15 for for IN work_55utqx7tjrft5ojtbr67ypjdye 368 16 tar- tar- NN work_55utqx7tjrft5ojtbr67ypjdye 368 17 get get VBP work_55utqx7tjrft5ojtbr67ypjdye 368 18 audience audience NN work_55utqx7tjrft5ojtbr67ypjdye 368 19 identification identification NN work_55utqx7tjrft5ojtbr67ypjdye 368 20 on on IN work_55utqx7tjrft5ojtbr67ypjdye 368 21 twitter twitter NN work_55utqx7tjrft5ojtbr67ypjdye 368 22 . . . work_55utqx7tjrft5ojtbr67ypjdye 369 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 369 2 Proceedings Proceedings NNP work_55utqx7tjrft5ojtbr67ypjdye 369 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 369 4 ELM-2014 ELM-2014 NNP work_55utqx7tjrft5ojtbr67ypjdye 369 5 Volume volume NN work_55utqx7tjrft5ojtbr67ypjdye 369 6 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 369 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 369 8 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 369 9 417–434 417–434 CD work_55utqx7tjrft5ojtbr67ypjdye 369 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 370 1 Springer Springer NNP work_55utqx7tjrft5ojtbr67ypjdye 370 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 371 1 Julie Julie NNP work_55utqx7tjrft5ojtbr67ypjdye 371 2 B B NNP work_55utqx7tjrft5ojtbr67ypjdye 371 3 Lovins Lovins NNP work_55utqx7tjrft5ojtbr67ypjdye 371 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 372 1 1968 1968 CD work_55utqx7tjrft5ojtbr67ypjdye 372 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 373 1 Development development NN work_55utqx7tjrft5ojtbr67ypjdye 373 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 373 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 373 4 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 373 5 al- al- JJ work_55utqx7tjrft5ojtbr67ypjdye 373 6 gorithm gorithm NN work_55utqx7tjrft5ojtbr67ypjdye 373 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 374 1 Mechanical Mechanical NNP work_55utqx7tjrft5ojtbr67ypjdye 374 2 Translation Translation NNP work_55utqx7tjrft5ojtbr67ypjdye 374 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 374 4 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 374 5 Linguistics Linguistics NNP work_55utqx7tjrft5ojtbr67ypjdye 374 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 374 7 11:22–31 11:22–31 CD work_55utqx7tjrft5ojtbr67ypjdye 374 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 375 1 Prasenjit Prasenjit NNP work_55utqx7tjrft5ojtbr67ypjdye 375 2 Majumder Majumder NNP work_55utqx7tjrft5ojtbr67ypjdye 375 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 375 4 Mandar Mandar NNP work_55utqx7tjrft5ojtbr67ypjdye 375 5 Mitra Mitra NNP work_55utqx7tjrft5ojtbr67ypjdye 375 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 375 7 Swapan Swapan NNP work_55utqx7tjrft5ojtbr67ypjdye 375 8 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 375 9 Parui Parui NNP work_55utqx7tjrft5ojtbr67ypjdye 375 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 375 11 Gobinda Gobinda NNP work_55utqx7tjrft5ojtbr67ypjdye 375 12 Kole Kole NNP work_55utqx7tjrft5ojtbr67ypjdye 375 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 375 14 Pabitra Pabitra NNP work_55utqx7tjrft5ojtbr67ypjdye 375 15 Mitra Mitra NNP work_55utqx7tjrft5ojtbr67ypjdye 375 16 , , , work_55utqx7tjrft5ojtbr67ypjdye 375 17 and and CC work_55utqx7tjrft5ojtbr67ypjdye 375 18 Kalyankumar Kalyankumar NNP work_55utqx7tjrft5ojtbr67ypjdye 375 19 Datta Datta NNP work_55utqx7tjrft5ojtbr67ypjdye 375 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 376 1 2007 2007 CD work_55utqx7tjrft5ojtbr67ypjdye 376 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 377 1 Yass yass NN work_55utqx7tjrft5ojtbr67ypjdye 377 2 : : : work_55utqx7tjrft5ojtbr67ypjdye 377 3 Yet yet RB work_55utqx7tjrft5ojtbr67ypjdye 377 4 another another DT work_55utqx7tjrft5ojtbr67ypjdye 377 5 suffix suffix NN work_55utqx7tjrft5ojtbr67ypjdye 377 6 stripper stripper NN