id sid tid token lemma pos work_zhl5dw75nfhy7oputsllvjjcqq 1 1 Evaluating evaluate VBG work_zhl5dw75nfhy7oputsllvjjcqq 1 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 1 3 Stability Stability NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 1 5 Embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 1 6 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 1 7 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 1 8 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 9 Similarities Similarities NNPS work_zhl5dw75nfhy7oputsllvjjcqq 1 10 Maria Maria NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 11 Antoniak Antoniak NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 12 Cornell Cornell NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 13 University University NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 14 maa343@cornell.edu maa343@cornell.edu VBZ work_zhl5dw75nfhy7oputsllvjjcqq 1 15 David David NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 16 Mimno Mimno NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 17 Cornell Cornell NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 18 University University NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 19 mimno@cornell.edu mimno@cornell.edu NN work_zhl5dw75nfhy7oputsllvjjcqq 1 20 Abstract Abstract NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 21 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 1 22 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 1 23 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 1 24 increasingly increasingly RB work_zhl5dw75nfhy7oputsllvjjcqq 1 25 being be VBG work_zhl5dw75nfhy7oputsllvjjcqq 1 26 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 1 27 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 1 28 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 1 29 tool tool NN work_zhl5dw75nfhy7oputsllvjjcqq 1 30 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 1 31 study study VB work_zhl5dw75nfhy7oputsllvjjcqq 1 32 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 1 33 associations association NNS work_zhl5dw75nfhy7oputsllvjjcqq 1 34 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 1 35 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 1 36 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 1 37 . . . work_zhl5dw75nfhy7oputsllvjjcqq 2 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 2 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 2 3 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 2 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 2 5 unclear unclear JJ work_zhl5dw75nfhy7oputsllvjjcqq 2 6 whether whether IN work_zhl5dw75nfhy7oputsllvjjcqq 2 7 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 2 8 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 2 9 reflect reflect VBP work_zhl5dw75nfhy7oputsllvjjcqq 2 10 enduring endure VBG work_zhl5dw75nfhy7oputsllvjjcqq 2 11 properties property NNS work_zhl5dw75nfhy7oputsllvjjcqq 2 12 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 2 13 lan- lan- NN work_zhl5dw75nfhy7oputsllvjjcqq 2 14 guage guage NN work_zhl5dw75nfhy7oputsllvjjcqq 2 15 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 2 16 if if IN work_zhl5dw75nfhy7oputsllvjjcqq 2 17 they -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 2 18 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 2 19 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 2 20 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 2 21 inconsequential inconsequential JJ work_zhl5dw75nfhy7oputsllvjjcqq 2 22 variations variation NNS work_zhl5dw75nfhy7oputsllvjjcqq 2 23 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 2 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 2 25 source source NN work_zhl5dw75nfhy7oputsllvjjcqq 2 26 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 2 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 3 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 3 2 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 3 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 3 4 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 3 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 3 6 neighbor neighbor NN work_zhl5dw75nfhy7oputsllvjjcqq 3 7 distances distance NNS work_zhl5dw75nfhy7oputsllvjjcqq 3 8 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 3 9 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 3 10 sen- sen- RB work_zhl5dw75nfhy7oputsllvjjcqq 3 11 sitive sitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 3 12 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 3 13 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 3 14 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 3 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 3 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 3 17 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 3 18 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 3 19 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 3 20 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 3 21 variety variety NN work_zhl5dw75nfhy7oputsllvjjcqq 3 22 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 3 23 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 3 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 4 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 4 2 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 4 3 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 4 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 4 5 including include VBG work_zhl5dw75nfhy7oputsllvjjcqq 4 6 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 4 7 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 4 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 4 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 4 10 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 4 11 set set NN work_zhl5dw75nfhy7oputsllvjjcqq 4 12 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 4 13 result result VB work_zhl5dw75nfhy7oputsllvjjcqq 4 14 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 4 15 substantial substantial JJ work_zhl5dw75nfhy7oputsllvjjcqq 4 16 variations variation NNS work_zhl5dw75nfhy7oputsllvjjcqq 4 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 5 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 5 2 show show VBP work_zhl5dw75nfhy7oputsllvjjcqq 5 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 5 4 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 5 5 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 5 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 5 7 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 5 8 prominent prominent JJ work_zhl5dw75nfhy7oputsllvjjcqq 5 9 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 5 10 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 5 11 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 5 12 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 5 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 6 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 6 2 recommend recommend VBP work_zhl5dw75nfhy7oputsllvjjcqq 6 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 6 4 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 6 5 never never RB work_zhl5dw75nfhy7oputsllvjjcqq 6 6 rely rely VBP work_zhl5dw75nfhy7oputsllvjjcqq 6 7 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 6 8 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 6 9 embedding embedding NN work_zhl5dw75nfhy7oputsllvjjcqq 6 10 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 6 11 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 6 12 distance distance NN work_zhl5dw75nfhy7oputsllvjjcqq 6 13 calculations calculation NNS work_zhl5dw75nfhy7oputsllvjjcqq 6 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 6 15 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 6 16 rather rather RB work_zhl5dw75nfhy7oputsllvjjcqq 6 17 average average VB work_zhl5dw75nfhy7oputsllvjjcqq 6 18 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 6 19 multiple multiple JJ work_zhl5dw75nfhy7oputsllvjjcqq 6 20 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 6 21 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 6 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 6 23 especially especially RB work_zhl5dw75nfhy7oputsllvjjcqq 6 24 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 6 25 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 6 26 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 6 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 7 1 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 7 2 Introduction introduction NN work_zhl5dw75nfhy7oputsllvjjcqq 7 3 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 7 4 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 7 5 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 7 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 7 7 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 7 8 technique technique NN work_zhl5dw75nfhy7oputsllvjjcqq 7 9 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 7 10 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 7 11 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 7 12 processing processing NN work_zhl5dw75nfhy7oputsllvjjcqq 7 13 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 7 14 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 7 15 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 7 16 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 7 17 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 7 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 7 19 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 7 20 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 7 21 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 7 22 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 7 23 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 7 24 mapped map VBN work_zhl5dw75nfhy7oputsllvjjcqq 7 25 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 7 26 low low JJ work_zhl5dw75nfhy7oputsllvjjcqq 7 27 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 7 28 dimensional dimensional JJ work_zhl5dw75nfhy7oputsllvjjcqq 7 29 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 7 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 8 1 Embedding embedding NN work_zhl5dw75nfhy7oputsllvjjcqq 8 2 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 3 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 8 4 easily easily RB work_zhl5dw75nfhy7oputsllvjjcqq 8 5 trained train VBN work_zhl5dw75nfhy7oputsllvjjcqq 8 6 — — : work_zhl5dw75nfhy7oputsllvjjcqq 8 7 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 8 8 imple- imple- NN work_zhl5dw75nfhy7oputsllvjjcqq 8 9 mentations mentation NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 10 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 8 11 publicly publicly RB work_zhl5dw75nfhy7oputsllvjjcqq 8 12 available available JJ work_zhl5dw75nfhy7oputsllvjjcqq 8 13 — — : work_zhl5dw75nfhy7oputsllvjjcqq 8 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 8 15 relationships relationship NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 16 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 8 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 8 18 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 8 19 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 8 21 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 8 22 measured measure VBN work_zhl5dw75nfhy7oputsllvjjcqq 8 23 via via IN work_zhl5dw75nfhy7oputsllvjjcqq 8 24 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 8 25 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 8 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 8 27 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 8 28 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 8 29 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 8 30 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 8 31 reveal reveal VB work_zhl5dw75nfhy7oputsllvjjcqq 8 32 latent latent NN work_zhl5dw75nfhy7oputsllvjjcqq 8 33 seman- seman- NNP work_zhl5dw75nfhy7oputsllvjjcqq 8 34 tic tic JJ work_zhl5dw75nfhy7oputsllvjjcqq 8 35 relationships relationship NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 36 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 8 37 pairs pair NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 38 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 8 39 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 8 40 . . . work_zhl5dw75nfhy7oputsllvjjcqq 9 1 Word word NN work_zhl5dw75nfhy7oputsllvjjcqq 9 2 em- em- NN work_zhl5dw75nfhy7oputsllvjjcqq 9 3 beddings bedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 9 4 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 9 5 increasingly increasingly RB work_zhl5dw75nfhy7oputsllvjjcqq 9 6 being be VBG work_zhl5dw75nfhy7oputsllvjjcqq 9 7 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 9 8 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 9 9 researchers researcher NNS work_zhl5dw75nfhy7oputsllvjjcqq 9 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 9 11 unexpected unexpected JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 12 ways way NNS work_zhl5dw75nfhy7oputsllvjjcqq 9 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 9 14 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 9 15 become become VBN work_zhl5dw75nfhy7oputsllvjjcqq 9 16 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 17 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 9 18 fields field NNS work_zhl5dw75nfhy7oputsllvjjcqq 9 19 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 20 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 9 21 digital digital JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 22 humanities humanity NNS work_zhl5dw75nfhy7oputsllvjjcqq 9 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 9 24 computational computational JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 25 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 9 26 science science NN work_zhl5dw75nfhy7oputsllvjjcqq 9 27 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 9 28 Hamilton Hamilton NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 29 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 30 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 31 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 9 33 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 9 34 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 9 35 Heuser Heuser NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 36 , , , work_zhl5dw75nfhy7oputsllvjjcqq 9 37 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 9 38 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 9 39 Phillips Phillips NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 40 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 41 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 42 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 9 43 , , , work_zhl5dw75nfhy7oputsllvjjcqq 9 44 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 9 45 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 9 46 . . . work_zhl5dw75nfhy7oputsllvjjcqq 10 1 Embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 10 2 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 10 3 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 10 4 analyses analysis NNS work_zhl5dw75nfhy7oputsllvjjcqq 10 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 10 6 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 10 7 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 10 8 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 10 9 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 10 10 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 10 11 robust robust JJ work_zhl5dw75nfhy7oputsllvjjcqq 10 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 10 13 valuable valuable JJ work_zhl5dw75nfhy7oputsllvjjcqq 10 14 tool tool NN work_zhl5dw75nfhy7oputsllvjjcqq 10 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 10 16 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 10 17 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 10 18 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 10 19 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 10 20 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 10 21 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 10 22 dramatically dramatically RB work_zhl5dw75nfhy7oputsllvjjcqq 10 23 under under IN work_zhl5dw75nfhy7oputsllvjjcqq 10 24 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 10 25 represent represent VB work_zhl5dw75nfhy7oputsllvjjcqq 10 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 10 27 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 10 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 10 29 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 10 30 measurements measurement NNS work_zhl5dw75nfhy7oputsllvjjcqq 10 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 11 1 Embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 11 2 algo- algo- NN work_zhl5dw75nfhy7oputsllvjjcqq 11 3 rithms rithms NN work_zhl5dw75nfhy7oputsllvjjcqq 11 4 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 11 5 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 11 6 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 11 7 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 11 8 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 11 9 they -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 11 10 appear appear VBP work_zhl5dw75nfhy7oputsllvjjcqq 11 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 11 12 factors factor NNS work_zhl5dw75nfhy7oputsllvjjcqq 11 13 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 11 14 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 11 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 11 16 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 11 17 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 11 18 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 11 19 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 11 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 11 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 11 22 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 11 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 11 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 11 25 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 11 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 11 27 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 11 28 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 11 29 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 11 30 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 11 31 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 11 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 11 33 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 11 34 even even RB work_zhl5dw75nfhy7oputsllvjjcqq 11 35 seeds seed NNS work_zhl5dw75nfhy7oputsllvjjcqq 11 36 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 11 37 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 11 38 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 11 39 generators generator NNS work_zhl5dw75nfhy7oputsllvjjcqq 11 40 . . . work_zhl5dw75nfhy7oputsllvjjcqq 12 1 If if IN work_zhl5dw75nfhy7oputsllvjjcqq 12 2 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 12 3 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 12 4 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 12 5 account account VB work_zhl5dw75nfhy7oputsllvjjcqq 12 6 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 12 7 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 12 8 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 12 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 12 10 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 12 11 conclusions conclusion NNS work_zhl5dw75nfhy7oputsllvjjcqq 12 12 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 12 13 likely likely JJ work_zhl5dw75nfhy7oputsllvjjcqq 12 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 12 15 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 12 16 invalid invalid JJ work_zhl5dw75nfhy7oputsllvjjcqq 12 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 13 1 Fortunately fortunately RB work_zhl5dw75nfhy7oputsllvjjcqq 13 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 13 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 13 4 also also RB work_zhl5dw75nfhy7oputsllvjjcqq 13 5 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 13 6 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 13 7 simply simply RB work_zhl5dw75nfhy7oputsllvjjcqq 13 8 averaging average VBG work_zhl5dw75nfhy7oputsllvjjcqq 13 9 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 13 10 multiple multiple JJ work_zhl5dw75nfhy7oputsllvjjcqq 13 11 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 13 12 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 13 13 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 13 14 sufficient sufficient JJ work_zhl5dw75nfhy7oputsllvjjcqq 13 15 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 13 16 produce produce VB work_zhl5dw75nfhy7oputsllvjjcqq 13 17 stable stable JJ work_zhl5dw75nfhy7oputsllvjjcqq 13 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 13 19 reliable reliable JJ work_zhl5dw75nfhy7oputsllvjjcqq 13 20 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 13 21 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 13 22 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 13 23 cases case NNS work_zhl5dw75nfhy7oputsllvjjcqq 13 24 tested test VBN work_zhl5dw75nfhy7oputsllvjjcqq 13 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 14 1 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 14 2 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 14 3 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 14 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 14 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 14 6 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 14 7 so so RB work_zhl5dw75nfhy7oputsllvjjcqq 14 8 far far RB work_zhl5dw75nfhy7oputsllvjjcqq 14 9 fo- fo- NNP work_zhl5dw75nfhy7oputsllvjjcqq 14 10 cused cuse VBD work_zhl5dw75nfhy7oputsllvjjcqq 14 11 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 14 12 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 14 13 downstream downstream RB work_zhl5dw75nfhy7oputsllvjjcqq 14 14 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 14 15 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 14 16 use use NN work_zhl5dw75nfhy7oputsllvjjcqq 14 17 case case NN work_zhl5dw75nfhy7oputsllvjjcqq 14 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 14 19 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 14 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 14 21 end end NN work_zhl5dw75nfhy7oputsllvjjcqq 14 22 goal goal NN work_zhl5dw75nfhy7oputsllvjjcqq 14 23 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 14 24 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 14 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 14 26 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 14 27 themselves -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 14 28 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 14 29 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 14 30 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 14 31 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 14 32 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 14 33 complicated complicated JJ work_zhl5dw75nfhy7oputsllvjjcqq 14 34 task task NN work_zhl5dw75nfhy7oputsllvjjcqq 14 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 15 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 15 2 exam- exam- JJ work_zhl5dw75nfhy7oputsllvjjcqq 15 3 ple ple NN work_zhl5dw75nfhy7oputsllvjjcqq 15 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 15 5 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 15 6 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 15 7 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 15 8 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 15 9 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 15 10 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 15 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 15 12 bottom bottom JJ work_zhl5dw75nfhy7oputsllvjjcqq 15 13 layer layer NN work_zhl5dw75nfhy7oputsllvjjcqq 15 14 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 15 15 neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 15 16 network network NN work_zhl5dw75nfhy7oputsllvjjcqq 15 17 architectures architecture NNS work_zhl5dw75nfhy7oputsllvjjcqq 15 18 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 15 19 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 20 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 15 21 Ben- Ben- NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 22 gio gio NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 23 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 24 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 25 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 15 27 2003 2003 CD work_zhl5dw75nfhy7oputsllvjjcqq 15 28 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 15 29 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 15 30 , , , work_zhl5dw75nfhy7oputsllvjjcqq 15 31 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 15 32 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 15 33 . . . work_zhl5dw75nfhy7oputsllvjjcqq 16 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 16 2 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 16 3 ’ ’ POS work_zhl5dw75nfhy7oputsllvjjcqq 16 4 training train VBG work_zhl5dw75nfhy7oputsllvjjcqq 16 5 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 16 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 16 7 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 16 8 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 16 9 selected select VBN work_zhl5dw75nfhy7oputsllvjjcqq 16 10 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 16 11 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 16 12 as as RB work_zhl5dw75nfhy7oputsllvjjcqq 16 13 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 16 14 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 16 15 possible possible JJ work_zhl5dw75nfhy7oputsllvjjcqq 16 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 16 17 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 16 18 only only RB work_zhl5dw75nfhy7oputsllvjjcqq 16 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 16 20 interest interest NN work_zhl5dw75nfhy7oputsllvjjcqq 16 21 insofar insofar RB work_zhl5dw75nfhy7oputsllvjjcqq 16 22 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 16 23 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 16 24 generalizes generalize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 16 25 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 16 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 16 27 downstream downstream JJ work_zhl5dw75nfhy7oputsllvjjcqq 16 28 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 16 29 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 16 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 17 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 17 2 contrast contrast NN work_zhl5dw75nfhy7oputsllvjjcqq 17 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 17 4 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 17 5 researchers researcher NNS work_zhl5dw75nfhy7oputsllvjjcqq 17 6 take take VBP work_zhl5dw75nfhy7oputsllvjjcqq 17 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 17 8 corpus- corpus- NN work_zhl5dw75nfhy7oputsllvjjcqq 17 9 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 17 10 approach approach NN work_zhl5dw75nfhy7oputsllvjjcqq 17 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 17 12 use use VB work_zhl5dw75nfhy7oputsllvjjcqq 17 13 relationships relationship NNS work_zhl5dw75nfhy7oputsllvjjcqq 17 14 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 17 15 em- em- JJ work_zhl5dw75nfhy7oputsllvjjcqq 17 16 beddings bedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 17 17 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 17 18 direct direct JJ work_zhl5dw75nfhy7oputsllvjjcqq 17 19 evidence evidence NN work_zhl5dw75nfhy7oputsllvjjcqq 17 20 about about IN work_zhl5dw75nfhy7oputsllvjjcqq 17 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 17 22 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 17 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 17 24 culture culture NN work_zhl5dw75nfhy7oputsllvjjcqq 17 25 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 