work_55utqx7tjrft5ojtbr67ypjdye 377 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 378 1 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 378 2 Trans- Trans- NNP work_55utqx7tjrft5ojtbr67ypjdye 378 3 actions action NNS work_55utqx7tjrft5ojtbr67ypjdye 378 4 on on IN work_55utqx7tjrft5ojtbr67ypjdye 378 5 Information Information NNP work_55utqx7tjrft5ojtbr67ypjdye 378 6 Systems Systems NNPS work_55utqx7tjrft5ojtbr67ypjdye 378 7 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 378 8 TOIS TOIS NNP work_55utqx7tjrft5ojtbr67ypjdye 378 9 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 378 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 378 11 25(4):18 25(4):18 NNP work_55utqx7tjrft5ojtbr67ypjdye 378 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 379 1 Andrew Andrew NNP work_55utqx7tjrft5ojtbr67ypjdye 379 2 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 379 3 McCallum McCallum NNP work_55utqx7tjrft5ojtbr67ypjdye 379 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 380 1 2002 2002 CD work_55utqx7tjrft5ojtbr67ypjdye 380 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 381 1 Mallet mallet NN work_55utqx7tjrft5ojtbr67ypjdye 381 2 : : : work_55utqx7tjrft5ojtbr67ypjdye 381 3 a a DT work_55utqx7tjrft5ojtbr67ypjdye 381 4 ma- ma- JJ work_55utqx7tjrft5ojtbr67ypjdye 381 5 chine chine NN work_55utqx7tjrft5ojtbr67ypjdye 381 6 learning learn VBG work_55utqx7tjrft5ojtbr67ypjdye 381 7 for for IN work_55utqx7tjrft5ojtbr67ypjdye 381 8 language language NN work_55utqx7tjrft5ojtbr67ypjdye 381 9 toolkit toolkit NNS work_55utqx7tjrft5ojtbr67ypjdye 381 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 382 1 Available available JJ work_55utqx7tjrft5ojtbr67ypjdye 382 2 at at IN work_55utqx7tjrft5ojtbr67ypjdye 382 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 382 4 http://mallet.cs.umass.edu http://mallet.cs.umass.edu NNS work_55utqx7tjrft5ojtbr67ypjdye 382 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 383 1 Marina Marina NNP work_55utqx7tjrft5ojtbr67ypjdye 383 2 Meilă. Meilă. NNP work_55utqx7tjrft5ojtbr67ypjdye 384 1 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 384 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 385 1 Comparing compare VBG work_55utqx7tjrft5ojtbr67ypjdye 385 2 clusterings clustering NNS work_55utqx7tjrft5ojtbr67ypjdye 385 3 by by IN work_55utqx7tjrft5ojtbr67ypjdye 385 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 385 5 vari- vari- JJ work_55utqx7tjrft5ojtbr67ypjdye 385 6 ation ation NN work_55utqx7tjrft5ojtbr67ypjdye 385 7 of of IN work_55utqx7tjrft5ojtbr67ypjdye 385 8 information information NN work_55utqx7tjrft5ojtbr67ypjdye 385 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 386 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 386 2 Bernhard Bernhard NNP work_55utqx7tjrft5ojtbr67ypjdye 386 3 Schölkopf Schölkopf NNP work_55utqx7tjrft5ojtbr67ypjdye 386 4 and and CC work_55utqx7tjrft5ojtbr67ypjdye 386 5 Man- Man- NNP work_55utqx7tjrft5ojtbr67ypjdye 386 6 fred fred NNP work_55utqx7tjrft5ojtbr67ypjdye 386 7 K. K. NNP work_55utqx7tjrft5ojtbr67ypjdye 386 8 Warmuth Warmuth NNP work_55utqx7tjrft5ojtbr67ypjdye 386 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 386 10 editors editor NNS work_55utqx7tjrft5ojtbr67ypjdye 386 11 , , , work_55utqx7tjrft5ojtbr67ypjdye 386 12 Learning Learning NNP work_55utqx7tjrft5ojtbr67ypjdye 386 13 Theory Theory NNP work_55utqx7tjrft5ojtbr67ypjdye 386 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 386 15 Kernel Kernel NNP work_55utqx7tjrft5ojtbr67ypjdye 386 16 Machines Machines NNPS work_55utqx7tjrft5ojtbr67ypjdye 386 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 386 18 volume volume NN work_55utqx7tjrft5ojtbr67ypjdye 386 19 2777 2777 CD work_55utqx7tjrft5ojtbr67ypjdye 386 20 of of IN work_55utqx7tjrft5ojtbr67ypjdye 386 21 Lecture Lecture NNP work_55utqx7tjrft5ojtbr67ypjdye 386 22 Notes Notes NNPS work_55utqx7tjrft5ojtbr67ypjdye 386 23 in in IN work_55utqx7tjrft5ojtbr67ypjdye 386 24 Computer Computer NNP work_55utqx7tjrft5ojtbr67ypjdye 386 25 Science Science NNP work_55utqx7tjrft5ojtbr67ypjdye 386 26 , , , work_55utqx7tjrft5ojtbr67ypjdye 386 27 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 386 28 173–187 173–187 CD work_55utqx7tjrft5ojtbr67ypjdye 386 29 . . . work_55utqx7tjrft5ojtbr67ypjdye 387 1 Springer Springer NNP work_55utqx7tjrft5ojtbr67ypjdye 387 2 Berlin Berlin NNP work_55utqx7tjrft5ojtbr67ypjdye 387 3 Heidelberg Heidelberg NNP work_55utqx7tjrft5ojtbr67ypjdye 387 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 388 1 Massimo Massimo NNP work_55utqx7tjrft5ojtbr67ypjdye 388 2 Melucci Melucci NNP work_55utqx7tjrft5ojtbr67ypjdye 388 3 and and CC work_55utqx7tjrft5ojtbr67ypjdye 388 4 Nicola Nicola NNP work_55utqx7tjrft5ojtbr67ypjdye 388 5 Orio Orio NNP work_55utqx7tjrft5ojtbr67ypjdye 388 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 389 1 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 389 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 390 1 A a DT work_55utqx7tjrft5ojtbr67ypjdye 390 2 novel novel JJ work_55utqx7tjrft5ojtbr67ypjdye 390 3 method method NN work_55utqx7tjrft5ojtbr67ypjdye 390 4 for for IN work_55utqx7tjrft5ojtbr67ypjdye 390 5 stemmer stemmer JJ work_55utqx7tjrft5ojtbr67ypjdye 390 6 generation generation NN work_55utqx7tjrft5ojtbr67ypjdye 390 7 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 390 8 on on IN work_55utqx7tjrft5ojtbr67ypjdye 390 9 hidden hidden JJ work_55utqx7tjrft5ojtbr67ypjdye 390 10 markov markov NN work_55utqx7tjrft5ojtbr67ypjdye 390 11 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 390 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 391 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 391 2 Proceedings proceeding NNS work_55utqx7tjrft5ojtbr67ypjdye 391 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 391 4 the the DT work_55utqx7tjrft5ojtbr67ypjdye 391 5 12th 12th JJ work_55utqx7tjrft5ojtbr67ypjdye 391 6 Inter- Inter- NNP work_55utqx7tjrft5ojtbr67ypjdye 391 7 national national JJ work_55utqx7tjrft5ojtbr67ypjdye 391 8 Conference Conference NNP work_55utqx7tjrft5ojtbr67ypjdye 391 9 on on IN work_55utqx7tjrft5ojtbr67ypjdye 391 10 Information Information NNP work_55utqx7tjrft5ojtbr67ypjdye 391 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 391 12 Knowledge Knowledge NNP work_55utqx7tjrft5ojtbr67ypjdye 391 13 Management Management NNP work_55utqx7tjrft5ojtbr67ypjdye 391 14 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 391 15 CIKM CIKM NNP work_55utqx7tjrft5ojtbr67ypjdye 391 16 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 391 17 , , , work_55utqx7tjrft5ojtbr67ypjdye 391 18 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 391 19 131–138 131–138 CD work_55utqx7tjrft5ojtbr67ypjdye 391 20 . . . work_55utqx7tjrft5ojtbr67ypjdye 392 1 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 392 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 393 1 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 393 2 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 393 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 393 4 Hanna Hanna NNP work_55utqx7tjrft5ojtbr67ypjdye 393 5 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 393 6 Wallach Wallach NNP work_55utqx7tjrft5ojtbr67ypjdye 393 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 393 8 Edmund Edmund NNP work_55utqx7tjrft5ojtbr67ypjdye 393 9 Talley Talley NNP work_55utqx7tjrft5ojtbr67ypjdye 393 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 393 11 Miriam Miriam NNP work_55utqx7tjrft5ojtbr67ypjdye 393 12 Leenders Leenders NNP work_55utqx7tjrft5ojtbr67ypjdye 393 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 393 14 and and CC work_55utqx7tjrft5ojtbr67ypjdye 393 15 Andrew Andrew NNP work_55utqx7tjrft5ojtbr67ypjdye 393 16 McCallum McCallum