17 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 17 27 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 17 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 17 29 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 17 30 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 17 31 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 17 32 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 17 33 Bolukbasi Bolukbasi NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 34 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 17 35 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 36 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 37 , , , work_zhl5dw75nfhy7oputsllvjjcqq 17 38 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 17 39 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 17 40 Hamilton Hamilton NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 41 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 42 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 43 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 44 , , , work_zhl5dw75nfhy7oputsllvjjcqq 17 45 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 17 46 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 17 47 Heuser Heuser NNP work_zhl5dw75nfhy7oputsllvjjcqq 17 48 , , , work_zhl5dw75nfhy7oputsllvjjcqq 17 49 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 17 50 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 17 51 . . . work_zhl5dw75nfhy7oputsllvjjcqq 18 1 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 18 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 18 3 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 18 4 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 18 5 if if IN work_zhl5dw75nfhy7oputsllvjjcqq 18 6 they -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 18 7 were be VBD work_zhl5dw75nfhy7oputsllvjjcqq 18 8 simulations simulation NNS work_zhl5dw75nfhy7oputsllvjjcqq 18 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 18 10 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 18 11 survey survey NN work_zhl5dw75nfhy7oputsllvjjcqq 18 12 asking ask VBG work_zhl5dw75nfhy7oputsllvjjcqq 18 13 subjects subject NNS work_zhl5dw75nfhy7oputsllvjjcqq 18 14 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 18 15 free free JJ work_zhl5dw75nfhy7oputsllvjjcqq 18 16 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 18 17 associate associate NN work_zhl5dw75nfhy7oputsllvjjcqq 18 18 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 18 19 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 18 20 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 18 21 terms term NNS work_zhl5dw75nfhy7oputsllvjjcqq 18 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 19 1 Unlike unlike IN work_zhl5dw75nfhy7oputsllvjjcqq 19 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 19 3 downstream downstream RB work_zhl5dw75nfhy7oputsllvjjcqq 19 4 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 19 5 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 19 6 approach approach NN work_zhl5dw75nfhy7oputsllvjjcqq 19 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 19 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 19 9 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 19 10 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 19 11 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 19 12 approach approach NN work_zhl5dw75nfhy7oputsllvjjcqq 19 13 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 19 14 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 19 15 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 19 16 direct direct JJ work_zhl5dw75nfhy7oputsllvjjcqq 19 17 human human JJ work_zhl5dw75nfhy7oputsllvjjcqq 19 18 analysis analysis NN work_zhl5dw75nfhy7oputsllvjjcqq 19 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 19 20 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 19 21 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 19 22 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 19 23 embed- embed- JJ work_zhl5dw75nfhy7oputsllvjjcqq 19 24 ding ding NNP work_zhl5dw75nfhy7oputsllvjjcqq 19 25 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 19 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 19 27 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 19 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 19 29 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 19 30 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 19 31 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 19 32 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 19 33 simply simply RB work_zhl5dw75nfhy7oputsllvjjcqq 19 34 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 19 35 off off IN work_zhl5dw75nfhy7oputsllvjjcqq 19 36 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 19 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 19 38 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 19 39 shelf shelf NN work_zhl5dw75nfhy7oputsllvjjcqq 19 40 convenience convenience NN work_zhl5dw75nfhy7oputsllvjjcqq 19 41 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 19 42 rather rather RB work_zhl5dw75nfhy7oputsllvjjcqq 19 43 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 19 44 central central JJ work_zhl5dw75nfhy7oputsllvjjcqq 19 45 object object NN work_zhl5dw75nfhy7oputsllvjjcqq 19 46 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 19 47 study study NN work_zhl5dw75nfhy7oputsllvjjcqq 19 48 . . . work_zhl5dw75nfhy7oputsllvjjcqq 20 1 107 107 CD work_zhl5dw75nfhy7oputsllvjjcqq 20 2 Transactions transaction NNS work_zhl5dw75nfhy7oputsllvjjcqq 20 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 20 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 20 5 Association Association NNP work_zhl5dw75nfhy7oputsllvjjcqq 20 6 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 20 7 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 20 8 Linguistics Linguistics NNP work_zhl5dw75nfhy7oputsllvjjcqq 20 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 20 10 vol vol NNP work_zhl5dw75nfhy7oputsllvjjcqq 20 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 21 1 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 21 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 21 3 pp pp NNP work_zhl5dw75nfhy7oputsllvjjcqq 21 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 22 1 107–119 107–119 CD work_zhl5dw75nfhy7oputsllvjjcqq 22 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 22 3 2018 2018 CD work_zhl5dw75nfhy7oputsllvjjcqq 22 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 23 1 Action Action NNP work_zhl5dw75nfhy7oputsllvjjcqq 23 2 Editor Editor NNP work_zhl5dw75nfhy7oputsllvjjcqq 23 3 : : : work_zhl5dw75nfhy7oputsllvjjcqq 23 4 Ivan Ivan NNP work_zhl5dw75nfhy7oputsllvjjcqq 23 5 Titov Titov NNP work_zhl5dw75nfhy7oputsllvjjcqq 23 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 24 1 Submission submission NN work_zhl5dw75nfhy7oputsllvjjcqq 24 2 batch batch NN work_zhl5dw75nfhy7oputsllvjjcqq 24 3 : : : work_zhl5dw75nfhy7oputsllvjjcqq 24 4 6/2017 6/2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 24 5 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 24 6 Revision revision NN work_zhl5dw75nfhy7oputsllvjjcqq 24 7 batch batch NN work_zhl5dw75nfhy7oputsllvjjcqq 24 8 : : : work_zhl5dw75nfhy7oputsllvjjcqq 24 9 9/2017 9/2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 24 10 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 24 11 Published publish VBN work_zhl5dw75nfhy7oputsllvjjcqq 24 12 2/2018 2/2018 CD work_zhl5dw75nfhy7oputsllvjjcqq 24 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 25 1 c c NNP work_zhl5dw75nfhy7oputsllvjjcqq 25 2 © © NNP work_zhl5dw75nfhy7oputsllvjjcqq 25 3 2018 2018 CD work_zhl5dw75nfhy7oputsllvjjcqq 25 4 Association Association NNP work_zhl5dw75nfhy7oputsllvjjcqq 25 5 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 25 6 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 25 7 Linguistics Linguistics NNP work_zhl5dw75nfhy7oputsllvjjcqq 25 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 26 1 Distributed distribute VBN work_zhl5dw75nfhy7oputsllvjjcqq 26 2 under under IN work_zhl5dw75nfhy7oputsllvjjcqq 26 3 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 26 4 CC cc NN work_zhl5dw75nfhy7oputsllvjjcqq 26 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 26 6 BY BY NNP work_zhl5dw75nfhy7oputsllvjjcqq 26 7 4.0 4.0 CD work_zhl5dw75nfhy7oputsllvjjcqq 26 8 license license NN work_zhl5dw75nfhy7oputsllvjjcqq 26 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 27 1 Downstream downstream RB work_zhl5dw75nfhy7oputsllvjjcqq 27 2 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 27 3 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 4 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 27 6 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 7 Big Big NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 8 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 27 9 Small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 10 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 27 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 27 12 difficult difficult JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 13 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 27 14 impossi- impossi- JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 15 ble ble NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 16 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 27 17 expand expand VB work_zhl5dw75nfhy7oputsllvjjcqq 27 18 Source source NN work_zhl5dw75nfhy7oputsllvjjcqq 27 19 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 27 20 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 27 21 important important JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 22 Source source NN work_zhl5dw75nfhy7oputsllvjjcqq 27 23 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 27 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 27 25 object object NN work_zhl5dw75nfhy7oputsllvjjcqq 27 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 27 27 study study NN work_zhl5dw75nfhy7oputsllvjjcqq 27 28 Only only JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 29 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 30 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 27 31 important important JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 32 Specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 33 , , , work_zhl5dw75nfhy7oputsllvjjcqq 27 34 fine fine RB work_zhl5dw75nfhy7oputsllvjjcqq 27 35 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 27 36 grained grain VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 37 comparisons comparison NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 38 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 27 39 important important JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 40 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 41 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 27 42 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 43 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 27 44 downstream downstream JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 45 tasks task NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 46 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 47 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 27 48 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 49 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 27 50 learn learn VB work_zhl5dw75nfhy7oputsllvjjcqq 27 51 about about IN work_zhl5dw75nfhy7oputsllvjjcqq 27 52 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 27 53 mental mental JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 54 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 27 55 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 27 56 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 27 57 associa- associa- NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 58 tion tion NN work_zhl5dw75nfhy7oputsllvjjcqq 27 59 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 27 60 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 27 61 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 62 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 27 63 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 27 64 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 65 Table Table NNP work_zhl5dw75nfhy7oputsllvjjcqq 27 66 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 27 67 : : : work_zhl5dw75nfhy7oputsllvjjcqq 27 68 Comparison comparison NN work_zhl5dw75nfhy7oputsllvjjcqq 27 69 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 27 70 downstream downstream NN work_zhl5dw75nfhy7oputsllvjjcqq 27 71 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 27 72 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 73 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 27 74 corpus- corpus- JJ work_zhl5dw75nfhy7oputsllvjjcqq 27 75 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 27 76 approaches approach NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 77 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 27 78 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 27 79 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 27 80 . . . work_zhl5dw75nfhy7oputsllvjjcqq 28 1 While while IN work_zhl5dw75nfhy7oputsllvjjcqq 28 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 28 3 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 28 4 may may MD work_zhl5dw75nfhy7oputsllvjjcqq 28 5 appear appear VB work_zhl5dw75nfhy7oputsllvjjcqq 28 6 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 28 7 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 28 8 properties property NNS work_zhl5dw75nfhy7oputsllvjjcqq 28 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 28 10 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 28 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 28 12 they -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 28 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 28 14 fact fact NN work_zhl5dw75nfhy7oputsllvjjcqq 28 15 only only RB work_zhl5dw75nfhy7oputsllvjjcqq 28 16 measure measure NN work_zhl5dw75nfhy7oputsllvjjcqq 28 17 properties property NNS work_zhl5dw75nfhy7oputsllvjjcqq 28 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 28 19 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 28 20 curated curate VBN work_zhl5dw75nfhy7oputsllvjjcqq 28 21 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 28 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 28 23 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 28 24 could could MD work_zhl5dw75nfhy7oputsllvjjcqq 28 25 suf- suf- RB work_zhl5dw75nfhy7oputsllvjjcqq 28 26 fer fer VB work_zhl5dw75nfhy7oputsllvjjcqq 28 27 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 28 28 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 28 29 problems problem NNS work_zhl5dw75nfhy7oputsllvjjcqq 28 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 29 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 29 2 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 29 3 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 29 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 29 5 merely merely RB work_zhl5dw75nfhy7oputsllvjjcqq 29 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 29 7 sample sample NN work_zhl5dw75nfhy7oputsllvjjcqq 29 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 29 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 29 10 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 29 11 ’ ’ POS work_zhl5dw75nfhy7oputsllvjjcqq 29 12 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 29 13 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 29 14 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 29 15 Shazeer Shazeer NNP work_zhl5dw75nfhy7oputsllvjjcqq 29 16 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 29 17 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 29 18 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 29 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 29 20 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 29 21 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 29 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 30 1 Sources source NNS work_zhl5dw75nfhy7oputsllvjjcqq 30 2 could could MD work_zhl5dw75nfhy7oputsllvjjcqq 30 3 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 30 4 missing miss VBG work_zhl5dw75nfhy7oputsllvjjcqq 30 5 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 30 6 over over RB work_zhl5dw75nfhy7oputsllvjjcqq 30 7 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 30 8 represented represent VBN work_zhl5dw75nfhy7oputsllvjjcqq 30 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 30 10 typos typo NNS work_zhl5dw75nfhy7oputsllvjjcqq 30 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 30 12 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 30 13 lexical lexical JJ work_zhl5dw75nfhy7oputsllvjjcqq 30 14 variations variation NNS work_zhl5dw75nfhy7oputsllvjjcqq 30 15 could could MD work_zhl5dw75nfhy7oputsllvjjcqq 30 16 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 30 17 present present JJ work_zhl5dw75nfhy7oputsllvjjcqq 30 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 30 19 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 30 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 30 21 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 30 22 noted note VBN work_zhl5dw75nfhy7oputsllvjjcqq 30 23 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 30 24 Goodfellow Goodfellow NNP work_zhl5dw75nfhy7oputsllvjjcqq 30 25 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 30 26 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 30 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 31 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 31 2 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 31 3 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 31 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 31 5 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 31 6 Many many JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 7 datasets dataset NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 8 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 31 9 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 31 10 naturally naturally RB work_zhl5dw75nfhy7oputsllvjjcqq 31 11 arranged arrange VBN work_zhl5dw75nfhy7oputsllvjjcqq 31 12 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 31 13 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 31 14 way way NN work_zhl5dw75nfhy7oputsllvjjcqq 31 15 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 31 16 successive successive JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 17 examples example NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 18 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 31 19 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 31 20 cor- cor- RB work_zhl5dw75nfhy7oputsllvjjcqq 31 21 related related JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 31 23 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 31 24 Furthermore furthermore RB work_zhl5dw75nfhy7oputsllvjjcqq 31 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 31 26 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 27 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 31 28 vary vary VB work_zhl5dw75nfhy7oputsllvjjcqq 31 29 consid- consid- NN work_zhl5dw75nfhy7oputsllvjjcqq 31 30 erably erably RB work_zhl5dw75nfhy7oputsllvjjcqq 31 31 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 31 32 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 33 initializations initialization NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 34 , , , work_zhl5dw75nfhy7oputsllvjjcqq 31 35 making make VBG work_zhl5dw75nfhy7oputsllvjjcqq 31 36 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 37 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 31 38 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 31 39 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 31 40 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 41 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 31 42 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 31 43 unstable unstable JJ work_zhl5dw75nfhy7oputsllvjjcqq 31 44 . . . work_zhl5dw75nfhy7oputsllvjjcqq 32 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 32 2 hypothesize hypothesize VBP work_zhl5dw75nfhy7oputsllvjjcqq 32 3 that that DT work_zhl5dw75nfhy7oputsllvjjcqq 32 4 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 32 5 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 32 6 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 32 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 32 8 poten- poten- JJ work_zhl5dw75nfhy7oputsllvjjcqq 32 9 tially tially RB work_zhl5dw75nfhy7oputsllvjjcqq 32 10 idiosyncratic idiosyncratic JJ work_zhl5dw75nfhy7oputsllvjjcqq 32 11 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 32 12 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 32 13 exacerbate exacerbate VB work_zhl5dw75nfhy7oputsllvjjcqq 32 14 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 32 15 prob- prob- JJ work_zhl5dw75nfhy7oputsllvjjcqq 32 16 lems lem NNS work_zhl5dw75nfhy7oputsllvjjcqq 32 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 32 18 lead lead VBP work_zhl5dw75nfhy7oputsllvjjcqq 32 19 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 32 20 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 32 21 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 32 22 estimates estimate NNS work_zhl5dw75nfhy7oputsllvjjcqq 32 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 32 24 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 32 25 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 32 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 33 1 Such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 2 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 3 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 33 4 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 33 5 common common JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 6 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 33 7 digital digital JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 8 humanities humanity NNS work_zhl5dw75nfhy7oputsllvjjcqq 33 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 33 10 computational computational JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 11 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 12 science science NN work_zhl5dw75nfhy7oputsllvjjcqq 33 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 33 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 33 15 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 33 16 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 33 17 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 33 18 impossible impossible JJ work_zhl5dw75nfhy7oputsllvjjcqq 33 19 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 33 20 mitigate mitigate VB work_zhl5dw75nfhy7oputsllvjjcqq 33 21 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 33 22 problems problem NNS work_zhl5dw75nfhy7oputsllvjjcqq 33 23 simply simply RB work_zhl5dw75nfhy7oputsllvjjcqq 33 24 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 33 25 expanding expand VBG work_zhl5dw75nfhy7oputsllvjjcqq 33 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 33 27 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 33 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 34 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 34 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 34 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 34 4 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 34 5 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 34 6 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 34 7 create create VB work_zhl5dw75nfhy7oputsllvjjcqq 34 8 more more JJR work_zhl5dw75nfhy7oputsllvjjcqq 34 9 18th 18th JJ work_zhl5dw75nfhy7oputsllvjjcqq 34 10 Century Century NNP work_zhl5dw75nfhy7oputsllvjjcqq 34 11 English english JJ work_zhl5dw75nfhy7oputsllvjjcqq 34 12 books book NNS work_zhl5dw75nfhy7oputsllvjjcqq 34 13 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 34 14 change change VB work_zhl5dw75nfhy7oputsllvjjcqq 34 15 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 34 16 topical topical JJ work_zhl5dw75nfhy7oputsllvjjcqq 34 17 focus focus NN work_zhl5dw75nfhy7oputsllvjjcqq 34 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 35 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 35 2 explore explore VBP work_zhl5dw75nfhy7oputsllvjjcqq 35 3 causes cause NNS work_zhl5dw75nfhy7oputsllvjjcqq 35 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 35 5 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 35 6 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 35 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 35 8 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 35 9 range range VBP work_zhl5dw75nfhy7oputsllvjjcqq 35 10 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 35 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 35 12 fundamental fundamental JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 13 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 14 nature nature NN work_zhl5dw75nfhy7oputsllvjjcqq 35 15 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 35 16 certain certain JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 17 al- al- NN work_zhl5dw75nfhy7oputsllvjjcqq 35 18 gorithms gorithms NNP work_zhl5dw75nfhy7oputsllvjjcqq 35 19 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 35 20 more more JJR work_zhl5dw75nfhy7oputsllvjjcqq 35 21 troubling troubling JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 22 sensitivities sensitivity NNS work_zhl5dw75nfhy7oputsllvjjcqq 35 23 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 35 24 properties property NNS work_zhl5dw75nfhy7oputsllvjjcqq 35 25 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 35 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 35 27 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 35 28 , , , work_zhl5dw75nfhy7oputsllvjjcqq 35 29 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 30 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 35 31 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 35 32 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 35 33 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 35 34 absence absence NN work_zhl5dw75nfhy7oputsllvjjcqq 35 35 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 35 36 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 35 37 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 35 38 . . . work_zhl5dw75nfhy7oputsllvjjcqq 36 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 36 2 focus focus VBP work_zhl5dw75nfhy7oputsllvjjcqq 36 3 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 36 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 36 5 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 36 6 cor- cor- XX work_zhl5dw75nfhy7oputsllvjjcqq 36 7 pus pus NNP work_zhl5dw75nfhy7oputsllvjjcqq 36 8 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 36 9 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 36 10 source source NN work_zhl5dw75nfhy7oputsllvjjcqq 36 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 36 12 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 36 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 36 14 viewing view VBG work_zhl5dw75nfhy7oputsllvjjcqq 36 15 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 36 16 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 36 17 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 36 18 fragile fragile JJ work_zhl5dw75nfhy7oputsllvjjcqq 36 19 artifact artifact NN work_zhl5dw75nfhy7oputsllvjjcqq 36 20 curated curate VBN work_zhl5dw75nfhy7oputsllvjjcqq 36 21 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 36 22 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 36 23 arbitrary arbitrary JJ work_zhl5dw75nfhy7oputsllvjjcqq 36 24 decisions decision NNS work_zhl5dw75nfhy7oputsllvjjcqq 36 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 37 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 37 2 ex- ex- VBP work_zhl5dw75nfhy7oputsllvjjcqq 37 3 amine amine VBP work_zhl5dw75nfhy7oputsllvjjcqq 37 4 four four CD work_zhl5dw75nfhy7oputsllvjjcqq 37 5 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 37 6 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 37 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 37 8 six six CD work_zhl5dw75nfhy7oputsllvjjcqq 37 9 datasets dataset NNS