NNP work_55utqx7tjrft5ojtbr67ypjdye 393 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 394 1 2011 2011 CD work_55utqx7tjrft5ojtbr67ypjdye 394 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 395 1 Op- op- JJ work_55utqx7tjrft5ojtbr67ypjdye 395 2 timizing timize VBG work_55utqx7tjrft5ojtbr67ypjdye 395 3 semantic semantic JJ work_55utqx7tjrft5ojtbr67ypjdye 395 4 coherence coherence NN work_55utqx7tjrft5ojtbr67ypjdye 395 5 in in IN work_55utqx7tjrft5ojtbr67ypjdye 395 6 topic topic NN work_55utqx7tjrft5ojtbr67ypjdye 395 7 models model NNS work_55utqx7tjrft5ojtbr67ypjdye 395 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 396 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 396 2 Pro- Pro- NNP work_55utqx7tjrft5ojtbr67ypjdye 396 3 ceedings ceeding NNS work_55utqx7tjrft5ojtbr67ypjdye 396 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 396 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 396 6 Conference Conference NNP work_55utqx7tjrft5ojtbr67ypjdye 396 7 on on IN work_55utqx7tjrft5ojtbr67ypjdye 396 8 Empirical Empirical NNP work_55utqx7tjrft5ojtbr67ypjdye 396 9 Methods Methods NNPS work_55utqx7tjrft5ojtbr67ypjdye 396 10 in in IN work_55utqx7tjrft5ojtbr67ypjdye 396 11 Natural Natural NNP work_55utqx7tjrft5ojtbr67ypjdye 396 12 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 396 13 Processing Processing NNP work_55utqx7tjrft5ojtbr67ypjdye 396 14 , , , work_55utqx7tjrft5ojtbr67ypjdye 396 15 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 396 16 262–272 262–272 CD work_55utqx7tjrft5ojtbr67ypjdye 396 17 . . . work_55utqx7tjrft5ojtbr67ypjdye 397 1 Asso- asso- IN work_55utqx7tjrft5ojtbr67ypjdye 397 2 ciation ciation NN work_55utqx7tjrft5ojtbr67ypjdye 397 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 397 4 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 397 5 Linguistics Linguistics NNP work_55utqx7tjrft5ojtbr67ypjdye 397 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 398 1 Yuhong Yuhong NNP work_55utqx7tjrft5ojtbr67ypjdye 398 2 Nan Nan NNP work_55utqx7tjrft5ojtbr67ypjdye 398 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 398 4 Min Min NNP work_55utqx7tjrft5ojtbr67ypjdye 398 5 Yang Yang NNP work_55utqx7tjrft5ojtbr67ypjdye 398 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 398 7 Zhemin Zhemin NNP work_55utqx7tjrft5ojtbr67ypjdye 398 8 Yang Yang NNP work_55utqx7tjrft5ojtbr67ypjdye 398 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 398 10 Shunfan Shunfan NNP work_55utqx7tjrft5ojtbr67ypjdye 398 11 Zhou Zhou NNP work_55utqx7tjrft5ojtbr67ypjdye 398 12 , , , work_55utqx7tjrft5ojtbr67ypjdye 398 13 Guofei Guofei NNP work_55utqx7tjrft5ojtbr67ypjdye 398 14 Gu Gu NNP work_55utqx7tjrft5ojtbr67ypjdye 398 15 , , , work_55utqx7tjrft5ojtbr67ypjdye 398 16 and and CC work_55utqx7tjrft5ojtbr67ypjdye 398 17 XiaoFeng XiaoFeng NNP work_55utqx7tjrft5ojtbr67ypjdye 398 18 Wang Wang NNP work_55utqx7tjrft5ojtbr67ypjdye 398 19 . . . work_55utqx7tjrft5ojtbr67ypjdye 399 1 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 399 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 400 1 Uipicker uipicker NN work_55utqx7tjrft5ojtbr67ypjdye 400 2 : : : work_55utqx7tjrft5ojtbr67ypjdye 400 3 User user NN work_55utqx7tjrft5ojtbr67ypjdye 400 4 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 400 5 input input NN work_55utqx7tjrft5ojtbr67ypjdye 400 6 privacy privacy NN work_55utqx7tjrft5ojtbr67ypjdye 400 7 identification identification NN work_55utqx7tjrft5ojtbr67ypjdye 400 8 in in IN work_55utqx7tjrft5ojtbr67ypjdye 400 9 mobile mobile NNP work_55utqx7tjrft5ojtbr67ypjdye 400 10 applica- applica- NNP work_55utqx7tjrft5ojtbr67ypjdye 400 11 tions tion NNS work_55utqx7tjrft5ojtbr67ypjdye 400 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 401 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 401 2 24th 24th JJ work_55utqx7tjrft5ojtbr67ypjdye 401 3 USENIX USENIX NNP