work_zhl5dw75nfhy7oputsllvjjcqq 37 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 37 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 37 12 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 37 13 manipulate manipulate VBP work_zhl5dw75nfhy7oputsllvjjcqq 37 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 37 15 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 37 16 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 37 17 shuffling shuffle VBG work_zhl5dw75nfhy7oputsllvjjcqq 37 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 37 19 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 37 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 37 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 37 22 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 37 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 37 24 taking take VBG work_zhl5dw75nfhy7oputsllvjjcqq 37 25 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 37 26 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 37 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 37 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 37 29 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 37 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 38 1 Finally finally RB work_zhl5dw75nfhy7oputsllvjjcqq 38 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 38 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 38 4 examine examine VBP work_zhl5dw75nfhy7oputsllvjjcqq 38 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 38 6 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 38 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 38 8 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 38 9 manipulations manipulation NNS work_zhl5dw75nfhy7oputsllvjjcqq 38 10 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 38 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 38 12 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 38 13 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 38 14 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 38 15 em- em- JJ work_zhl5dw75nfhy7oputsllvjjcqq 38 16 beddings bedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 38 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 39 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 39 2 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 39 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 39 4 there there EX work_zhl5dw75nfhy7oputsllvjjcqq 39 5 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 39 6 considerable considerable JJ work_zhl5dw75nfhy7oputsllvjjcqq 39 7 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 39 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 39 9 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 39 10 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 39 11 may may MD work_zhl5dw75nfhy7oputsllvjjcqq 39 12 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 39 13 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 39 14 obvious obvious JJ work_zhl5dw75nfhy7oputsllvjjcqq 39 15 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 39 16 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 39 17 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 39 18 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 39 19 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 39 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 40 1 Rankings ranking NNS work_zhl5dw75nfhy7oputsllvjjcqq 40 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 40 3 most most JJS work_zhl5dw75nfhy7oputsllvjjcqq 40 4 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 40 5 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 40 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 40 7 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 40 8 reliable reliable JJ work_zhl5dw75nfhy7oputsllvjjcqq 40 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 40 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 40 11 both both DT work_zhl5dw75nfhy7oputsllvjjcqq 40 12 ordering ordering NN work_zhl5dw75nfhy7oputsllvjjcqq 40 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 40 14 membership membership NN work_zhl5dw75nfhy7oputsllvjjcqq 40 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 40 16 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 40 17 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 40 18 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 40 19 liable liable JJ work_zhl5dw75nfhy7oputsllvjjcqq 40 20 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 40 21 change change VB work_zhl5dw75nfhy7oputsllvjjcqq 40 22 significantly significantly RB work_zhl5dw75nfhy7oputsllvjjcqq 40 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 41 1 Some some DT work_zhl5dw75nfhy7oputsllvjjcqq 41 2 uncer- uncer- JJ work_zhl5dw75nfhy7oputsllvjjcqq 41 3 tainty tainty NN work_zhl5dw75nfhy7oputsllvjjcqq 41 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 41 5 expected expect VBN work_zhl5dw75nfhy7oputsllvjjcqq 41 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 41 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 41 8 there there EX work_zhl5dw75nfhy7oputsllvjjcqq 41 9 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 41 10 no no DT work_zhl5dw75nfhy7oputsllvjjcqq 41 11 clear clear JJ work_zhl5dw75nfhy7oputsllvjjcqq 41 12 criterion criterion NN work_zhl5dw75nfhy7oputsllvjjcqq 41 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 41 14 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 41 15 acceptable acceptable JJ work_zhl5dw75nfhy7oputsllvjjcqq 41 16 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 41 17 levels level NNS work_zhl5dw75nfhy7oputsllvjjcqq 41 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 41 19 variance variance NN work_zhl5dw75nfhy7oputsllvjjcqq 41 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 41 21 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 41 22 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 41 23 argue argue VBP work_zhl5dw75nfhy7oputsllvjjcqq 41 24 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 41 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 41 26 amount amount NN work_zhl5dw75nfhy7oputsllvjjcqq 41 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 41 28 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 41 29 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 41 30 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 41 31 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 41 32 sufficient sufficient JJ work_zhl5dw75nfhy7oputsllvjjcqq 41 33 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 41 34 call call VB work_zhl5dw75nfhy7oputsllvjjcqq 41 35 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 41 36 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 41 37 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 41 38 into into IN work_zhl5dw75nfhy7oputsllvjjcqq 41 39 question question NN work_zhl5dw75nfhy7oputsllvjjcqq 41 40 . . . work_zhl5dw75nfhy7oputsllvjjcqq 42 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 42 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 42 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 42 4 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 42 5 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 42 6 cases case NNS work_zhl5dw75nfhy7oputsllvjjcqq 42 7 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 42 8 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 42 9 there there EX work_zhl5dw75nfhy7oputsllvjjcqq 42 10 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 42 11 zero zero CD work_zhl5dw75nfhy7oputsllvjjcqq 42 12 set set NN work_zhl5dw75nfhy7oputsllvjjcqq 42 13 overlap overlap NN work_zhl5dw75nfhy7oputsllvjjcqq 42 14 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 42 15 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 42 16 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 42 17 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 42 18 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 42 19 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 42 20 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 42 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 42 22 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 42 23 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 42 24 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 42 25 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 42 26 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 42 27 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 42 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 43 1 Smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 43 2 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 43 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 43 4 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 43 5 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 43 6 sizes size NNS work_zhl5dw75nfhy7oputsllvjjcqq 43 7 increase increase VBP work_zhl5dw75nfhy7oputsllvjjcqq 43 8 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 43 9 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 43 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 44 1 Our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 44 2 goal goal NN work_zhl5dw75nfhy7oputsllvjjcqq 44 3 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 44 4 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 44 5 provide provide VB work_zhl5dw75nfhy7oputsllvjjcqq 44 6 meth- meth- JJ work_zhl5dw75nfhy7oputsllvjjcqq 44 7 ods od NNS work_zhl5dw75nfhy7oputsllvjjcqq 44 8 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 44 9 quantify quantify VB work_zhl5dw75nfhy7oputsllvjjcqq 44 10 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 44 11 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 44 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 44 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 44 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 44 15 account account VB work_zhl5dw75nfhy7oputsllvjjcqq 44 16 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 44 17 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 44 18 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 44 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 44 20 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 44 21 recommend recommend VBP work_zhl5dw75nfhy7oputsllvjjcqq 44 22 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 44 23 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 44 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 44 25 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 44 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 44 27 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 44 28 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 44 29 gets get VBZ work_zhl5dw75nfhy7oputsllvjjcqq 44 30 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 44 31 , , , work_zhl5dw75nfhy7oputsllvjjcqq 44 32 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 44 33 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 44 34 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 44 35 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 44 36 averaged average VBN work_zhl5dw75nfhy7oputsllvjjcqq 44 37 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 44 38 many many JJ work_zhl5dw75nfhy7oputsllvjjcqq 44 39 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 44 40 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 44 41 . . . work_zhl5dw75nfhy7oputsllvjjcqq 45 1 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 45 2 Related related JJ work_zhl5dw75nfhy7oputsllvjjcqq 45 3 Work work NN work_zhl5dw75nfhy7oputsllvjjcqq 45 4 Word word NN work_zhl5dw75nfhy7oputsllvjjcqq 45 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 45 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 45 7 mappings mapping NNS work_zhl5dw75nfhy7oputsllvjjcqq 45 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 45 9 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 45 10 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 45 11 points point NNS work_zhl5dw75nfhy7oputsllvjjcqq 45 12 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 45 13 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 45 14 K K NNP work_zhl5dw75nfhy7oputsllvjjcqq 45 15 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 45 16 dimensional dimensional JJ work_zhl5dw75nfhy7oputsllvjjcqq 45 17 continuous continuous JJ work_zhl5dw75nfhy7oputsllvjjcqq 45 18 space space NN work_zhl5dw75nfhy7oputsllvjjcqq 45 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 45 20 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 45 21 K K NNP work_zhl5dw75nfhy7oputsllvjjcqq 45 22 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 45 23 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 45 24 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 45 25 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 45 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 45 27 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 45 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 45 29 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 45 30 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 45 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 46 1 Re- re- RB work_zhl5dw75nfhy7oputsllvjjcqq 46 2 ducing duce VBG work_zhl5dw75nfhy7oputsllvjjcqq 46 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 46 4 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 46 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 46 6 dimensions dimension NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 7 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 46 8 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 46 9 benefits benefit NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 10 : : : work_zhl5dw75nfhy7oputsllvjjcqq 46 11 first first RB work_zhl5dw75nfhy7oputsllvjjcqq 46 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 46 13 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 46 15 sparse sparse JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 16 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 17 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 46 18 transformed transform VBN work_zhl5dw75nfhy7oputsllvjjcqq 46 19 into into IN work_zhl5dw75nfhy7oputsllvjjcqq 46 20 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 46 22 dense dense JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 23 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 24 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 46 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 46 26 second second RB work_zhl5dw75nfhy7oputsllvjjcqq 46 27 , , , work_zhl5dw75nfhy7oputsllvjjcqq 46 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 46 29 conflation conflation NN work_zhl5dw75nfhy7oputsllvjjcqq 46 30 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 46 31 features feature NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 32 uncovers uncovers NNPS work_zhl5dw75nfhy7oputsllvjjcqq 46 33 latent latent JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 34 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 46 35 relationships relationship NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 36 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 46 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 46 38 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 46 39 . . . work_zhl5dw75nfhy7oputsllvjjcqq 47 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 47 2 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 47 3 relationships relationship NNS work_zhl5dw75nfhy7oputsllvjjcqq 47 4 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 47 5 usually usually RB work_zhl5dw75nfhy7oputsllvjjcqq 47 6 mea- mea- RB work_zhl5dw75nfhy7oputsllvjjcqq 47 7 sured sure VBN work_zhl5dw75nfhy7oputsllvjjcqq 47 8 via via IN work_zhl5dw75nfhy7oputsllvjjcqq 47 9 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 47 10 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 47 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 47 12 though though IN work_zhl5dw75nfhy7oputsllvjjcqq 47 13 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 47 14 metrics metric NNS work_zhl5dw75nfhy7oputsllvjjcqq 47 15 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 47 16 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 47 17 Euclidean euclidean JJ work_zhl5dw75nfhy7oputsllvjjcqq 47 18 distance distance NN work_zhl5dw75nfhy7oputsllvjjcqq 47 19 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 47 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 47 21 Dice Dice NNP work_zhl5dw75nfhy7oputsllvjjcqq 47 22 coefficient coefficient NN work_zhl5dw75nfhy7oputsllvjjcqq 47 23 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 47 24 possible possible JJ work_zhl5dw75nfhy7oputsllvjjcqq 47 25 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 47 26 Turney Turney NNP work_zhl5dw75nfhy7oputsllvjjcqq 47 27 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 47 28 Pantel Pantel NNP work_zhl5dw75nfhy7oputsllvjjcqq 47 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 47 30 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 47 31 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 47 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 48 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 48 2 focus focus VBP work_zhl5dw75nfhy7oputsllvjjcqq 48 3 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 48 4 four four CD work_zhl5dw75nfhy7oputsllvjjcqq 48 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 48 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 48 7 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 48 8 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 48 9 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 48 10 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 48 11 : : : work_zhl5dw75nfhy7oputsllvjjcqq 48 12 La- la- UH work_zhl5dw75nfhy7oputsllvjjcqq 48 13 tent tent NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 14 Semantic Semantic NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 15 Analysis Analysis NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 16 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 17 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 18 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 19 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 20 Deerwester Deerwester NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 21 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 48 22 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 23 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 25 1990 1990 CD work_zhl5dw75nfhy7oputsllvjjcqq 48 26 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 27 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 28 Skip Skip NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 29 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 48 30 Gram Gram NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 31 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 48 32 Negative Negative NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 33 Sampling Sampling NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 34 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 35 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 36 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 37 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 38 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 39 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 48 40 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 41 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 42 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 43 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 48 44 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 45 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 46 Global Global NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 47 Vectors Vectors NNPS work_zhl5dw75nfhy7oputsllvjjcqq 48 48 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 48 49 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 50 Rep- Rep- NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 51 resentation resentation NN work_zhl5dw75nfhy7oputsllvjjcqq 48 52 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 53 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 54 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 55 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 56 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 57 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 48 58 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 59 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 60 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 61 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 48 62 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 63 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 64 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 48 65 Positive Positive NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 66 Pointwise Pointwise NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 67 Mutual mutual JJ work_zhl5dw75nfhy7oputsllvjjcqq 48 68 Information information NN work_zhl5dw75nfhy7oputsllvjjcqq 48 69 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 70 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 71 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 72 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 73 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 74 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 48 75 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 48 76 , , , work_zhl5dw75nfhy7oputsllvjjcqq 48 77 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 48 78 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 79 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 80 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 48 81 Section section NN work_zhl5dw75nfhy7oputsllvjjcqq 48 82 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 48 83 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 48 84 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 48 85 detailed detailed JJ work_zhl5dw75nfhy7oputsllvjjcqq 48 86 descriptions description NNS work_zhl5dw75nfhy7oputsllvjjcqq 48 87 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 48 88 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 48 89 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 48 90 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 48 91 . . . work_zhl5dw75nfhy7oputsllvjjcqq 49 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 49 2 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 49 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 49 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 49 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 49 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 49 7 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 49 8 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 49 9 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 49 10 fea- fea- DT work_zhl5dw75nfhy7oputsllvjjcqq 49 11 tures ture NNS work_zhl5dw75nfhy7oputsllvjjcqq 49 12 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 49 13 downstream downstream JJ work_zhl5dw75nfhy7oputsllvjjcqq 49 14 tasks task NNS work_zhl5dw75nfhy7oputsllvjjcqq 49 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 50 1 Dependency dependency NN work_zhl5dw75nfhy7oputsllvjjcqq 50 2 parsing parsing NN work_zhl5dw75nfhy7oputsllvjjcqq 50 3 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 4 Chen Chen NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 5 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 50 6 Manning Manning NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 8 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 50 9 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 11 named name VBN work_zhl5dw75nfhy7oputsllvjjcqq 50 12 entity entity NN work_zhl5dw75nfhy7oputsllvjjcqq 50 13 recogni- recogni- XX work_zhl5dw75nfhy7oputsllvjjcqq 50 14 tion tion NN work_zhl5dw75nfhy7oputsllvjjcqq 50 15 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 16 Turian Turian NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 17 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 18 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 19 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 21 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 50 22 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 50 23 Cherry Cherry NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 24 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 50 25 Guo Guo NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 27 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 50 28 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 30 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 50 31 bilingual bilingual JJ work_zhl5dw75nfhy7oputsllvjjcqq 50 32 lexicon lexicon NN work_zhl5dw75nfhy7oputsllvjjcqq 50 33 induction induction NN work_zhl5dw75nfhy7oputsllvjjcqq 50 34 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 35 Vulic Vulic NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 36 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 50 37 Moens Moens NNP work_zhl5dw75nfhy7oputsllvjjcqq 50 38 , , , work_zhl5dw75nfhy7oputsllvjjcqq 50 39 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 50 40 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 50 41 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 50 42 just just RB work_zhl5dw75nfhy7oputsllvjjcqq 50 43 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 50 44 few few JJ work_zhl5dw75nfhy7oputsllvjjcqq 50 45 examples example NNS work_zhl5dw75nfhy7oputsllvjjcqq 50 46 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 50 47 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 50 48 use use NN work_zhl5dw75nfhy7oputsllvjjcqq 50 49 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 50 50 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 50 51 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 50 52 features feature NNS work_zhl5dw75nfhy7oputsllvjjcqq 50 53 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 50 54 increased increase VBN work_zhl5dw75nfhy7oputsllvjjcqq 50 55 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 50 56 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 50 57 recent recent JJ work_zhl5dw75nfhy7oputsllvjjcqq 50 58 years year NNS work_zhl5dw75nfhy7oputsllvjjcqq 50 59 . . . work_zhl5dw75nfhy7oputsllvjjcqq 51 1 Increasingly increasingly RB work_zhl5dw75nfhy7oputsllvjjcqq 51 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 51 3 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 51 4 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 51 5 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 51 6 been be VBN work_zhl5dw75nfhy7oputsllvjjcqq 51 7 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 51 8 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 51 9 evidence evidence NN work_zhl5dw75nfhy7oputsllvjjcqq 51 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 51 11 studies study NNS work_zhl5dw75nfhy7oputsllvjjcqq 51 12 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 51 13 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 51 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 51 15 culture culture NN work_zhl5dw75nfhy7oputsllvjjcqq 51 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 52 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 52 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 52 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 52 4 Hamilton Hamilton NNP work_zhl5dw75nfhy7oputsllvjjcqq 52 5 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 52 6 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 52 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 53 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 53 2 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 53 3 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 53 4 train train NN work_zhl5dw75nfhy7oputsllvjjcqq 53 5 separate separate JJ work_zhl5dw75nfhy7oputsllvjjcqq 53 6 em- em- JJ work_zhl5dw75nfhy7oputsllvjjcqq 53 7 beddings bedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 8 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 53 9 temporal temporal JJ work_zhl5dw75nfhy7oputsllvjjcqq 53 10 segments segment NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 53 12 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 53 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 53 