work_55utqx7tjrft5ojtbr67ypjdye 401 4 Security Security NNP work_55utqx7tjrft5ojtbr67ypjdye 401 5 Symposium Symposium NNP work_55utqx7tjrft5ojtbr67ypjdye 401 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 401 7 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 401 8 993–1008 993–1008 CD work_55utqx7tjrft5ojtbr67ypjdye 401 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 402 1 Chris Chris NNP work_55utqx7tjrft5ojtbr67ypjdye 402 2 D D NNP work_55utqx7tjrft5ojtbr67ypjdye 402 3 Paice Paice NNP work_55utqx7tjrft5ojtbr67ypjdye 402 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 403 1 1990 1990 CD work_55utqx7tjrft5ojtbr67ypjdye 403 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 404 1 Another another DT work_55utqx7tjrft5ojtbr67ypjdye 404 2 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 404 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 405 1 ACM ACM NNP work_55utqx7tjrft5ojtbr67ypjdye 405 2 SIGIR SIGIR NNP work_55utqx7tjrft5ojtbr67ypjdye 405 3 Forum Forum NNP work_55utqx7tjrft5ojtbr67ypjdye 405 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 405 5 24(3):56–61 24(3):56–61 CD work_55utqx7tjrft5ojtbr67ypjdye 405 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 406 1 299 299 CD work_55utqx7tjrft5ojtbr67ypjdye 406 2 Martin Martin NNP work_55utqx7tjrft5ojtbr67ypjdye 406 3 F F NNP work_55utqx7tjrft5ojtbr67ypjdye 406 4 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 406 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 407 1 1980 1980 CD work_55utqx7tjrft5ojtbr67ypjdye 407 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 408 1 An an DT work_55utqx7tjrft5ojtbr67ypjdye 408 2 algorithm algorithm NN work_55utqx7tjrft5ojtbr67ypjdye 408 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 408 4 suffix suffix NN work_55utqx7tjrft5ojtbr67ypjdye 408 5 stripping stripping NN work_55utqx7tjrft5ojtbr67ypjdye 408 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 409 1 Program program NN work_55utqx7tjrft5ojtbr67ypjdye 409 2 , , , work_55utqx7tjrft5ojtbr67ypjdye 409 3 14(3):130–137 14(3):130–137 CD work_55utqx7tjrft5ojtbr67ypjdye 409 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 410 1 Martin Martin NNP work_55utqx7tjrft5ojtbr67ypjdye 410 2 F F NNP work_55utqx7tjrft5ojtbr67ypjdye 410 3 Porter Porter NNP work_55utqx7tjrft5ojtbr67ypjdye 410 4 . . . work_55utqx7tjrft5ojtbr67ypjdye 411 1 2001 2001 CD work_55utqx7tjrft5ojtbr67ypjdye 411 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 412 1 Snowball snowball NN work_55utqx7tjrft5ojtbr67ypjdye 412 2 : : : work_55utqx7tjrft5ojtbr67ypjdye 412 3 A a DT work_55utqx7tjrft5ojtbr67ypjdye 412 4 lan- lan- NN work_55utqx7tjrft5ojtbr67ypjdye 412 5 guage guage NN work_55utqx7tjrft5ojtbr67ypjdye 412 6 for for IN work_55utqx7tjrft5ojtbr67ypjdye 412 7 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 412 8 algorithms algorithm NNS work_55utqx7tjrft5ojtbr67ypjdye 412 9 . . . work_55utqx7tjrft5ojtbr67ypjdye 413 1 Available available JJ work_55utqx7tjrft5ojtbr67ypjdye 413 2 at at IN work_55utqx7tjrft5ojtbr67ypjdye 413 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 413 4 http://www.snowball.tartarus.org/texts/introduction.html http://www.snowball.tartarus.org/texts/introduction.html NNP work_55utqx7tjrft5ojtbr67ypjdye 413 5 . . . work_55utqx7tjrft5ojtbr67ypjdye 414 1 SP SP NNP work_55utqx7tjrft5ojtbr67ypjdye 414 2 Ruba Ruba NNP work_55utqx7tjrft5ojtbr67ypjdye 414 3 Rani Rani NNP work_55utqx7tjrft5ojtbr67ypjdye 414 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 414 5 B B NNP work_55utqx7tjrft5ojtbr67ypjdye 414 6 Ramesh Ramesh NNP work_55utqx7tjrft5ojtbr67ypjdye 414 7 , , , work_55utqx7tjrft5ojtbr67ypjdye 414 8 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 414 9 Anusha Anusha NNP work_55utqx7tjrft5ojtbr67ypjdye 414 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 414 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 