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 53 15 then then RB work_zhl5dw75nfhy7oputsllvjjcqq 53 16 108 108 CD work_zhl5dw75nfhy7oputsllvjjcqq 53 17 analyze analyze NN work_zhl5dw75nfhy7oputsllvjjcqq 53 18 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 19 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 53 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 53 21 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 53 22 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 53 23 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 24 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 53 25 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 53 26 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 53 27 shifts shift NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 28 , , , work_zhl5dw75nfhy7oputsllvjjcqq 53 29 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 53 30 Heuser Heuser NNP work_zhl5dw75nfhy7oputsllvjjcqq 53 31 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 53 32 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 53 33 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 53 34 uses use VBZ work_zhl5dw75nfhy7oputsllvjjcqq 53 35 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 36 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 53 37 characterize characterize VB work_zhl5dw75nfhy7oputsllvjjcqq 53 38 discourse discourse NN work_zhl5dw75nfhy7oputsllvjjcqq 53 39 about about IN work_zhl5dw75nfhy7oputsllvjjcqq 53 40 virtues virtue NNS work_zhl5dw75nfhy7oputsllvjjcqq 53 41 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 53 42 18th 18th JJ work_zhl5dw75nfhy7oputsllvjjcqq 53 43 Cen- cen- NN work_zhl5dw75nfhy7oputsllvjjcqq 53 44 tury tury NN work_zhl5dw75nfhy7oputsllvjjcqq 53 45 English English NNP work_zhl5dw75nfhy7oputsllvjjcqq 53 46 text text NN work_zhl5dw75nfhy7oputsllvjjcqq 53 47 . . . work_zhl5dw75nfhy7oputsllvjjcqq 54 1 Other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 54 2 studies study NNS work_zhl5dw75nfhy7oputsllvjjcqq 54 3 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 54 4 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 54 5 similar- similar- NN work_zhl5dw75nfhy7oputsllvjjcqq 54 6 ities itie NNS work_zhl5dw75nfhy7oputsllvjjcqq 54 7 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 54 8 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 54 9 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 54 10 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 54 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 54 12 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 54 13 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 54 14 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 54 15 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 54 16 geographical geographical JJ work_zhl5dw75nfhy7oputsllvjjcqq 54 17 areas area NNS work_zhl5dw75nfhy7oputsllvjjcqq 54 18 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 54 19 Kulkarni Kulkarni NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 20 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 21 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 22 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 54 24 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 54 25 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 54 26 Phillips Phillips NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 27 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 28 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 29 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 30 , , , work_zhl5dw75nfhy7oputsllvjjcqq 54 31 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 54 32 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 54 33 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 54 34 time time NN work_zhl5dw75nfhy7oputsllvjjcqq 54 35 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 54 36 Kim Kim NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 37 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 54 38 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 39 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 54 40 , , , work_zhl5dw75nfhy7oputsllvjjcqq 54 41 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 54 42 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 54 43 . . . work_zhl5dw75nfhy7oputsllvjjcqq 55 1 Each each DT work_zhl5dw75nfhy7oputsllvjjcqq 55 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 55 3 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 55 4 studies study NNS work_zhl5dw75nfhy7oputsllvjjcqq 55 5 seeks seek VBZ work_zhl5dw75nfhy7oputsllvjjcqq 55 6 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 55 7 reconstruct reconstruct VB work_zhl5dw75nfhy7oputsllvjjcqq 55 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 55 9 mental mental JJ work_zhl5dw75nfhy7oputsllvjjcqq 55 10 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 55 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 55 12 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 55 13 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 55 14 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 55 15 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 55 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 56 1 An an DT work_zhl5dw75nfhy7oputsllvjjcqq 56 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 56 3 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 56 4 highlights highlight VBZ work_zhl5dw75nfhy7oputsllvjjcqq 56 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 56 6 contrast contrast NN work_zhl5dw75nfhy7oputsllvjjcqq 56 7 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 56 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 56 9 downstream downstream NN work_zhl5dw75nfhy7oputsllvjjcqq 56 10 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 56 11 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 56 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 56 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 56 14 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 56 15 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 56 16 per- per- NN work_zhl5dw75nfhy7oputsllvjjcqq 56 17 spectives spective NNS work_zhl5dw75nfhy7oputsllvjjcqq 56 18 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 56 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 56 20 exploration exploration NN work_zhl5dw75nfhy7oputsllvjjcqq 56 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 56 22 implicit implicit JJ work_zhl5dw75nfhy7oputsllvjjcqq 56 23 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 56 24 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 56 25 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 56 26 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 56 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 57 1 Researchers researcher NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 2 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 57 3 observed observe VBN work_zhl5dw75nfhy7oputsllvjjcqq 57 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 57 5 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 57 6 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 57 7 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 57 8 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 57 9 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 10 reflect reflect VBP work_zhl5dw75nfhy7oputsllvjjcqq 57 11 cultural cultural JJ work_zhl5dw75nfhy7oputsllvjjcqq 57 12 stereotypes stereotype NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 57 14 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 57 15 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 57 16 associations association NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 17 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 57 18 occupa- occupa- NNP work_zhl5dw75nfhy7oputsllvjjcqq 57 19 tions tion NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 20 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 57 21 genders gender NNS work_zhl5dw75nfhy7oputsllvjjcqq 57 22 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 57 23 Bolukbasi Bolukbasi NNP work_zhl5dw75nfhy7oputsllvjjcqq 57 24 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 57 25 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 57 26 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 57 27 , , , work_zhl5dw75nfhy7oputsllvjjcqq 57 28 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 57 29 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 57 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 58 1 From from IN work_zhl5dw75nfhy7oputsllvjjcqq 58 2 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 58 3 downstream downstream RB work_zhl5dw75nfhy7oputsllvjjcqq 58 4 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 58 5 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 58 6 perspective perspective NN work_zhl5dw75nfhy7oputsllvjjcqq 58 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 58 8 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 58 9 stereotypical stereotypical JJ work_zhl5dw75nfhy7oputsllvjjcqq 58 10 associations association NNS work_zhl5dw75nfhy7oputsllvjjcqq 58 11 represent represent VBP work_zhl5dw75nfhy7oputsllvjjcqq 58 12 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 58 13 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 58 14 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 58 15 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 58 16 filtered filter VBN work_zhl5dw75nfhy7oputsllvjjcqq 58 17 out out RP work_zhl5dw75nfhy7oputsllvjjcqq 58 18 before before IN work_zhl5dw75nfhy7oputsllvjjcqq 58 19 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 58 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 58 21 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 58 22 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 58 23 features feature NNS work_zhl5dw75nfhy7oputsllvjjcqq 58 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 59 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 59 2 contrast contrast NN work_zhl5dw75nfhy7oputsllvjjcqq 59 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 59 4 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 59 5 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 59 6 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 59 7 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 59 8 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 59 9 perspective perspective NN work_zhl5dw75nfhy7oputsllvjjcqq 59 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 59 11 implicit implicit JJ work_zhl5dw75nfhy7oputsllvjjcqq 59 12 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 59 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 59 14 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 59 15 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 59 16 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 59 17 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 59 18 problem problem NN work_zhl5dw75nfhy7oputsllvjjcqq 59 19 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 59 20 must must MD work_zhl5dw75nfhy7oputsllvjjcqq 59 21 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 59 22 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 59 23 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 59 24 rather rather RB work_zhl5dw75nfhy7oputsllvjjcqq 59 25 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 59 26 means means NN work_zhl5dw75nfhy7oputsllvjjcqq 59 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 59 28 measurement measurement NN work_zhl5dw75nfhy7oputsllvjjcqq 59 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 59 30 providing provide VBG work_zhl5dw75nfhy7oputsllvjjcqq 59 31 quantita- quantita- XX work_zhl5dw75nfhy7oputsllvjjcqq 59 32 tive tive JJ work_zhl5dw75nfhy7oputsllvjjcqq 59 33 evidence evidence NN work_zhl5dw75nfhy7oputsllvjjcqq 59 34 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 59 35 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 59 36 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 59 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 59 38 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 59 39 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 59 40 . . . work_zhl5dw75nfhy7oputsllvjjcqq 60 1 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 60 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 60 3 usually usually RB work_zhl5dw75nfhy7oputsllvjjcqq 60 4 evaluated evaluate VBN work_zhl5dw75nfhy7oputsllvjjcqq 60 5 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 60 6 direct direct JJ work_zhl5dw75nfhy7oputsllvjjcqq 60 7 use use NN work_zhl5dw75nfhy7oputsllvjjcqq 60 8 cases case NNS work_zhl5dw75nfhy7oputsllvjjcqq 60 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 60 10 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 60 11 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 60 12 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 60 13 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 60 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 60 15 analogy analogy NN work_zhl5dw75nfhy7oputsllvjjcqq 60 16 tasks task NNS work_zhl5dw75nfhy7oputsllvjjcqq 60 17 via via IN work_zhl5dw75nfhy7oputsllvjjcqq 60 18 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 60 19 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 60 20 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 60 21 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 22 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 60 23 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 24 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 60 26 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 60 27 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 60 28 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 29 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 60 30 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 31 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 60 33 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 60 34 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 60 35 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 36 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 37 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 38 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 39 , , , work_zhl5dw75nfhy7oputsllvjjcqq 60 40 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 60 41 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 60 42 Shazeer Shazeer NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 43 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 44 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 45 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 60 46 , , , work_zhl5dw75nfhy7oputsllvjjcqq 60 47 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 60 48 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 60 49 . . . work_zhl5dw75nfhy7oputsllvjjcqq 61 1 Intrinsic intrinsic JJ work_zhl5dw75nfhy7oputsllvjjcqq 61 2 evaluations evaluation NNS work_zhl5dw75nfhy7oputsllvjjcqq 61 3 like like IN work_zhl5dw75nfhy7oputsllvjjcqq 61 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 61 5 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 61 6 measure measure VBP work_zhl5dw75nfhy7oputsllvjjcqq 61 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 61 8 interpretability interpretability NN work_zhl5dw75nfhy7oputsllvjjcqq 61 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 61 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 61 11 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 61 12 rather rather RB work_zhl5dw75nfhy7oputsllvjjcqq 61 13 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 61 14 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 61 15 downstream downstream JJ work_zhl5dw75nfhy7oputsllvjjcqq 61 16 task task NN work_zhl5dw75nfhy7oputsllvjjcqq 61 17 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 61 18 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 61 19 Gladkova Gladkova NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 20 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 61 21 Drozd Drozd NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 61 23 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 61 24 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 61 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 61 26 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 61 27 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 61 28 some some DT work_zhl5dw75nfhy7oputsllvjjcqq 61 29 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 61 30 does do VBZ work_zhl5dw75nfhy7oputsllvjjcqq 61 31 evaluate evaluate VB work_zhl5dw75nfhy7oputsllvjjcqq 61 32 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 61 33 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 61 34 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 61 35 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 61 36 downstream downstream JJ work_zhl5dw75nfhy7oputsllvjjcqq 61 37 task task NN work_zhl5dw75nfhy7oputsllvjjcqq 61 38 perfor- perfor- IN work_zhl5dw75nfhy7oputsllvjjcqq 61 39 mance mance NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 40 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 61 41 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 42 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 61 43 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 44 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 45 , , , work_zhl5dw75nfhy7oputsllvjjcqq 61 46 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 61 47 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 61 48 Faruqui Faruqui NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 49 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 50 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 51 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 61 52 , , , work_zhl5dw75nfhy7oputsllvjjcqq 61 53 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 61 54 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 61 55 , , , work_zhl5dw75nfhy7oputsllvjjcqq 61 56 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 61 57 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 61 58 benchmarks benchmark NNS work_zhl5dw75nfhy7oputsllvjjcqq 61 59 remain remain VBP work_zhl5dw75nfhy7oputsllvjjcqq 61 60 intrinsic intrinsic JJ work_zhl5dw75nfhy7oputsllvjjcqq 61 61 . . . work_zhl5dw75nfhy7oputsllvjjcqq 62 1 There there EX work_zhl5dw75nfhy7oputsllvjjcqq 62 2 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 62 3 been be VBN work_zhl5dw75nfhy7oputsllvjjcqq 62 4 some some DT work_zhl5dw75nfhy7oputsllvjjcqq 62 5 recent recent JJ work_zhl5dw75nfhy7oputsllvjjcqq 62 6 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 62 7 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 62 8 evaluating evaluate VBG work_zhl5dw75nfhy7oputsllvjjcqq 62 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 62 10 stability stability NN work_zhl5dw75nfhy7oputsllvjjcqq 62 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 62 12 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 62 13 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 62 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 63 1 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 63 2 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 63 3 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 63 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 64 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 64 2 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 64 3 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 64 4 focus focus NN work_zhl5dw75nfhy7oputsllvjjcqq 64 5 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 64 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 7 hyperparameter hyperparameter NN work_zhl5dw75nfhy7oputsllvjjcqq 64 8 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 64 9 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 64 10 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 64 11 algo- algo- JJ work_zhl5dw75nfhy7oputsllvjjcqq 64 12 rithm rithm NN work_zhl5dw75nfhy7oputsllvjjcqq 64 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 64 14 show show VBP work_zhl5dw75nfhy7oputsllvjjcqq 64 15 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 64 16 hyperparameters hyperparameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 64 17 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 64 18 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 64 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 20 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 64 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 64 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 23 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 64 24 window window NN work_zhl5dw75nfhy7oputsllvjjcqq 64 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 64 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 27 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 64 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 64 29 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 64 30 sam- sam- JJ work_zhl5dw75nfhy7oputsllvjjcqq 64 31 ples ple NNS work_zhl5dw75nfhy7oputsllvjjcqq 64 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 64 33 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 64 34 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 35 level level NN work_zhl5dw75nfhy7oputsllvjjcqq 64 36 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 64 37 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 64 38 distribution distribution NN work_zhl5dw75nfhy7oputsllvjjcqq 64 39 smoothing smoothing NN work_zhl5dw75nfhy7oputsllvjjcqq 64 40 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 64 41 affect affect VB work_zhl5dw75nfhy7oputsllvjjcqq 64 42 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 64 43 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 64 44 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 64 45 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 64 46 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 64 47 simi- simi- NNP work_zhl5dw75nfhy7oputsllvjjcqq 64 48 larity larity NN work_zhl5dw75nfhy7oputsllvjjcqq 64 49 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 64 50 analogy analogy NN work_zhl5dw75nfhy7oputsllvjjcqq 64 51 tasks task NNS work_zhl5dw75nfhy7oputsllvjjcqq 64 52 . . . work_zhl5dw75nfhy7oputsllvjjcqq 65 1 Hellrich Hellrich NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 2 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 65 3 Hahn Hahn NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 4 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 5 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 65 6 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 7 examine examine VBP work_zhl5dw75nfhy7oputsllvjjcqq 65 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 65 9 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 65 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 65 11 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 65 12 frequency frequency NN work_zhl5dw75nfhy7oputsllvjjcqq 65 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 65 14 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 65 15 am- am- XX work_zhl5dw75nfhy7oputsllvjjcqq 65 16 biguity biguity NN work_zhl5dw75nfhy7oputsllvjjcqq 65 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 65 18 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 65 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 65 20 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 65 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 65 22 training train VBG work_zhl5dw75nfhy7oputsllvjjcqq 65 23 epochs epoch NNS work_zhl5dw75nfhy7oputsllvjjcqq 65 24 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 65 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 65 26 reliability reliability NN work_zhl5dw75nfhy7oputsllvjjcqq 65 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 65 28 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 65 29 produced produce VBN work_zhl5dw75nfhy7oputsllvjjcqq 65 30 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 65 31 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 65 32 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 33 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 65 34 skip skip NN work_zhl5dw75nfhy7oputsllvjjcqq 65 35 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 65 36 gram gram NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 37 hierarchical hierarchical JJ work_zhl5dw75nfhy7oputsllvjjcqq 65 38 softmax softmax NN work_zhl5dw75nfhy7oputsllvjjcqq 65 39 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 40 SGHS SGHS NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 41 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 42 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 43 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 65 44 variant variant NN work_zhl5dw75nfhy7oputsllvjjcqq 65 45 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 65 46 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 47 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 65 48 , , , work_zhl5dw75nfhy7oputsllvjjcqq 65 49 striving strive VBG work_zhl5dw75nfhy7oputsllvjjcqq 65 50 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 65 51 reproducibility reproducibility NN work_zhl5dw75nfhy7oputsllvjjcqq 65 52 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 65 53 recommend- recommend- NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 54 ing ing NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 55 against against IN work_zhl5dw75nfhy7oputsllvjjcqq 65 56 sampling sample VBG work_zhl5dw75nfhy7oputsllvjjcqq 65 57 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 65 58 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 65 59 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 65 60 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 65 61 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 65 62 preserve preserve VB work_zhl5dw75nfhy7oputsllvjjcqq 65 63 stability stability NN work_zhl5dw75nfhy7oputsllvjjcqq 65 64 . . . work_zhl5dw75nfhy7oputsllvjjcqq 66 1 Likewise likewise RB work_zhl5dw75nfhy7oputsllvjjcqq 66 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 66 3 Tian Tian NNP work_zhl5dw75nfhy7oputsllvjjcqq 66 4 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 66 5 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 66 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 67 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 67 2 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 67 3 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 67 4 explore explore VB work_zhl5dw75nfhy7oputsllvjjcqq 67 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 67 6 ro- ro- JJ work_zhl5dw75nfhy7oputsllvjjcqq 67 7 bustness bustness NN work_zhl5dw75nfhy7oputsllvjjcqq 67 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 67 9 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 67 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 67 11 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 67 12 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 67 13 trained train VBN work_zhl5dw75nfhy7oputsllvjjcqq 67 14 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 67 15 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 67 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 67 17 generic generic JJ work_zhl5dw75nfhy7oputsllvjjcqq 67 18 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 67 19 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 67 20 Wikipedia Wikipedia NNP work_zhl5dw75nfhy7oputsllvjjcqq 67 21 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 67 22 news news NN work_zhl5dw75nfhy7oputsllvjjcqq 67 23 data datum NNS work_zhl5dw75nfhy7oputsllvjjcqq 67 24 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 67 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 67 26 propose propose VB work_zhl5dw75nfhy7oputsllvjjcqq 67 27 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 67 28 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 67 29 align align VB work_zhl5dw75nfhy7oputsllvjjcqq 67 30 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 67 31 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 67 32 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 67 33 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 67 34 iterations iteration NNS work_zhl5dw75nfhy7oputsllvjjcqq 67 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 68 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 68 2 