414 12 JGR JGR NNP work_55utqx7tjrft5ojtbr67ypjdye 414 13 Sathi- Sathi- NNP work_55utqx7tjrft5ojtbr67ypjdye 414 14 aseelan aseelan NN work_55utqx7tjrft5ojtbr67ypjdye 414 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 415 1 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 415 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 416 1 Evaluation evaluation NN work_55utqx7tjrft5ojtbr67ypjdye 416 2 of of IN work_55utqx7tjrft5ojtbr67ypjdye 416 3 stemming stem VBG work_55utqx7tjrft5ojtbr67ypjdye 416 4 techniques technique NNS work_55utqx7tjrft5ojtbr67ypjdye 416 5 for for IN work_55utqx7tjrft5ojtbr67ypjdye 416 6 text text NN work_55utqx7tjrft5ojtbr67ypjdye 416 7 classification classification NN work_55utqx7tjrft5ojtbr67ypjdye 416 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 417 1 International International NNP work_55utqx7tjrft5ojtbr67ypjdye 417 2 Journal Journal NNP work_55utqx7tjrft5ojtbr67ypjdye 417 3 of of IN work_55utqx7tjrft5ojtbr67ypjdye 417 4 Computer Computer NNP work_55utqx7tjrft5ojtbr67ypjdye 417 5 Science Science NNP work_55utqx7tjrft5ojtbr67ypjdye 417 6 and and CC work_55utqx7tjrft5ojtbr67ypjdye 417 7 Mobile Mobile NNP work_55utqx7tjrft5ojtbr67ypjdye 417 8 Computing Computing NNP work_55utqx7tjrft5ojtbr67ypjdye 417 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 417 10 4(3):165–171 4(3):165–171 CD work_55utqx7tjrft5ojtbr67ypjdye 417 11 . . . work_55utqx7tjrft5ojtbr67ypjdye 418 1 Evan Evan NNP work_55utqx7tjrft5ojtbr67ypjdye 418 2 Sandhaus Sandhaus NNP work_55utqx7tjrft5ojtbr67ypjdye 418 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 419 1 2008 2008 CD work_55utqx7tjrft5ojtbr67ypjdye 419 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 420 1 The the DT work_55utqx7tjrft5ojtbr67ypjdye 420 2 new new NNP work_55utqx7tjrft5ojtbr67ypjdye 420 3 york york NNP work_55utqx7tjrft5ojtbr67ypjdye 420 4 times times NNP work_55utqx7tjrft5ojtbr67ypjdye 420 5 anno- anno- NNP work_55utqx7tjrft5ojtbr67ypjdye 420 6 tated tat VBN work_55utqx7tjrft5ojtbr67ypjdye 420 7 corpus corpus NNP work_55utqx7tjrft5ojtbr67ypjdye 420 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 421 1 Linguistic Linguistic NNP work_55utqx7tjrft5ojtbr67ypjdye 421 2 Data Data NNP work_55utqx7tjrft5ojtbr67ypjdye 421 3 Consortium Consortium NNP work_55utqx7tjrft5ojtbr67ypjdye 421 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 421 5 DVD dvd NN work_55utqx7tjrft5ojtbr67ypjdye 421 6 : : : work_55utqx7tjrft5ojtbr67ypjdye 421 7 LDC2009T19 ldc2009t19 NN work_55utqx7tjrft5ojtbr67ypjdye 421 8 . . . work_55utqx7tjrft5ojtbr67ypjdye 422 1 Ivan Ivan NNP work_55utqx7tjrft5ojtbr67ypjdye 422 2 Stankov Stankov NNP work_55utqx7tjrft5ojtbr67ypjdye 422 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 422 4 Diman Diman NNP work_55utqx7tjrft5ojtbr67ypjdye 422 5 Todorov Todorov NNP work_55utqx7tjrft5ojtbr67ypjdye 422 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 422 7 and and CC work_55utqx7tjrft5ojtbr67ypjdye 422 8 Rossitza Rossitza NNP work_55utqx7tjrft5ojtbr67ypjdye 422 9 Setchi Setchi NNP work_55utqx7tjrft5ojtbr67ypjdye 422 10 . . . work_55utqx7tjrft5ojtbr67ypjdye 423 1 2013 2013 CD work_55utqx7tjrft5ojtbr67ypjdye 423 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 424 1 Enhanced enhanced JJ work_55utqx7tjrft5ojtbr67ypjdye 424 2 cross cross JJ work_55utqx7tjrft5ojtbr67ypjdye 424 3 - - JJ work_55utqx7tjrft5ojtbr67ypjdye 424 4 domain domain JJ work_55utqx7tjrft5ojtbr67ypjdye 424 5 document document NN work_55utqx7tjrft5ojtbr67ypjdye 424 6 clustering cluster VBG work_55utqx7tjrft5ojtbr67ypjdye 424 7 with with IN work_55utqx7tjrft5ojtbr67ypjdye 424 8 a a DT work_55utqx7tjrft5ojtbr67ypjdye 424 9 semantically semantically RB work_55utqx7tjrft5ojtbr67ypjdye 424 10 enhanced enhance VBN work_55utqx7tjrft5ojtbr67ypjdye 424 11 text text NN work_55utqx7tjrft5ojtbr67ypjdye 424 12 stemmer stemmer NN work_55utqx7tjrft5ojtbr67ypjdye 