contrast contrast NN work_zhl5dw75nfhy7oputsllvjjcqq 68 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 68 4 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 68 5 goal goal NN work_zhl5dw75nfhy7oputsllvjjcqq 68 6 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 68 7 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 68 8 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 68 9 produce produce VB work_zhl5dw75nfhy7oputsllvjjcqq 68 10 artificially artificially RB work_zhl5dw75nfhy7oputsllvjjcqq 68 11 stable stable JJ work_zhl5dw75nfhy7oputsllvjjcqq 68 12 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 68 13 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 68 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 68 15 identify identify VB work_zhl5dw75nfhy7oputsllvjjcqq 68 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 68 17 factors factor NNS work_zhl5dw75nfhy7oputsllvjjcqq 68 18 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 68 19 create create VBP work_zhl5dw75nfhy7oputsllvjjcqq 68 20 instability instability NN work_zhl5dw75nfhy7oputsllvjjcqq 68 21 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 68 22 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 68 23 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 68 24 statistical statistical JJ work_zhl5dw75nfhy7oputsllvjjcqq 68 25 confi- confi- NN work_zhl5dw75nfhy7oputsllvjjcqq 68 26 dence dence NN work_zhl5dw75nfhy7oputsllvjjcqq 68 27 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 68 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 68 29 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 68 30 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 68 31 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 68 32 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 68 33 trained train VBN work_zhl5dw75nfhy7oputsllvjjcqq 68 34 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 68 35 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 68 36 , , , work_zhl5dw75nfhy7oputsllvjjcqq 68 37 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 68 38 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 68 39 . . . work_zhl5dw75nfhy7oputsllvjjcqq 69 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 69 2 focus focus VBP work_zhl5dw75nfhy7oputsllvjjcqq 69 3 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 69 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 69 5 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 69 6 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 69 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 69 8 fragile fragile JJ work_zhl5dw75nfhy7oputsllvjjcqq 69 9 artifact artifact NN work_zhl5dw75nfhy7oputsllvjjcqq 69 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 69 11 source source NN work_zhl5dw75nfhy7oputsllvjjcqq 69 12 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 69 13 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 69 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 69 15 considering consider VBG work_zhl5dw75nfhy7oputsllvjjcqq 69 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 69 17 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 69 18 itself -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 69 19 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 69 20 merely merely RB work_zhl5dw75nfhy7oputsllvjjcqq 69 21 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 69 22 sample sample NN work_zhl5dw75nfhy7oputsllvjjcqq 69 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 69 24 possible possible JJ work_zhl5dw75nfhy7oputsllvjjcqq 69 25 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 69 26 produced produce VBN work_zhl5dw75nfhy7oputsllvjjcqq 69 27 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 69 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 69 29 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 69 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 70 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 70 2 examine examine VBP work_zhl5dw75nfhy7oputsllvjjcqq 70 3 whether whether IN work_zhl5dw75nfhy7oputsllvjjcqq 70 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 70 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 70 6 accurately accurately RB work_zhl5dw75nfhy7oputsllvjjcqq 70 7 model model VBP work_zhl5dw75nfhy7oputsllvjjcqq 70 8 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 70 9 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 70 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 70 11 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 70 12 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 70 13 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 70 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 70 15 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 70 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 70 17 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 70 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 70 19 adding add VBG work_zhl5dw75nfhy7oputsllvjjcqq 70 20 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 70 21 removing remove VBG work_zhl5dw75nfhy7oputsllvjjcqq 70 22 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 70 23 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 70 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 70 25 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 70 26 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 70 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 71 1 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 71 2 Corpora Corpora NNP work_zhl5dw75nfhy7oputsllvjjcqq 71 3 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 71 4 collected collect VBD work_zhl5dw75nfhy7oputsllvjjcqq 71 5 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 71 6 sub sub NN work_zhl5dw75nfhy7oputsllvjjcqq 71 7 - - NN work_zhl5dw75nfhy7oputsllvjjcqq 71 8 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 71 9 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 71 10 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 71 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 71 12 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 71 13 datasets dataset NNS work_zhl5dw75nfhy7oputsllvjjcqq 71 14 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 71 15 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 71 16 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 71 17 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 71 18 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 71 19 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 71 20 explore explore VB work_zhl5dw75nfhy7oputsllvjjcqq 71 21 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 71 22 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 71 23 embed- embed- JJ work_zhl5dw75nfhy7oputsllvjjcqq 71 24 dings ding NNS work_zhl5dw75nfhy7oputsllvjjcqq 71 25 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 71 26 affected affect VBN work_zhl5dw75nfhy7oputsllvjjcqq 71 27 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 71 28 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 71 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 71 30 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 71 31 , , , work_zhl5dw75nfhy7oputsllvjjcqq 71 32 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 71 33 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 71 34 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 71 35 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 71 36 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 71 37 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 71 38 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 71 39 . . . work_zhl5dw75nfhy7oputsllvjjcqq 72 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 72 2 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 72 3 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 72 4 bet- bet- VB work_zhl5dw75nfhy7oputsllvjjcqq 72 5 ter ter NN work_zhl5dw75nfhy7oputsllvjjcqq 72 6 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 72 7 realistic realistic JJ work_zhl5dw75nfhy7oputsllvjjcqq 72 8 examples example NNS work_zhl5dw75nfhy7oputsllvjjcqq 72 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 72 10 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 72 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 72 12 centered center VBN work_zhl5dw75nfhy7oputsllvjjcqq 72 13 re- re- JJ work_zhl5dw75nfhy7oputsllvjjcqq 72 14 search search NN work_zhl5dw75nfhy7oputsllvjjcqq 72 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 72 16 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 72 17 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 72 18 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 72 19 deliberately deliberately RB work_zhl5dw75nfhy7oputsllvjjcqq 72 20 chosen choose VBN work_zhl5dw75nfhy7oputsllvjjcqq 72 21 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 72 22 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 72 23 publicly publicly RB work_zhl5dw75nfhy7oputsllvjjcqq 72 24 available available JJ work_zhl5dw75nfhy7oputsllvjjcqq 72 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 72 26 suggestive suggestive JJ work_zhl5dw75nfhy7oputsllvjjcqq 72 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 72 28 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 72 29 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 72 30 ques- ques- NNP work_zhl5dw75nfhy7oputsllvjjcqq 72 31 tions tion NNS work_zhl5dw75nfhy7oputsllvjjcqq 72 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 72 33 varied vary VBN work_zhl5dw75nfhy7oputsllvjjcqq 72 34 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 72 35 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 72 36 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 72 37 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 72 38 e.g. e.g. RB work_zhl5dw75nfhy7oputsllvjjcqq 73 1 topic topic NN work_zhl5dw75nfhy7oputsllvjjcqq 73 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 73 3 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 73 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 73 5 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 73 6 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 73 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 73 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 73 9 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 73 10 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 73 11 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 73 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 73 13 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 73 14 cor- cor- NNP work_zhl5dw75nfhy7oputsllvjjcqq 73 15 pora pora NNP work_zhl5dw75nfhy7oputsllvjjcqq 73 16 typically typically RB work_zhl5dw75nfhy7oputsllvjjcqq 73 17 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 73 18 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 73 19 training train VBG work_zhl5dw75nfhy7oputsllvjjcqq 73 20 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 73 21 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 73 22 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 73 23 e.g. e.g. RB work_zhl5dw75nfhy7oputsllvjjcqq 74 1 Wikipedia Wikipedia NNP work_zhl5dw75nfhy7oputsllvjjcqq 74 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 74 3 Gigaword Gigaword NNP work_zhl5dw75nfhy7oputsllvjjcqq 74 4 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 74 5 . . . work_zhl5dw75nfhy7oputsllvjjcqq 75 1 Each each DT work_zhl5dw75nfhy7oputsllvjjcqq 75 2 dataset dataset NN work_zhl5dw75nfhy7oputsllvjjcqq 75 3 was be VBD work_zhl5dw75nfhy7oputsllvjjcqq 75 4 created create VBN work_zhl5dw75nfhy7oputsllvjjcqq 75 5 or- or- RB work_zhl5dw75nfhy7oputsllvjjcqq 75 6 ganically ganically RB work_zhl5dw75nfhy7oputsllvjjcqq 75 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 75 8 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 75 9 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 75 10 time time NN work_zhl5dw75nfhy7oputsllvjjcqq 75 11 periods period NNS work_zhl5dw75nfhy7oputsllvjjcqq 75 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 75 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 75 14 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 75 15 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 75 16 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 75 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 75 18 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 75 19 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 75 20 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 75 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 76 1 Thus thus RB work_zhl5dw75nfhy7oputsllvjjcqq 76 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 76 3 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 76 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 76 5 impossible impossible JJ work_zhl5dw75nfhy7oputsllvjjcqq 76 6 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 76 7 expand expand VB work_zhl5dw75nfhy7oputsllvjjcqq 76 8 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 76 9 datasets dataset NNS work_zhl5dw75nfhy7oputsllvjjcqq 76 10 without without IN work_zhl5dw75nfhy7oputsllvjjcqq 76 11 compromising compromise VBG work_zhl5dw75nfhy7oputsllvjjcqq 76 12 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 76 13 specificity specificity NN work_zhl5dw75nfhy7oputsllvjjcqq 76 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 77 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 77 2 process process VBP work_zhl5dw75nfhy7oputsllvjjcqq 77 3 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 77 4 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 77 5 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 77 6 lowercasing lowercase VBG work_zhl5dw75nfhy7oputsllvjjcqq 77 7 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 77 8 text text NN work_zhl5dw75nfhy7oputsllvjjcqq 77 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 77 10 re- re- RB work_zhl5dw75nfhy7oputsllvjjcqq 77 11 moving move VBG work_zhl5dw75nfhy7oputsllvjjcqq 77 12 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 77 13 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 77 14 appear appear VBP work_zhl5dw75nfhy7oputsllvjjcqq 77 15 fewer few JJR work_zhl5dw75nfhy7oputsllvjjcqq 77 16 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 77 17 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 77 18 times time NNS work_zhl5dw75nfhy7oputsllvjjcqq 77 19 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 77 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 77 21 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 77 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 77 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 77 24 removing remove VBG work_zhl5dw75nfhy7oputsllvjjcqq 77 25 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 77 26 numbers number NNS work_zhl5dw75nfhy7oputsllvjjcqq 77 27 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 77 28 punctuation punctuation NN work_zhl5dw75nfhy7oputsllvjjcqq 77 29 . . . work_zhl5dw75nfhy7oputsllvjjcqq 78 1 Because because IN work_zhl5dw75nfhy7oputsllvjjcqq 78 2 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 78 3 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 78 4 rely rely VBP work_zhl5dw75nfhy7oputsllvjjcqq 78 5 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 78 6 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 78 7 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 78 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 78 9 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 78 10 Section Section NNP work_zhl5dw75nfhy7oputsllvjjcqq 78 11 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 78 12 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 78 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 78 14 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 78 15 operates operate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 78 16 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 78 17 removing remove VBG work_zhl5dw75nfhy7oputsllvjjcqq 78 18 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 78 19 multi- multi- VBN work_zhl5dw75nfhy7oputsllvjjcqq 78 20 plying ply VBG work_zhl5dw75nfhy7oputsllvjjcqq 78 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 78 22 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 78 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 78 24 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 78 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 78 26 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 78 27 also also RB work_zhl5dw75nfhy7oputsllvjjcqq 78 28 remove remove VBP work_zhl5dw75nfhy7oputsllvjjcqq 78 29 duplicate duplicate JJ work_zhl5dw75nfhy7oputsllvjjcqq 78 30 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 78 31 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 78 32 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 78 33 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 78 34 . . . work_zhl5dw75nfhy7oputsllvjjcqq 79 1 U.S. U.S. NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 2 Federal Federal NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 3 Courts Courts NNPS work_zhl5dw75nfhy7oputsllvjjcqq 79 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 79 5 Appeals Appeals NNPS work_zhl5dw75nfhy7oputsllvjjcqq 79 6 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 79 7 U.S. U.S. NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 8 Federal Federal NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 9 courts court NNS work_zhl5dw75nfhy7oputsllvjjcqq 79 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 79 11 appeals appeal NNS work_zhl5dw75nfhy7oputsllvjjcqq 79 12 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 79 13 regional regional JJ work_zhl5dw75nfhy7oputsllvjjcqq 79 14 courts court NNS work_zhl5dw75nfhy7oputsllvjjcqq 79 15 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 79 16 decide decide VBP work_zhl5dw75nfhy7oputsllvjjcqq 79 17 ap- ap- NN work_zhl5dw75nfhy7oputsllvjjcqq 79 18 peals peal NNS work_zhl5dw75nfhy7oputsllvjjcqq 79 19 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 79 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 79 21 district district NN work_zhl5dw75nfhy7oputsllvjjcqq 79 22 courts court NNS work_zhl5dw75nfhy7oputsllvjjcqq 79 23 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 79 24 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 79 25 federal federal JJ work_zhl5dw75nfhy7oputsllvjjcqq 79 26 ju- ju- JJ work_zhl5dw75nfhy7oputsllvjjcqq 79 27 dicial dicial NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 28 circuit circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 79 29 . . . work_zhl5dw75nfhy7oputsllvjjcqq 80 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 80 2 examine examine VBP work_zhl5dw75nfhy7oputsllvjjcqq 80 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 4 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 7 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 80 8 recent recent JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 9 five five CD work_zhl5dw75nfhy7oputsllvjjcqq 80 10 years year NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 13 4th 4th JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 80 15 9th 9th JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 16 circuits.1 circuits.1 HYPH work_zhl5dw75nfhy7oputsllvjjcqq 80 17 1https://www.courtlistener.com/ 1https://www.courtlistener.com/ NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 18 109 109 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 19 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 20 Number Number NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 22 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 23 Unique unique JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 24 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 25 Vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 80 26 density density NN work_zhl5dw75nfhy7oputsllvjjcqq 80 27 Words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 28 per per IN work_zhl5dw75nfhy7oputsllvjjcqq 80 29 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 80 30 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 31 Sports Sports NNPS work_zhl5dw75nfhy7oputsllvjjcqq 80 32 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 33 2000 2000 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 34 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 35 8,786 8,786 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 36 12,475 12,475 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 37 0.0020 0.0020 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 38 708 708 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 39 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 40 Music Music NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 41 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 42 2000 2000 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 43 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 44 3,666 3,666 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 45 9,762 9,762 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 46 0.0037 0.0037 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 47 715 715 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 48 AskScience AskScience NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 49 331,635 331,635 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 50 16,901 16,901 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 51 0.0012 0.0012 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 52 44 44 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 53 AskHistorians AskHistorians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 80 54 63,578 63,578 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 55 9,384 9,384 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 56 0.0022 0.0022 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 57 66 66 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 58 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 59 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 60 5,368 5,368 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 61 16,639 16,639 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 62 0.0014 0.0014 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 63 2,281 2,281 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 64 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 65 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 66 9,729 9,729 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 67 22,146 22,146 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 68 0.0011 0.0011 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 69 2,108 2,108 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 70 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 80 71 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 72 : : : work_zhl5dw75nfhy7oputsllvjjcqq 80 73 Comparison comparison NN work_zhl5dw75nfhy7oputsllvjjcqq 80 74 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 75 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 76 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 80 77 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 78 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 79 , , , work_zhl5dw75nfhy7oputsllvjjcqq 80 80 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 80 81 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 82 unique unique JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 83 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 84 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 85 after after IN work_zhl5dw75nfhy7oputsllvjjcqq 80 86 removing remove VBG work_zhl5dw75nfhy7oputsllvjjcqq 80 87 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 88 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 80 89 appear appear VBP work_zhl5dw75nfhy7oputsllvjjcqq 80 90 fewer few JJR work_zhl5dw75nfhy7oputsllvjjcqq 80 91 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 80 92 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 80 93 times time NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 94 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 95 , , , work_zhl5dw75nfhy7oputsllvjjcqq 80 96 vocabulary vocabulary JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 97 density density NN work_zhl5dw75nfhy7oputsllvjjcqq 80 98 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 99 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 100 ratio ratio NN work_zhl5dw75nfhy7oputsllvjjcqq 80 101 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 102 unique unique JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 103 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 104 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 80 105 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 106 total total JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 107 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 80 108 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 109 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 110 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 80 111 , , , work_zhl5dw75nfhy7oputsllvjjcqq 80 112 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 80 113 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 80 114 average average JJ work_zhl5dw75nfhy7oputsllvjjcqq 80 115 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 80 116 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 80 117 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 80 118 per per IN work_zhl5dw75nfhy7oputsllvjjcqq 80 119 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 80 120 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 80 121 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 80 122 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 80 123 . . . work_zhl5dw75nfhy7oputsllvjjcqq 81 1 Setting set VBG work_zhl5dw75nfhy7oputsllvjjcqq 81 2 Method Method NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 3 Tests Tests NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 4 ... ... : work_zhl5dw75nfhy7oputsllvjjcqq 81 5 Run run VB work_zhl5dw75nfhy7oputsllvjjcqq 81 6 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 81 7 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 81 8 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 81 9 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 81 10 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 81 11 Fixed fixed JJ work_zhl5dw75nfhy7oputsllvjjcqq 81 12 Documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 81 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 81 14 consistent consistent JJ work_zhl5dw75nfhy7oputsllvjjcqq 81 15 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 81 16 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 81 17 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 81 18 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 81 19 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 20 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 81 21 baseline baseline VB work_zhl5dw75nfhy7oputsllvjjcqq 81 22 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 81 23 A A NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 24 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 25 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 26 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 81 27 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 28 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 29 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 81 30 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 31 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 32 Shuffled shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 81 33 Documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 81 34 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 81 35 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 81 36 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 81 37 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 81 38 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 81 39 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 81 40 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 81 41 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 81 42 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 81 43 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 44 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 45 B B NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 46 A A NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 47 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 48 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 49 B B NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 50 A A NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 51 Bootstrap Bootstrap NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 52 Documents Documents NNPS work_zhl5dw75nfhy7oputsllvjjcqq 81 53 sampled sample VBN work_zhl5dw75nfhy7oputsllvjjcqq 81 54 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 81 55 replacement replacement NN work_zhl5dw75nfhy7oputsllvjjcqq 81 56 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 81 57 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 81 58 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 81 59 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 81 60 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 81 61 B B NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 62 A A NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 63 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 81 64 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 81 65 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 81 66 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 67 B b NN work_zhl5dw75nfhy7oputsllvjjcqq 81 68 B B NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 69 B B NNP work_zhl5dw75nfhy7oputsllvjjcqq 81 70 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 81 71 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 81 72 : : : work_zhl5dw75nfhy7oputsllvjjcqq 81 73 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 81 74 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 81 75 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 81 76 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 81 77 manipulate manipulate VBP work_zhl5dw75nfhy7oputsllvjjcqq 81 78 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 81 79 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 81 80 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 81 81 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 81 82 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 81 83 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 81 84 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 81 85 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 81 86 . . . work_zhl5dw75nfhy7oputsllvjjcqq 82 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 82 2 4th 4th JJ work_zhl5dw75nfhy7oputsllvjjcqq 82 3 circuit circuit NN work_zhl5dw75nfhy7oputsllvjjcqq 82 4 contains contain VBZ work_zhl5dw75nfhy7oputsllvjjcqq 82 5 Washington Washington NNP work_zhl5dw75nfhy7oputsllvjjcqq 82 6 D.C. D.C. NNP work_zhl5dw75nfhy7oputsllvjjcqq 82 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 82 8 sur- sur- NN work_zhl5dw75nfhy7oputsllvjjcqq 82 9 rounding round VBG work_zhl5dw75nfhy7oputsllvjjcqq 82 10 states state NNS work_zhl5dw75nfhy7oputsllvjjcqq 82 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 82 12 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 82 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 82 14 9th 9th JJ work_zhl5dw75nfhy7oputsllvjjcqq 82 15 circuit circuit NN work_zhl5dw75nfhy7oputsllvjjcqq 82 16 contains contain VBZ work_zhl5dw75nfhy7oputsllvjjcqq 82 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 82 18 entirety entirety NN work_zhl5dw75nfhy7oputsllvjjcqq 82 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 82 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 82 21 west west NNP work_zhl5dw75nfhy7oputsllvjjcqq 82 22 coast coast NNP work_zhl5dw75nfhy7oputsllvjjcqq 82 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 83 1 Social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 83 2 science science NN work_zhl5dw75nfhy7oputsllvjjcqq 83 3 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 83 4 questions question NNS work_zhl5dw75nfhy7oputsllvjjcqq 83 5 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 83 6 involve involve VB work_zhl5dw75nfhy7oputsllvjjcqq 83 7 measuring measure VBG work_zhl5dw75nfhy7oputsllvjjcqq 83 8 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 83 9 widely widely RB work_zhl5dw75nfhy7oputsllvjjcqq 83 10 held hold VBN work_zhl5dw75nfhy7oputsllvjjcqq 83 11 belief belief NN work_zhl5dw75nfhy7oputsllvjjcqq 83 12 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 83 13 certain certain JJ work_zhl5dw75nfhy7oputsllvjjcqq 83 14 courts court NNS work_zhl5dw75nfhy7oputsllvjjcqq 83 15 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 83 16 distinct distinct JJ work_zhl5dw75nfhy7oputsllvjjcqq 83 17 ideological ideological JJ work_zhl5dw75nfhy7oputsllvjjcqq 83 18 ten- ten- NN work_zhl5dw75nfhy7oputsllvjjcqq 83 19 dencies dencie NNS work_zhl5dw75nfhy7oputsllvjjcqq 83 20 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 83 21 Broscheid Broscheid NNP work_zhl5dw75nfhy7oputsllvjjcqq 83 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 83 23 2011 2011 CD work_zhl5dw75nfhy7oputsllvjjcqq 83 24 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 83 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 84 1 Such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 84 2 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 84 3 may may MD work_zhl5dw75nfhy7oputsllvjjcqq 84 4 result result VB work_zhl5dw75nfhy7oputsllvjjcqq 84 5 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 84 6 measurable measurable JJ work_zhl5dw75nfhy7oputsllvjjcqq 84 7 differences difference NNS work_zhl5dw75nfhy7oputsllvjjcqq 84 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 84 9 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 84 10 association association NN work_zhl5dw75nfhy7oputsllvjjcqq 84 11 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 84 12 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 84 13 framing framing JJ work_zhl5dw75nfhy7oputsllvjjcqq 84 14 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 84 15 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 84 16 Card Card NNP work_zhl5dw75nfhy7oputsllvjjcqq 84 17 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 84 18 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 84 19 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 84 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 84 21 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 84 22 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 84 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 84 24 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 84 25 could could MD work_zhl5dw75nfhy7oputsllvjjcqq 84 26 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 84 27 observable observable JJ work_zhl5dw75nfhy7oputsllvjjcqq 84 28 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 84 29 comparing compare VBG work_zhl5dw75nfhy7oputsllvjjcqq 84 30 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 84 31 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 84 32 associated associate VBN work_zhl5dw75nfhy7oputsllvjjcqq 84 33 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 84 34 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 84 35 given give VBN work_zhl5dw75nfhy7oputsllvjjcqq 84 36 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 84 37 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 84 38 . . . work_zhl5dw75nfhy7oputsllvjjcqq 85 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 85 2 treat treat VBP work_zhl5dw75nfhy7oputsllvjjcqq 85 3 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 85 4 opinion opinion NN work_zhl5dw75nfhy7oputsllvjjcqq 85 5 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 85 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 85 7 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 85 8 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 85 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 86 1 New New NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 2 York York NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 3 Times Times NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 4 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 86 5 New New NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 6 York York NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 7 Times Times NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 86 9 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 10 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 86 11 An- an- CC work_zhl5dw75nfhy7oputsllvjjcqq 86 12 notated notate VBN work_zhl5dw75nfhy7oputsllvjjcqq 86 13 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 14 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 86 15 Sandhaus Sandhaus NNP work_zhl5dw75nfhy7oputsllvjjcqq 86 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 86 17 2008 2008 CD work_zhl5dw75nfhy7oputsllvjjcqq 86 18 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 86 19 contains contain VBZ work_zhl5dw75nfhy7oputsllvjjcqq 86 20 newspaper newspaper NN work_zhl5dw75nfhy7oputsllvjjcqq 86 21 articles article NNS work_zhl5dw75nfhy7oputsllvjjcqq 86 22 tagged tag VBN work_zhl5dw75nfhy7oputsllvjjcqq 86 23 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 86 24 additional additional JJ work_zhl5dw75nfhy7oputsllvjjcqq 86 25 metadata metadata NN work_zhl5dw75nfhy7oputsllvjjcqq 86 26 reflecting reflect VBG work_zhl5dw75nfhy7oputsllvjjcqq 86 27 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 86 28 content content NN work_zhl5dw75nfhy7oputsllvjjcqq 86 29 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 86 30 publication publication NN work_zhl5dw75nfhy7oputsllvjjcqq 86 31 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 86 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 87 1 To to TO work_zhl5dw75nfhy7oputsllvjjcqq 87 2 constrain constrain VB work_zhl5dw75nfhy7oputsllvjjcqq 87 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 87 4 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 87 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 87 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 87 7 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 87 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 87 9 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 87 10 enhance enhance VB work_zhl5dw75nfhy7oputsllvjjcqq 87 11 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 87 12 specificity specificity NN work_zhl5dw75nfhy7oputsllvjjcqq 87 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 87 14 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 87 15 extract extract VBP work_zhl5dw75nfhy7oputsllvjjcqq 87 16 data datum NNS work_zhl5dw75nfhy7oputsllvjjcqq 87 17 only only RB work_zhl5dw75nfhy7oputsllvjjcqq 87 18 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 87 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 87 20 year year NN work_zhl5dw75nfhy7oputsllvjjcqq 87 21 2000 2000 CD work_zhl5dw75nfhy7oputsllvjjcqq 87 22 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 87 23 focus focus VB work_zhl5dw75nfhy7oputsllvjjcqq 87 24 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 87 25 only only RB work_zhl5dw75nfhy7oputsllvjjcqq 87 26 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 87 27 sections section NNS work_zhl5dw75nfhy7oputsllvjjcqq 87 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 87 29 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 87 30 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 87 31 dataset dataset NN work_zhl5dw75nfhy7oputsllvjjcqq 87 32 : : : work_zhl5dw75nfhy7oputsllvjjcqq 87 33 sports sport NNS work_zhl5dw75nfhy7oputsllvjjcqq 87 34 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 87 35 music music NN work_zhl5dw75nfhy7oputsllvjjcqq 87 36 . . . work_zhl5dw75nfhy7oputsllvjjcqq 88 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 88 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 88 3 resulting result VBG work_zhl5dw75nfhy7oputsllvjjcqq 88 4 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 88 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 88 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 88 7 sports sport NNS work_zhl5dw75nfhy7oputsllvjjcqq 88 8 section section NN work_zhl5dw75nfhy7oputsllvjjcqq 88 9 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 88 10 substantially substantially RB work_zhl5dw75nfhy7oputsllvjjcqq 88 11 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 88 12 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 88 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 88 14 music music NN work_zhl5dw75nfhy7oputsllvjjcqq 88 15 section section NN work_zhl5dw75nfhy7oputsllvjjcqq 88 16 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 88 17 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 88 18 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 88 19 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 88 20 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 88 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 89 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 89 2 treat treat VBP work_zhl5dw75nfhy7oputsllvjjcqq 89 3 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 89 4 article article NN work_zhl5dw75nfhy7oputsllvjjcqq 89 5 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 89 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 89 7 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 89 8 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 89 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 90 1 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 90 2 Reddit2 Reddit2 NNP work_zhl5dw75nfhy7oputsllvjjcqq 90 3 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 90 4 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 90 5 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 90 6 website website NN work_zhl5dw75nfhy7oputsllvjjcqq 90 7 containing contain VBG work_zhl5dw75nfhy7oputsllvjjcqq 90 8 thou- thou- XX work_zhl5dw75nfhy7oputsllvjjcqq 90 9 sands sand NNS work_zhl5dw75nfhy7oputsllvjjcqq 90 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 90 11 forums forum NNS work_zhl5dw75nfhy7oputsllvjjcqq 90 12 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 90 13 subreddits subreddit NNS work_zhl5dw75nfhy7oputsllvjjcqq 90 14 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 90 15 organized organize VBN work_zhl5dw75nfhy7oputsllvjjcqq 90 16 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 90 17 topic topic NN work_zhl5dw75nfhy7oputsllvjjcqq 90 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 91 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 91 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 91 3 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 91 4 dataset dataset NN work_zhl5dw75nfhy7oputsllvjjcqq 91 5 containing contain VBG work_zhl5dw75nfhy7oputsllvjjcqq 91 6 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 91 7 posts post NNS work_zhl5dw75nfhy7oputsllvjjcqq 91 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 91 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 91 10 years year NNS work_zhl5dw75nfhy7oputsllvjjcqq 91 11 2007- 2007- CD work_zhl5dw75nfhy7oputsllvjjcqq 91 12 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 91 13 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 91 14 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 91 15 subreddits subreddit NNS work_zhl5dw75nfhy7oputsllvjjcqq 91 16 : : : work_zhl5dw75nfhy7oputsllvjjcqq 91 17 /r /r . work_zhl5dw75nfhy7oputsllvjjcqq 91 18 / / SYM work_zhl5dw75nfhy7oputsllvjjcqq 91 19 AskScience AskScience NNP work_zhl5dw75nfhy7oputsllvjjcqq 91 20 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 91 21 /r /r NNP work_zhl5dw75nfhy7oputsllvjjcqq 91 22 / / SYM work_zhl5dw75nfhy7oputsllvjjcqq 91 23 AskHistorians AskHistorians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 91 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 92 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 92 2 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 92 3 subreddits subreddit NNS work_zhl5dw75nfhy7oputsllvjjcqq 92 4 allow allow VBP work_zhl5dw75nfhy7oputsllvjjcqq 92 5 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 92 6 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 92 7 post post VB work_zhl5dw75nfhy7oputsllvjjcqq 92 8 any any DT work_zhl5dw75nfhy7oputsllvjjcqq 92 9 question question NN work_zhl5dw75nfhy7oputsllvjjcqq 92 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 92 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 92 12 topics topic NNS work_zhl5dw75nfhy7oputsllvjjcqq 92 13 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 92 14 history history NN work_zhl5dw75nfhy7oputsllvjjcqq 92 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 92 16 science science NN work_zhl5dw75nfhy7oputsllvjjcqq 92 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 92 18 respectively respectively RB work_zhl5dw75nfhy7oputsllvjjcqq 92 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 93 1 AskScience AskScience NNP work_zhl5dw75nfhy7oputsllvjjcqq 93 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 93 3 more more JJR work_zhl5dw75nfhy7oputsllvjjcqq 93 4 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 93 5 five five CD work_zhl5dw75nfhy7oputsllvjjcqq 93 6 times time NNS work_zhl5dw75nfhy7oputsllvjjcqq 93 7 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 93 8 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 93 9 AskHistorians AskHistorians NNP work_zhl5dw75nfhy7oputsllvjjcqq 93 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 93 11 though though IN work_zhl5dw75nfhy7oputsllvjjcqq 93 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 93 13 doc- doc- NN work_zhl5dw75nfhy7oputsllvjjcqq 93 14 2https://www.reddit.com/ 2https://www.reddit.com/ NNP work_zhl5dw75nfhy7oputsllvjjcqq 93 15 ument ument NN work_zhl5dw75nfhy7oputsllvjjcqq 93 16 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 93 17 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 93 18 generally generally RB work_zhl5dw75nfhy7oputsllvjjcqq 93 19 longer long JJR work_zhl5dw75nfhy7oputsllvjjcqq 93 20 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 93 21 AskHistorians AskHistorians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 93 22 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 93 23 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 93 24 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 93 25 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 93 26 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 93 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 94 1 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 94 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 94 3 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 94 4 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 94 5 data data NN work_zhl5dw75nfhy7oputsllvjjcqq 94 6 source source NN work_zhl5dw75nfhy7oputsllvjjcqq 94 7 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 94 8 computational computational JJ work_zhl5dw75nfhy7oputsllvjjcqq 94 9 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 94 10 science science NN work_zhl5dw75nfhy7oputsllvjjcqq 94 11 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 94 12 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 94 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 94 14 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 94 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 94 16 subreddits subreddit NNS work_zhl5dw75nfhy7oputsllvjjcqq 94 17 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 94 18 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 94 19 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 94 20 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 94 21 explore explore VB work_zhl5dw75nfhy7oputsllvjjcqq 94 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 94 23 distinctiveness distinctiveness NN work_zhl5dw75nfhy7oputsllvjjcqq 94 24 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 94 25 dynamicity dynamicity NN work_zhl5dw75nfhy7oputsllvjjcqq 94 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 94 27 communities community NNS work_zhl5dw75nfhy7oputsllvjjcqq 94 28 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 94 29 Zhang Zhang NNP work_zhl5dw75nfhy7oputsllvjjcqq 94 30 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 94 31 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 94 32 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 94 33 , , , work_zhl5dw75nfhy7oputsllvjjcqq 94 34 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 94 35 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 94 36 . . . work_zhl5dw75nfhy7oputsllvjjcqq 95 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 95 2 treat treat VBP work_zhl5dw75nfhy7oputsllvjjcqq 95 3 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 95 4 original original JJ work_zhl5dw75nfhy7oputsllvjjcqq 95 5 post post NN work_zhl5dw75nfhy7oputsllvjjcqq 95 6 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 95 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 95 8 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 95 9 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 95 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 96 1 4 4 LS work_zhl5dw75nfhy7oputsllvjjcqq 96 2 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 96 3 Parameters Parameters NNPS work_zhl5dw75nfhy7oputsllvjjcqq 96 4 Order order NN work_zhl5dw75nfhy7oputsllvjjcqq 96 5 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 96 6 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 96 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 96 8 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 96 9 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 96 10 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 96 11 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 96 12 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 96 13 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 96 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 96 15 sample sample VB work_zhl5dw75nfhy7oputsllvjjcqq 96 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 96 17 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 96 18 : : : work_zhl5dw75nfhy7oputsllvjjcqq 96 19 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 96 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 96 21 SHUFFLED shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 96 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 96 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 96 24 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 96 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 97 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 97 2 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 97 3 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 97 4 includes include VBZ work_zhl5dw75nfhy7oputsllvjjcqq 97 5 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 97 6 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 97 7 exactly exactly RB work_zhl5dw75nfhy7oputsllvjjcqq 97 8 once once RB work_zhl5dw75nfhy7oputsllvjjcqq 97 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 97 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 97 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 97 12 doc- doc- NN work_zhl5dw75nfhy7oputsllvjjcqq 97 13 uments ument NNS work_zhl5dw75nfhy7oputsllvjjcqq 97 14 appear appear VBP work_zhl5dw75nfhy7oputsllvjjcqq 97 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 97 16 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 97 17 constant constant JJ work_zhl5dw75nfhy7oputsllvjjcqq 97 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 97 19 chronological chronological JJ work_zhl5dw75nfhy7oputsllvjjcqq 97 20 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 97 21 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 97 22 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 97 23 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 97 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 98 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 98 2 purpose purpose NN work_zhl5dw75nfhy7oputsllvjjcqq 98 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 98 4 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 98 5 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 98 6 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 98 7 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 98 8 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 98 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 98 10 baseline baseline NN work_zhl5dw75nfhy7oputsllvjjcqq 98 11 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 98 12 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 98 13 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 98 14 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 98 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 98 16 independent independent JJ work_zhl5dw75nfhy7oputsllvjjcqq 98 17 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 98 18 any any DT work_zhl5dw75nfhy7oputsllvjjcqq 98 19 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 98 20 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 98 21 input input NN work_zhl5dw75nfhy7oputsllvjjcqq 98 22 data datum NNS work_zhl5dw75nfhy7oputsllvjjcqq 98 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 99 1 Algorith- Algorith- NNP work_zhl5dw75nfhy7oputsllvjjcqq 99 2 mic mic NN work_zhl5dw75nfhy7oputsllvjjcqq 99 3 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 99 4 may may MD work_zhl5dw75nfhy7oputsllvjjcqq 99 5 arise arise VB work_zhl5dw75nfhy7oputsllvjjcqq 99 6 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 99 7 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 99 8 initializations initialization NNS work_zhl5dw75nfhy7oputsllvjjcqq 99 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 99 10 learned learn VBN work_zhl5dw75nfhy7oputsllvjjcqq 99 11 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 99 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 99 13 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 99 14 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 99 15 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 99 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 99 17 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 99 18 randomized randomized JJ work_zhl5dw75nfhy7oputsllvjjcqq 99 19 subsampling subsampling NN work_zhl5dw75nfhy7oputsllvjjcqq 99 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 99 21 tokens token NNS work_zhl5dw75nfhy7oputsllvjjcqq 99 22 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 99 23 docu- docu- NN work_zhl5dw75nfhy7oputsllvjjcqq 99 24 ments ment NNS work_zhl5dw75nfhy7oputsllvjjcqq 99 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 100 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 100 2 SHUFFLED SHUFFLED NNP work_zhl5dw75nfhy7oputsllvjjcqq 100 3 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 100 4 includes include VBZ work_zhl5dw75nfhy7oputsllvjjcqq 100 5 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 100 6 docu- docu- NN work_zhl5dw75nfhy7oputsllvjjcqq 100 7 ment ment JJ work_zhl5dw75nfhy7oputsllvjjcqq 100 8 exactly exactly RB work_zhl5dw75nfhy7oputsllvjjcqq 100 9 once once RB work_zhl5dw75nfhy7oputsllvjjcqq 100 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 100 11 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 100 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 100 13 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 100 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 100 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 100 16 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 100 17 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 100 18 randomized randomize VBN work_zhl5dw75nfhy7oputsllvjjcqq 100 19 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 100 20 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 100 21 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 100 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 101 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 101 2 purpose purpose NN work_zhl5dw75nfhy7oputsllvjjcqq 101 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 101 4 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 101 5 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 101 6 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 101 7 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 101 8 evaluate evaluate VB work_zhl5dw75nfhy7oputsllvjjcqq 101 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 101 10 impact impact NN work_zhl5dw75nfhy7oputsllvjjcqq 101 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 101 12 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 