424 13 ( ( -LRB- work_55utqx7tjrft5ojtbr67ypjdye 424 14 sets set NNS work_55utqx7tjrft5ojtbr67ypjdye 424 15 ) ) -RRB- work_55utqx7tjrft5ojtbr67ypjdye 424 16 . . . work_55utqx7tjrft5ojtbr67ypjdye 425 1 In- In- NNP work_55utqx7tjrft5ojtbr67ypjdye 425 2 ternational ternational JJ work_55utqx7tjrft5ojtbr67ypjdye 425 3 Journal Journal NNP work_55utqx7tjrft5ojtbr67ypjdye 425 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 425 5 Knowledge Knowledge NNP work_55utqx7tjrft5ojtbr67ypjdye 425 6 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 425 7 based base VBN work_55utqx7tjrft5ojtbr67ypjdye 425 8 and and CC work_55utqx7tjrft5ojtbr67ypjdye 425 9 Intelli- Intelli- NNP work_55utqx7tjrft5ojtbr67ypjdye 425 10 gent gent NN work_55utqx7tjrft5ojtbr67ypjdye 425 11 Engineering Engineering NNP work_55utqx7tjrft5ojtbr67ypjdye 425 12 Systems Systems NNPS work_55utqx7tjrft5ojtbr67ypjdye 425 13 , , , work_55utqx7tjrft5ojtbr67ypjdye 425 14 17(2):113–126 17(2):113–126 CD work_55utqx7tjrft5ojtbr67ypjdye 425 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 426 1 Chuan Chuan NNP work_55utqx7tjrft5ojtbr67ypjdye 426 2 Su Su NNP work_55utqx7tjrft5ojtbr67ypjdye 426 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 427 1 2015 2015 CD work_55utqx7tjrft5ojtbr67ypjdye 427 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 428 1 Machine machine NN work_55utqx7tjrft5ojtbr67ypjdye 428 2 learning learn VBG work_55utqx7tjrft5ojtbr67ypjdye 428 3 for for IN work_55utqx7tjrft5ojtbr67ypjdye 428 4 reducing reduce VBG work_55utqx7tjrft5ojtbr67ypjdye 428 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 428 6 ef- ef- JJ work_55utqx7tjrft5ojtbr67ypjdye 428 7 fort fort NN work_55utqx7tjrft5ojtbr67ypjdye 428 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 428 9 conducting conduct VBG work_55utqx7tjrft5ojtbr67ypjdye 428 10 systematic systematic JJ work_55utqx7tjrft5ojtbr67ypjdye 428 11 reviews review NNS work_55utqx7tjrft5ojtbr67ypjdye 428 12 in in IN work_55utqx7tjrft5ojtbr67ypjdye 428 13 SE SE NNP work_55utqx7tjrft5ojtbr67ypjdye 428 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 429 1 Bachelor Bachelor NNP work_55utqx7tjrft5ojtbr67ypjdye 429 2 Thesis Thesis NNP work_55utqx7tjrft5ojtbr67ypjdye 429 3 . . . work_55utqx7tjrft5ojtbr67ypjdye 430 1 Kristina Kristina NNP work_55utqx7tjrft5ojtbr67ypjdye 430 2 Toutanova Toutanova NNP work_55utqx7tjrft5ojtbr67ypjdye 430 3 , , , work_55utqx7tjrft5ojtbr67ypjdye 430 4 Dan Dan NNP work_55utqx7tjrft5ojtbr67ypjdye 430 5 Klein Klein NNP work_55utqx7tjrft5ojtbr67ypjdye 430 6 , , , work_55utqx7tjrft5ojtbr67ypjdye 430 7 Christopher Christopher NNP work_55utqx7tjrft5ojtbr67ypjdye 430 8 D D NNP work_55utqx7tjrft5ojtbr67ypjdye 430 9 Manning Manning NNP work_55utqx7tjrft5ojtbr67ypjdye 430 10 , , , work_55utqx7tjrft5ojtbr67ypjdye 430 11 and and CC work_55utqx7tjrft5ojtbr67ypjdye 430 12 Yoram Yoram NNP work_55utqx7tjrft5ojtbr67ypjdye 430 13 Singer Singer NNP work_55utqx7tjrft5ojtbr67ypjdye 430 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 431 1 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 431 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 432 1 Feature feature NN work_55utqx7tjrft5ojtbr67ypjdye 432 2 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 432 3 rich rich JJ work_55utqx7tjrft5ojtbr67ypjdye 432 4 part part NN work_55utqx7tjrft5ojtbr67ypjdye 432 5 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 432 6 of of IN work_55utqx7tjrft5ojtbr67ypjdye 432 7 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 432 8 speech speech NN work_55utqx7tjrft5ojtbr67ypjdye 432 9 tagging tagging NN work_55utqx7tjrft5ojtbr67ypjdye 432 10 with with IN work_55utqx7tjrft5ojtbr67ypjdye 432 11 a a DT work_55utqx7tjrft5ojtbr67ypjdye 432 12 cyclic cyclic JJ work_55utqx7tjrft5ojtbr67ypjdye 432 13 dependency dependency NN work_55utqx7tjrft5ojtbr67ypjdye 432 14 network network NN work_55utqx7tjrft5ojtbr67ypjdye 