101 13 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 101 14 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 101 15 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 101 16 present present VBP work_zhl5dw75nfhy7oputsllvjjcqq 101 17 examples example NNS work_zhl5dw75nfhy7oputsllvjjcqq 101 18 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 101 19 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 101 20 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 101 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 102 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 102 2 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 102 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 102 4 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 102 5 could could MD work_zhl5dw75nfhy7oputsllvjjcqq 102 6 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 102 7 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 102 8 important important JJ work_zhl5dw75nfhy7oputsllvjjcqq 102 9 factor factor NN work_zhl5dw75nfhy7oputsllvjjcqq 102 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 102 11 algo- algo- JJ work_zhl5dw75nfhy7oputsllvjjcqq 102 12 rithms rithms NNP work_zhl5dw75nfhy7oputsllvjjcqq 102 13 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 102 14 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 102 15 online online JJ work_zhl5dw75nfhy7oputsllvjjcqq 102 16 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 102 17 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 102 18 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 102 19 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 102 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 103 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 103 2 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 103 3 setting set VBG work_zhl5dw75nfhy7oputsllvjjcqq 103 4 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 103 5 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 103 6 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 103 7 randomly randomly RB work_zhl5dw75nfhy7oputsllvjjcqq 103 8 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 103 9 replacement replacement NN work_zhl5dw75nfhy7oputsllvjjcqq 103 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 103 11 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 103 12 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 103 13 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 103 14 equal equal JJ work_zhl5dw75nfhy7oputsllvjjcqq 103 15 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 103 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 103 17 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 103 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 103 19 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 103 20 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 103 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 103 22 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 103 23 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 103 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 104 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 104 2 purpose purpose NN work_zhl5dw75nfhy7oputsllvjjcqq 104 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 104 4 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 104 5 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 104 6 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 104 7 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 104 8 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 104 9 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 104 10 much much JJ work_zhl5dw75nfhy7oputsllvjjcqq 104 11 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 104 12 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 104 13 due due JJ work_zhl5dw75nfhy7oputsllvjjcqq 104 14 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 104 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 104 16 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 104 17 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 104 18 absence absence NN work_zhl5dw75nfhy7oputsllvjjcqq 104 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 104 20 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 104 21 sequences sequence NNS work_zhl5dw75nfhy7oputsllvjjcqq 104 22 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 104 23 110 110 CD work_zhl5dw75nfhy7oputsllvjjcqq 104 24 tokens token NNS work_zhl5dw75nfhy7oputsllvjjcqq 104 25 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 104 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 104 27 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 104 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 105 1 See see VB work_zhl5dw75nfhy7oputsllvjjcqq 105 2 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 105 3 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 105 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 105 5 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 105 6 comparison comparison NN work_zhl5dw75nfhy7oputsllvjjcqq 105 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 105 8 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 105 9 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 105 10 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 105 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 106 1 Size size NN work_zhl5dw75nfhy7oputsllvjjcqq 106 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 106 3 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 106 4 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 106 5 expect expect VBP work_zhl5dw75nfhy7oputsllvjjcqq 106 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 106 7 stability stability NN work_zhl5dw75nfhy7oputsllvjjcqq 106 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 106 9 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 106 10 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 106 11 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 106 12 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 106 13 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 106 14 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 106 15 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 106 16 influenced influence VBN work_zhl5dw75nfhy7oputsllvjjcqq 106 17 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 106 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 106 19 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 106 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 106 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 106 22 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 106 23 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 106 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 107 1 As as IN work_zhl5dw75nfhy7oputsllvjjcqq 107 2 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 107 3 add add VBP work_zhl5dw75nfhy7oputsllvjjcqq 107 4 more more JJR work_zhl5dw75nfhy7oputsllvjjcqq 107 5 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 107 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 107 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 107 8 impact impact NN work_zhl5dw75nfhy7oputsllvjjcqq 107 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 107 10 any any DT work_zhl5dw75nfhy7oputsllvjjcqq 107 11 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 107 12 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 107 13 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 107 14 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 107 15 less less RBR work_zhl5dw75nfhy7oputsllvjjcqq 107 16 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 107 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 108 1 At at IN work_zhl5dw75nfhy7oputsllvjjcqq 108 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 108 3 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 108 4 time time NN work_zhl5dw75nfhy7oputsllvjjcqq 108 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 108 6 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 108 7 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 108 8 may may MD work_zhl5dw75nfhy7oputsllvjjcqq 108 9 also also RB work_zhl5dw75nfhy7oputsllvjjcqq 108 10 tend tend VB work_zhl5dw75nfhy7oputsllvjjcqq 108 11 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 108 12 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 108 13 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 108 14 broad broad JJ work_zhl5dw75nfhy7oputsllvjjcqq 108 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 108 16 scope scope NN work_zhl5dw75nfhy7oputsllvjjcqq 108 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 108 18 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 108 19 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 108 20 style style NN work_zhl5dw75nfhy7oputsllvjjcqq 108 21 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 108 22 topic topic NN work_zhl5dw75nfhy7oputsllvjjcqq 108 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 108 24 leading lead VBG work_zhl5dw75nfhy7oputsllvjjcqq 108 25 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 108 26 less less RBR work_zhl5dw75nfhy7oputsllvjjcqq 108 27 idiosyn- idiosyn- JJ work_zhl5dw75nfhy7oputsllvjjcqq 108 28 cratic cratic JJ work_zhl5dw75nfhy7oputsllvjjcqq 108 29 patterns pattern NNS work_zhl5dw75nfhy7oputsllvjjcqq 108 30 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 108 31 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 108 32 co co NN work_zhl5dw75nfhy7oputsllvjjcqq 108 33 - - NN work_zhl5dw75nfhy7oputsllvjjcqq 108 34 occurrence occurrence NN work_zhl5dw75nfhy7oputsllvjjcqq 108 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 109 1 Therefore therefore RB work_zhl5dw75nfhy7oputsllvjjcqq 109 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 109 3 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 109 4 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 109 5 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 109 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 109 7 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 109 8 curate curate VBP work_zhl5dw75nfhy7oputsllvjjcqq 109 9 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 109 10 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 109 11 sub sub NN work_zhl5dw75nfhy7oputsllvjjcqq 109 12 - - NN work_zhl5dw75nfhy7oputsllvjjcqq 109 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 109 14 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 109 15 contains contain VBZ work_zhl5dw75nfhy7oputsllvjjcqq 109 16 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 109 17 % % NN work_zhl5dw75nfhy7oputsllvjjcqq 109 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 109 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 109 20 total total JJ work_zhl5dw75nfhy7oputsllvjjcqq 109 21 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 109 22 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 109 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 110 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 110 2 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 110 3 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 110 4 selected select VBN work_zhl5dw75nfhy7oputsllvjjcqq 110 5 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 110 6 contiguous contiguous JJ work_zhl5dw75nfhy7oputsllvjjcqq 110 7 sequences sequence NNS work_zhl5dw75nfhy7oputsllvjjcqq 110 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 110 9 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 110 10 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 110 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 110 12 beginning beginning NN work_zhl5dw75nfhy7oputsllvjjcqq 110 13 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 110 14 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 110 15 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 110 16 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 110 17 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 110 18 ensures ensure VBZ work_zhl5dw75nfhy7oputsllvjjcqq 110 19 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 110 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 110 21 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 110 22 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 110 23 remains remain VBZ work_zhl5dw75nfhy7oputsllvjjcqq 110 24 constant constant JJ work_zhl5dw75nfhy7oputsllvjjcqq 110 25 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 110 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 111 1 Length length NN work_zhl5dw75nfhy7oputsllvjjcqq 111 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 111 3 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 111 4 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 111 5 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 111 6 two two CD work_zhl5dw75nfhy7oputsllvjjcqq 111 7 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 111 8 seg- seg- NN work_zhl5dw75nfhy7oputsllvjjcqq 111 9 mentation mentation NN work_zhl5dw75nfhy7oputsllvjjcqq 111 10 strategies strategy NNS work_zhl5dw75nfhy7oputsllvjjcqq 111 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 112 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 112 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 112 3 first first JJ work_zhl5dw75nfhy7oputsllvjjcqq 112 4 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 112 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 112 6 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 112 7 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 112 8 instance instance NN work_zhl5dw75nfhy7oputsllvjjcqq 112 9 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 112 10 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 112 11 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 112 12 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 112 13 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 112 14 i.e. i.e. FW work_zhl5dw75nfhy7oputsllvjjcqq 113 1 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 113 2 article article NN work_zhl5dw75nfhy7oputsllvjjcqq 113 3 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 113 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 113 5 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 113 6 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 113 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 113 8 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 113 9 opinion opinion NN work_zhl5dw75nfhy7oputsllvjjcqq 113 10 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 113 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 113 12 Courts Courts NNPS work_zhl5dw75nfhy7oputsllvjjcqq 113 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 113 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 113 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 113 16 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 113 17 post post NN work_zhl5dw75nfhy7oputsllvjjcqq 113 18 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 113 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 113 20 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 113 21 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 113 22 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 113 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 114 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 114 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 114 3 second second JJ work_zhl5dw75nfhy7oputsllvjjcqq 114 4 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 114 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 114 6 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 114 7 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 114 8 instance instance NN work_zhl5dw75nfhy7oputsllvjjcqq 114 9 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 114 10 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 114 11 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 114 12 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 114 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 115 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 115 2 ex- ex- RB work_zhl5dw75nfhy7oputsllvjjcqq 115 3 pect pect VBP work_zhl5dw75nfhy7oputsllvjjcqq 115 4 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 115 5 choice choice NN work_zhl5dw75nfhy7oputsllvjjcqq 115 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 115 7 segmentation segmentation NN work_zhl5dw75nfhy7oputsllvjjcqq 115 8 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 115 9 have have VB work_zhl5dw75nfhy7oputsllvjjcqq 115 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 115 11 largest large JJS work_zhl5dw75nfhy7oputsllvjjcqq 115 12 impact impact NN work_zhl5dw75nfhy7oputsllvjjcqq 115 13 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 115 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 115 15 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 115 16 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 115 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 116 1 Documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 116 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 116 3 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 116 4 characterized characterize VBN work_zhl5dw75nfhy7oputsllvjjcqq 116 5 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 116 6 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 116 7 bursty bursty NNP work_zhl5dw75nfhy7oputsllvjjcqq 116 8 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 116 9 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 116 10 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 116 11 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 116 12 locally locally RB work_zhl5dw75nfhy7oputsllvjjcqq 116 13 frequent frequent JJ work_zhl5dw75nfhy7oputsllvjjcqq 116 14 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 116 15 globally globally RB work_zhl5dw75nfhy7oputsllvjjcqq 116 16 rare rare JJ work_zhl5dw75nfhy7oputsllvjjcqq 116 17 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 116 18 Madsen Madsen NNP work_zhl5dw75nfhy7oputsllvjjcqq 116 19 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 116 20 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 116 21 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 116 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 116 23 2005 2005 CD work_zhl5dw75nfhy7oputsllvjjcqq 116 24 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 116 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 116 26 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 116 27 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 116 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 116 29 name name NN work_zhl5dw75nfhy7oputsllvjjcqq 116 30 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 116 31 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 116 32 defendant defendant NN work_zhl5dw75nfhy7oputsllvjjcqq 116 33 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 116 34 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 116 35 court court NN work_zhl5dw75nfhy7oputsllvjjcqq 116 36 case case NN work_zhl5dw75nfhy7oputsllvjjcqq 116 37 . . . work_zhl5dw75nfhy7oputsllvjjcqq 117 1 Sampling sample VBG work_zhl5dw75nfhy7oputsllvjjcqq 117 2 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 117 3 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 117 4 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 117 5 replacement replacement NN work_zhl5dw75nfhy7oputsllvjjcqq 117 6 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 117 7 magnify magnify VB work_zhl5dw75nfhy7oputsllvjjcqq 117 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 117 9 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 117 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 117 11 bursty bursty JJ work_zhl5dw75nfhy7oputsllvjjcqq 117 12 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 117 13 : : : work_zhl5dw75nfhy7oputsllvjjcqq 117 14 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 117 15 rare rare JJ work_zhl5dw75nfhy7oputsllvjjcqq 117 16 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 117 17 locally locally RB work_zhl5dw75nfhy7oputsllvjjcqq 117 18 frequent frequent JJ work_zhl5dw75nfhy7oputsllvjjcqq 117 19 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 117 20 will will MD work_zhl5dw75nfhy7oputsllvjjcqq 117 21 either either CC work_zhl5dw75nfhy7oputsllvjjcqq 117 22 occur occur VB work_zhl5dw75nfhy7oputsllvjjcqq 117 23 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 117 24 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 117 25 Bootstrap Bootstrap NNP work_zhl5dw75nfhy7oputsllvjjcqq 117 26 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 117 27 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 117 28 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 117 29 occur occur VB work_zhl5dw75nfhy7oputsllvjjcqq 117 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 118 1 Sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 118 2 sentences sentence NNS work_zhl5dw75nfhy7oputsllvjjcqq 118 3 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 118 4 replacement replacement NN work_zhl5dw75nfhy7oputsllvjjcqq 118 5 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 118 6 have have VB work_zhl5dw75nfhy7oputsllvjjcqq 118 7 less less JJR work_zhl5dw75nfhy7oputsllvjjcqq 118 8 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 118 9 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 118 10 bursty bursty JJ work_zhl5dw75nfhy7oputsllvjjcqq 118 11 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 118 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 118 13 since since IN work_zhl5dw75nfhy7oputsllvjjcqq 118 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 118 15 chance chance NN work_zhl5dw75nfhy7oputsllvjjcqq 118 16 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 118 17 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 118 18 entire entire JJ work_zhl5dw75nfhy7oputsllvjjcqq 118 19 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 118 20 will will MD work_zhl5dw75nfhy7oputsllvjjcqq 118 21 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 118 22 removed remove VBN work_zhl5dw75nfhy7oputsllvjjcqq 118 23 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 118 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 118 25 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 118 26 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 118 27 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 118 28 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 118 29 . . . work_zhl5dw75nfhy7oputsllvjjcqq 119 1 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 119 2 Algorithms Algorithms NNP work_zhl5dw75nfhy7oputsllvjjcqq 119 3 Evaluating evaluate VBG work_zhl5dw75nfhy7oputsllvjjcqq 119 4 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 119 5 current current JJ work_zhl5dw75nfhy7oputsllvjjcqq 119 6 embedding embedding NN work_zhl5dw75nfhy7oputsllvjjcqq 119 7 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 119 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 119 9 im- im- JJ work_zhl5dw75nfhy7oputsllvjjcqq 119 10 plementations plementation NNS work_zhl5dw75nfhy7oputsllvjjcqq 119 11 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 119 12 beyond beyond IN work_zhl5dw75nfhy7oputsllvjjcqq 119 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 119 14 scope scope NN work_zhl5dw75nfhy7oputsllvjjcqq 119 15 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 119 16 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 119 17 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 119 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 119 19 so so RB work_zhl5dw75nfhy7oputsllvjjcqq 119 20 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 119 21 select select VBP work_zhl5dw75nfhy7oputsllvjjcqq 119 22 four four CD work_zhl5dw75nfhy7oputsllvjjcqq 119 23 categories category NNS work_zhl5dw75nfhy7oputsllvjjcqq 119 24 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 119 25 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 119 26 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 119 27 represent represent VBP work_zhl5dw75nfhy7oputsllvjjcqq 119 28 distinct distinct JJ work_zhl5dw75nfhy7oputsllvjjcqq 119 29 optimization optimization NN work_zhl5dw75nfhy7oputsllvjjcqq 119 30 strategies strategy NNS work_zhl5dw75nfhy7oputsllvjjcqq 119 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 120 1 Recall recall VB work_zhl5dw75nfhy7oputsllvjjcqq 120 2 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 120 3 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 120 4 goal goal NN work_zhl5dw75nfhy7oputsllvjjcqq 120 5 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 120 6 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 120 7 examine examine VB work_zhl5dw75nfhy7oputsllvjjcqq 120 8 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 120 9 algorithms algorithms NNP work_zhl5dw75nfhy7oputsllvjjcqq 120 10 respond respond VBP work_zhl5dw75nfhy7oputsllvjjcqq 120 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 120 12 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 120 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 120 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 120 15 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 120 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 120 17 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 120 18 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 120 19 maximize maximize VB work_zhl5dw75nfhy7oputsllvjjcqq 120 20 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 120 21 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 120 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 120 23 accuracy accuracy NN work_zhl5dw75nfhy7oputsllvjjcqq 120 24 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 120 25 effectiveness effectiveness NN work_zhl5dw75nfhy7oputsllvjjcqq 120 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 120 27 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 120 28 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 120 29 . . . work_zhl5dw75nfhy7oputsllvjjcqq 121 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 121 2 first first JJ work_zhl5dw75nfhy7oputsllvjjcqq 121 3 category category NN work_zhl5dw75nfhy7oputsllvjjcqq 121 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 121 5 online online JJ work_zhl5dw75nfhy7oputsllvjjcqq 121 6 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 121 7 updates update NNS work_zhl5dw75nfhy7oputsllvjjcqq 121 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 121 9 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 121 10 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 121 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 121 12 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 121 13 updates update VBZ work_zhl5dw75nfhy7oputsllvjjcqq 121 14 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 121 15 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 121 16 us- us- VBP work_zhl5dw75nfhy7oputsllvjjcqq 121 17 ing e VBG work_zhl5dw75nfhy7oputsllvjjcqq 121 18 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 121 19 gradients gradient NNS work_zhl5dw75nfhy7oputsllvjjcqq 121 20 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 121 21 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 121 22 proceeds proceed VBZ work_zhl5dw75nfhy7oputsllvjjcqq 121 23 through through IN work_zhl5dw75nfhy7oputsllvjjcqq 121 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 121 25 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 121 26 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 121 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 122 1 All all DT work_zhl5dw75nfhy7oputsllvjjcqq 122 2 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 122 3 implemented implement VBN work_zhl5dw75nfhy7oputsllvjjcqq 122 4 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 122 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 122 6 word2vec word2vec NN work_zhl5dw75nfhy7oputsllvjjcqq 122 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 122 8 fastText fasttext NN work_zhl5dw75nfhy7oputsllvjjcqq 122 9 packages package NNS work_zhl5dw75nfhy7oputsllvjjcqq 122 10 follow follow VBP work_zhl5dw75nfhy7oputsllvjjcqq 122 11 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 122 12 format format NN work_zhl5dw75nfhy7oputsllvjjcqq 122 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 122 14 including include VBG work_zhl5dw75nfhy7oputsllvjjcqq 122 15 skip skip NN