432 15 . . . work_55utqx7tjrft5ojtbr67ypjdye 433 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 433 2 Pro- Pro- NNP work_55utqx7tjrft5ojtbr67ypjdye 433 3 ceedings ceeding NNS work_55utqx7tjrft5ojtbr67ypjdye 433 4 of of IN work_55utqx7tjrft5ojtbr67ypjdye 433 5 the the DT work_55utqx7tjrft5ojtbr67ypjdye 433 6 2003 2003 CD work_55utqx7tjrft5ojtbr67ypjdye 433 7 Conference Conference NNP work_55utqx7tjrft5ojtbr67ypjdye 433 8 of of IN work_55utqx7tjrft5ojtbr67ypjdye 433 9 the the DT work_55utqx7tjrft5ojtbr67ypjdye 433 10 North North NNP work_55utqx7tjrft5ojtbr67ypjdye 433 11 Ameri- Ameri- NNP work_55utqx7tjrft5ojtbr67ypjdye 433 12 can can MD work_55utqx7tjrft5ojtbr67ypjdye 433 13 Chapter chapter NN work_55utqx7tjrft5ojtbr67ypjdye 433 14 of of IN work_55utqx7tjrft5ojtbr67ypjdye 433 15 the the DT work_55utqx7tjrft5ojtbr67ypjdye 433 16 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 433 17 for for IN work_55utqx7tjrft5ojtbr67ypjdye 433 18 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 433 19 Lin- Lin- NNP work_55utqx7tjrft5ojtbr67ypjdye 433 20 guistics guistic NNS work_55utqx7tjrft5ojtbr67ypjdye 433 21 on on IN work_55utqx7tjrft5ojtbr67ypjdye 433 22 Human Human NNP work_55utqx7tjrft5ojtbr67ypjdye 433 23 Language Language NNP work_55utqx7tjrft5ojtbr67ypjdye 433 24 Technology Technology NNP work_55utqx7tjrft5ojtbr67ypjdye 433 25 - - HYPH work_55utqx7tjrft5ojtbr67ypjdye 433 26 Volume Volume NNP work_55utqx7tjrft5ojtbr67ypjdye 433 27 1 1 CD work_55utqx7tjrft5ojtbr67ypjdye 433 28 , , , work_55utqx7tjrft5ojtbr67ypjdye 433 29 pages page VBZ work_55utqx7tjrft5ojtbr67ypjdye 433 30 173–180 173–180 CD work_55utqx7tjrft5ojtbr67ypjdye 433 31 . . . work_55utqx7tjrft5ojtbr67ypjdye 434 1 Association Association NNP work_55utqx7tjrft5ojtbr67ypjdye 434 2 for for IN work_55utqx7tjrft5ojtbr67ypjdye 434 3 Computational Computational NNP work_55utqx7tjrft5ojtbr67ypjdye 434 4 Lin- Lin- NNP work_55utqx7tjrft5ojtbr67ypjdye 434 5 guistics guistic NNS work_55utqx7tjrft5ojtbr67ypjdye 434 6 . . . work_55utqx7tjrft5ojtbr67ypjdye 435 1 Hanna Hanna NNP work_55utqx7tjrft5ojtbr67ypjdye 435 2 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 435 3 Wallach Wallach NNP work_55utqx7tjrft5ojtbr67ypjdye 435 4 , , , work_55utqx7tjrft5ojtbr67ypjdye 435 5 David David NNP work_55utqx7tjrft5ojtbr67ypjdye 435 6 M M NNP work_55utqx7tjrft5ojtbr67ypjdye 435 7 Mimno Mimno NNP work_55utqx7tjrft5ojtbr67ypjdye 435 8 , , , work_55utqx7tjrft5ojtbr67ypjdye 435 9 and and CC work_55utqx7tjrft5ojtbr67ypjdye 435 10 Andrew Andrew NNP work_55utqx7tjrft5ojtbr67ypjdye 435 11 K K NNP work_55utqx7tjrft5ojtbr67ypjdye 435 12 Mc- Mc- NNP work_55utqx7tjrft5ojtbr67ypjdye 435 13 Callum Callum NNP work_55utqx7tjrft5ojtbr67ypjdye 435 14 . . . work_55utqx7tjrft5ojtbr67ypjdye 436 1 2009 2009 CD work_55utqx7tjrft5ojtbr67ypjdye 436 2 . . . work_55utqx7tjrft5ojtbr67ypjdye 437 1 Rethinking rethink VBG work_55utqx7tjrft5ojtbr67ypjdye 437 2 LDA LDA NNP work_55utqx7tjrft5ojtbr67ypjdye 437 3 : : : work_55utqx7tjrft5ojtbr67ypjdye 437 4 Why why WRB work_55utqx7tjrft5ojtbr67ypjdye 437 5 priors prior NNS work_55utqx7tjrft5ojtbr67ypjdye 437 6 matter matter VBP work_55utqx7tjrft5ojtbr67ypjdye 437 7 . . . work_55utqx7tjrft5ojtbr67ypjdye 438 1 In in IN work_55utqx7tjrft5ojtbr67ypjdye 438 2 Advances advance NNS work_55utqx7tjrft5ojtbr67ypjdye 438 3 in in IN work_55utqx7tjrft5ojtbr67ypjdye 438 4 Neural Neural NNP work_55utqx7tjrft5ojtbr67ypjdye 438 5 Information Information NNP work_55utqx7tjrft5ojtbr67ypjdye 438 6 Processing Processing NNP work_55utqx7tjrft5ojtbr67ypjdye 438 7 Sys- Sys- NNP work_55utqx7tjrft5ojtbr67ypjdye 438 8 tems tem NNS work_55utqx7tjrft5ojtbr67ypjdye 438 9 , , , work_55utqx7tjrft5ojtbr67ypjdye 438 10 pages page NNS work_55utqx7tjrft5ojtbr67ypjdye 438 11 1973–1981 1973–1981 CD work_55utqx7tjrft5ojtbr67ypjdye 438 12 . . . work_55utqx7tjrft5ojtbr67ypjdye 439 1 300 300 CD