work_zhl5dw75nfhy7oputsllvjjcqq 122 16 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 122 17 gram gram NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 122 19 CBOW CBOW NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 122 21 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 122 22 sam- sam- JJ work_zhl5dw75nfhy7oputsllvjjcqq 122 23 pling pling NN work_zhl5dw75nfhy7oputsllvjjcqq 122 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 122 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 122 26 hierarchical hierarchical NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 27 softmax softmax NN work_zhl5dw75nfhy7oputsllvjjcqq 122 28 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 122 29 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 30 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 122 31 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 32 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 122 33 , , , work_zhl5dw75nfhy7oputsllvjjcqq 122 34 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 122 35 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 122 36 . . . work_zhl5dw75nfhy7oputsllvjjcqq 123 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 123 2 focus focus VBP work_zhl5dw75nfhy7oputsllvjjcqq 123 3 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 123 4 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 123 5 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 123 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 123 7 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 123 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 123 9 representative representative JJ work_zhl5dw75nfhy7oputsllvjjcqq 123 10 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 123 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 124 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 124 2 second second JJ work_zhl5dw75nfhy7oputsllvjjcqq 124 3 category category NN work_zhl5dw75nfhy7oputsllvjjcqq 124 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 124 5 batch batch VB work_zhl5dw75nfhy7oputsllvjjcqq 124 6 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 124 7 updates update NNS work_zhl5dw75nfhy7oputsllvjjcqq 124 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 124 9 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 124 10 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 124 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 124 12 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 124 13 first first RB work_zhl5dw75nfhy7oputsllvjjcqq 124 14 collects collect VBZ work_zhl5dw75nfhy7oputsllvjjcqq 124 15 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 124 16 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 124 17 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 124 18 summary summary NN work_zhl5dw75nfhy7oputsllvjjcqq 124 19 statistics statistic NNS work_zhl5dw75nfhy7oputsllvjjcqq 124 20 derived derive VBN work_zhl5dw75nfhy7oputsllvjjcqq 124 21 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 124 22 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 124 23 pass pass NN work_zhl5dw75nfhy7oputsllvjjcqq 124 24 through through IN work_zhl5dw75nfhy7oputsllvjjcqq 124 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 124 26 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 124 27 data datum NNS work_zhl5dw75nfhy7oputsllvjjcqq 124 28 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 124 29 takes take VBZ work_zhl5dw75nfhy7oputsllvjjcqq 124 30 place place NN work_zhl5dw75nfhy7oputsllvjjcqq 124 31 before before IN work_zhl5dw75nfhy7oputsllvjjcqq 124 32 any any DT work_zhl5dw75nfhy7oputsllvjjcqq 124 33 parame- parame- NN work_zhl5dw75nfhy7oputsllvjjcqq 124 34 ters ter NNS work_zhl5dw75nfhy7oputsllvjjcqq 124 35 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 124 36 set set VBN work_zhl5dw75nfhy7oputsllvjjcqq 124 37 , , , work_zhl5dw75nfhy7oputsllvjjcqq 124 38 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 124 39 then then RB work_zhl5dw75nfhy7oputsllvjjcqq 124 40 updates update VBZ work_zhl5dw75nfhy7oputsllvjjcqq 124 41 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 124 42 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 124 43 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 124 44 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 124 45 optimization optimization NN work_zhl5dw75nfhy7oputsllvjjcqq 124 46 . . . work_zhl5dw75nfhy7oputsllvjjcqq 125 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 125 2 select select VBP work_zhl5dw75nfhy7oputsllvjjcqq 125 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 125 4 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 125 5 algo- algo- NN work_zhl5dw75nfhy7oputsllvjjcqq 125 6 rithm rithm NN work_zhl5dw75nfhy7oputsllvjjcqq 125 7 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 125 8 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 125 9 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 125 10 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 125 11 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 125 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 125 13 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 125 14 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 125 15 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 125 16 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 125 17 representative representative JJ work_zhl5dw75nfhy7oputsllvjjcqq 125 18 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 125 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 126 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 126 2 third third JJ work_zhl5dw75nfhy7oputsllvjjcqq 126 3 category category NN work_zhl5dw75nfhy7oputsllvjjcqq 126 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 126 5 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 126 6 factorization factorization NN work_zhl5dw75nfhy7oputsllvjjcqq 126 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 126 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 126 9 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 126 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 126 11 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 126 12 makes make VBZ work_zhl5dw75nfhy7oputsllvjjcqq 126 13 deterministic deterministic JJ work_zhl5dw75nfhy7oputsllvjjcqq 126 14 updates update NNS work_zhl5dw75nfhy7oputsllvjjcqq 126 15 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 126 16 model model VB work_zhl5dw75nfhy7oputsllvjjcqq 126 17 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 126 18 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 126 19 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 126 20 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 126 21 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 126 22 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 126 23 summary summary NN work_zhl5dw75nfhy7oputsllvjjcqq 126 24 statistics statistic NNS work_zhl5dw75nfhy7oputsllvjjcqq 126 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 127 1 As as IN work_zhl5dw75nfhy7oputsllvjjcqq 127 2 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 127 3 representative representative JJ work_zhl5dw75nfhy7oputsllvjjcqq 127 4 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 127 5 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 127 6 include include VBP work_zhl5dw75nfhy7oputsllvjjcqq 127 7 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 127 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 127 9 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 127 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 127 11 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 127 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 127 13 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 127 14 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 127 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 128 1 Finally finally RB work_zhl5dw75nfhy7oputsllvjjcqq 128 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 128 3 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 128 4 test test VB work_zhl5dw75nfhy7oputsllvjjcqq 128 5 whether whether IN work_zhl5dw75nfhy7oputsllvjjcqq 128 6 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 128 7 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 128 8 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 128 9 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 128 10 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 128 11 factor factor NN work_zhl5dw75nfhy7oputsllvjjcqq 128 12 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 128 13 include include VBP work_zhl5dw75nfhy7oputsllvjjcqq 128 14 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 128 15 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 128 16 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 128 17 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 128 18 embedding embedding NN work_zhl5dw75nfhy7oputsllvjjcqq 128 19 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 128 20 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 128 21 uses use VBZ work_zhl5dw75nfhy7oputsllvjjcqq 128 22 ma- ma- XX work_zhl5dw75nfhy7oputsllvjjcqq 128 23 trix trix NN work_zhl5dw75nfhy7oputsllvjjcqq 128 24 factorization factorization NN work_zhl5dw75nfhy7oputsllvjjcqq 128 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 128 26 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 27 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 128 28 Deerwester Deerwester NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 29 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 128 30 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 31 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 128 33 1990 1990 CD work_zhl5dw75nfhy7oputsllvjjcqq 128 34 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 128 35 Lan- Lan- NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 36 dauer dauer JJ work_zhl5dw75nfhy7oputsllvjjcqq 128 37 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 128 38 Dumais Dumais NNP work_zhl5dw75nfhy7oputsllvjjcqq 128 39 , , , work_zhl5dw75nfhy7oputsllvjjcqq 128 40 1997 1997 CD work_zhl5dw75nfhy7oputsllvjjcqq 128 41 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 128 42 . . . work_zhl5dw75nfhy7oputsllvjjcqq 129 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 129 2 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 129 3 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 129 4 include include VBP work_zhl5dw75nfhy7oputsllvjjcqq 129 5 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 129 6 hyperparam- hyperparam- JJ work_zhl5dw75nfhy7oputsllvjjcqq 129 7 eters eter NNS work_zhl5dw75nfhy7oputsllvjjcqq 129 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 129 9 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 129 10 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 129 11 known know VBN work_zhl5dw75nfhy7oputsllvjjcqq 129 12 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 129 13 have have VB work_zhl5dw75nfhy7oputsllvjjcqq 129 14 measurable measurable JJ work_zhl5dw75nfhy7oputsllvjjcqq 129 15 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 129 16 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 129 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 129 18 resulting result VBG work_zhl5dw75nfhy7oputsllvjjcqq 129 19 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 129 20 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 129 21 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 129 22 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 129 23 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 129 24 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 129 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 129 26 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 129 27 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 129 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 130 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 130 2 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 130 3 attempted attempt VBN work_zhl5dw75nfhy7oputsllvjjcqq 130 4 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 130 5 choose choose VB work_zhl5dw75nfhy7oputsllvjjcqq 130 6 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 130 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 130 8 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 130 9 parame- parame- JJ work_zhl5dw75nfhy7oputsllvjjcqq 130 10 ters ter NNS work_zhl5dw75nfhy7oputsllvjjcqq 130 11 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 130 12 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 130 13 commonly commonly RB work_zhl5dw75nfhy7oputsllvjjcqq 130 14 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 130 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 130 16 comparable comparable JJ work_zhl5dw75nfhy7oputsllvjjcqq 130 17 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 130 18 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 130 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 130 20 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 130 21 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 130 22 emphasize emphasize VBP work_zhl5dw75nfhy7oputsllvjjcqq 130 23 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 130 24 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 130 25 full full JJ work_zhl5dw75nfhy7oputsllvjjcqq 130 26 evaluation evaluation NN work_zhl5dw75nfhy7oputsllvjjcqq 130 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 130 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 130 29 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 130 30 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 130 31 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 130 32 algorithmic algorithmic JJ work_zhl5dw75nfhy7oputsllvjjcqq 130 33 parameter parameter NN work_zhl5dw75nfhy7oputsllvjjcqq 130 34 would would MD work_zhl5dw75nfhy7oputsllvjjcqq 130 35 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 130 36 beyond beyond IN work_zhl5dw75nfhy7oputsllvjjcqq 130 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 130 38 scope scope NN work_zhl5dw75nfhy7oputsllvjjcqq 130 39 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 130 40 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 130 41 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 130 42 . . . work_zhl5dw75nfhy7oputsllvjjcqq 131 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 131 2 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 131 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 131 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 131 5 following follow VBG work_zhl5dw75nfhy7oputsllvjjcqq 131 6 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 131 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 131 8 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 131 9 set set VBD work_zhl5dw75nfhy7oputsllvjjcqq 131 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 131 11 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 131 12 window window NN work_zhl5dw75nfhy7oputsllvjjcqq 131 13 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 131 14 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 131 15 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 131 16 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 131 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 131 18 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 131 19 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 131 20 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 131 21 100 100 CD work_zhl5dw75nfhy7oputsllvjjcqq 131 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 132 1 Since since IN work_zhl5dw75nfhy7oputsllvjjcqq 132 2 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 132 3 re- re- RB work_zhl5dw75nfhy7oputsllvjjcqq 132 4 move move VBP work_zhl5dw75nfhy7oputsllvjjcqq 132 5 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 132 6 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 132 7 occur occur VBP work_zhl5dw75nfhy7oputsllvjjcqq 132 8 fewer few JJR work_zhl5dw75nfhy7oputsllvjjcqq 132 9 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 132 10 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 132 11 times time NNS work_zhl5dw75nfhy7oputsllvjjcqq 132 12 during during IN work_zhl5dw75nfhy7oputsllvjjcqq 132 13 preprocessing preprocessing NN work_zhl5dw75nfhy7oputsllvjjcqq 132 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 132 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 132 16 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 132 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 132 18 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 132 19 set set VBD work_zhl5dw75nfhy7oputsllvjjcqq 132 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 132 21 frequency frequency NN work_zhl5dw75nfhy7oputsllvjjcqq 132 22 threshold threshold NN work_zhl5dw75nfhy7oputsllvjjcqq 132 23 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 132 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 132 25 following follow VBG work_zhl5dw75nfhy7oputsllvjjcqq 132 26 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 132 27 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 132 28 0 0 CD work_zhl5dw75nfhy7oputsllvjjcqq 132 29 . . . work_zhl5dw75nfhy7oputsllvjjcqq 133 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 133 2 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 133 3 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 133 4 hyperparameters hyperparameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 133 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 133 6 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 133 7 follow follow VBP work_zhl5dw75nfhy7oputsllvjjcqq 133 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 133 9 de- de- NN work_zhl5dw75nfhy7oputsllvjjcqq 133 10 fault fault NN work_zhl5dw75nfhy7oputsllvjjcqq 133 11 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 133 12 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 133 13 popular popular JJ work_zhl5dw75nfhy7oputsllvjjcqq 133 14 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 133 15 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 133 16 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 133 17 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 133 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 133 19 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 133 20 described describe VBN work_zhl5dw75nfhy7oputsllvjjcqq 133 21 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 133 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 133 23 following following JJ work_zhl5dw75nfhy7oputsllvjjcqq 133 24 sections section NNS work_zhl5dw75nfhy7oputsllvjjcqq 133 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 134 1 5.1 5.1 CD work_zhl5dw75nfhy7oputsllvjjcqq 134 2 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 3 Latent Latent NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 4 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 134 5 analysis analysis NN work_zhl5dw75nfhy7oputsllvjjcqq 134 6 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 134 7 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 8 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 134 9 factorizes factorize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 134 10 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 134 11 sparse sparse JJ work_zhl5dw75nfhy7oputsllvjjcqq 134 12 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 134 13 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 134 14 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 134 15 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 134 16 X X NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 17 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 134 18 Deerwester Deerwester NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 19 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 134 20 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 21 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 134 23 1990 1990 CD work_zhl5dw75nfhy7oputsllvjjcqq 134 24 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 134 25 Landauer Landauer NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 26 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 134 27 Dumais Dumais NNP work_zhl5dw75nfhy7oputsllvjjcqq 134 28 , , , work_zhl5dw75nfhy7oputsllvjjcqq 134 29 1997 1997 CD work_zhl5dw75nfhy7oputsllvjjcqq 134 30 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 134 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 135 1 X X NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 135 3 factored factor VBN work_zhl5dw75nfhy7oputsllvjjcqq 135 4 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 135 5 singular singular JJ work_zhl5dw75nfhy7oputsllvjjcqq 135 6 value value NN work_zhl5dw75nfhy7oputsllvjjcqq 135 7 decomposition decomposition NN work_zhl5dw75nfhy7oputsllvjjcqq 135 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 135 9 SVD SVD NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 10 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 135 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 135 12 retaining retain VBG work_zhl5dw75nfhy7oputsllvjjcqq 135 13 K K NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 14 singular singular JJ work_zhl5dw75nfhy7oputsllvjjcqq 135 15 values value NNS work_zhl5dw75nfhy7oputsllvjjcqq 135 16 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 135 17 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 135 18 X X NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 19 ≈ ≈ NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 20 XK XK NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 21 = = SYM work_zhl5dw75nfhy7oputsllvjjcqq 135 22 UK UK NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 23 ΣKV ΣKV NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 24 TK TK NNP work_zhl5dw75nfhy7oputsllvjjcqq 135 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 136 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 136 2 elements element NNS work_zhl5dw75nfhy7oputsllvjjcqq 136 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 136 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 136 5 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 136 6 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 136 7 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 136 8 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 136 9 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 136 10 weighted weight VBN work_zhl5dw75nfhy7oputsllvjjcqq 136 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 136 12 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 136 13 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 136 14 TF TF NNP work_zhl5dw75nfhy7oputsllvjjcqq 136 15 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 136 16 IDF IDF NNP work_zhl5dw75nfhy7oputsllvjjcqq 136 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 136 18 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 136 19 measures measure VBZ work_zhl5dw75nfhy7oputsllvjjcqq 136 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 136 21 111 111 CD work_zhl5dw75nfhy7oputsllvjjcqq 136 22 importance importance NN work_zhl5dw75nfhy7oputsllvjjcqq 136 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 136 24 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 136 25 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 136 26 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 136 27 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 136 28 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 136 29 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 136 30 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 136 31 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 136 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 137 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 2 dense dense JJ work_zhl5dw75nfhy7oputsllvjjcqq 137 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 137 4 low low JJ work_zhl5dw75nfhy7oputsllvjjcqq 137 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 137 6 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 137 7 approximation approximation NN work_zhl5dw75nfhy7oputsllvjjcqq 137 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 137 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 10 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 137 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 137 12 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 137 13 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 137 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 137 15 XK XK NNP work_zhl5dw75nfhy7oputsllvjjcqq 137 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 137 17 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 137 18 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 137 19 used use VBN work_zhl5dw75nfhy7oputsllvjjcqq 137 20 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 137 21 measure measure VB work_zhl5dw75nfhy7oputsllvjjcqq 137 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 23 relatedness relatedness NN work_zhl5dw75nfhy7oputsllvjjcqq 137 24 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 137 25 terms term NNS work_zhl5dw75nfhy7oputsllvjjcqq 137 26 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 137 27 calculating calculate VBG work_zhl5dw75nfhy7oputsllvjjcqq 137 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 29 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 137 30 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 137 31 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 137 32 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 33 relevant relevant JJ work_zhl5dw75nfhy7oputsllvjjcqq 137 34 rows row NNS work_zhl5dw75nfhy7oputsllvjjcqq 137 35 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 137 36 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 137 37 reduced reduced JJ work_zhl5dw75nfhy7oputsllvjjcqq 137 38 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 137 39 . . . work_zhl5dw75nfhy7oputsllvjjcqq 138 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 138 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 138 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 138 4 sci sci NNP work_zhl5dw75nfhy7oputsllvjjcqq 138 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 138 6 kit kit NNP work_zhl5dw75nfhy7oputsllvjjcqq 138 7 learn3 learn3 NN work_zhl5dw75nfhy7oputsllvjjcqq 138 8 package package NN work_zhl5dw75nfhy7oputsllvjjcqq 138 9 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 138 10 train train VB work_zhl5dw75nfhy7oputsllvjjcqq 138 11 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 138 12 LSA lsa NN work_zhl5dw75nfhy7oputsllvjjcqq 138 13 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 138 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 139 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 139 2 create create VBP work_zhl5dw75nfhy7oputsllvjjcqq 139 3 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 139 4 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 139 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 139 6 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 139 7 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 139 8 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 139 9 TF TF NNP work_zhl5dw75nfhy7oputsllvjjcqq 139 10 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 139 11 IDF IDF NNP work_zhl5dw75nfhy7oputsllvjjcqq 139 12 weighting weighting NN work_zhl5dw75nfhy7oputsllvjjcqq 139 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 139 14 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 139 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 139 16 default default NN work_zhl5dw75nfhy7oputsllvjjcqq 139 17 set- set- VBZ work_zhl5dw75nfhy7oputsllvjjcqq 139 18 tings ting NNS work_zhl5dw75nfhy7oputsllvjjcqq 139 19 except except IN work_zhl5dw75nfhy7oputsllvjjcqq 139 20 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 139 21 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 139 22 add add VBP work_zhl5dw75nfhy7oputsllvjjcqq 139 23 L2 l2 JJ work_zhl5dw75nfhy7oputsllvjjcqq 139 24 normalization normalization NN work_zhl5dw75nfhy7oputsllvjjcqq 139 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 139 26 sub- sub- RB work_zhl5dw75nfhy7oputsllvjjcqq 139 27 linear linear JJ work_zhl5dw75nfhy7oputsllvjjcqq 139 28 TF TF NNP work_zhl5dw75nfhy7oputsllvjjcqq 139 29 scaling scaling NN work_zhl5dw75nfhy7oputsllvjjcqq 139 30 , , , work_zhl5dw75nfhy7oputsllvjjcqq 139 31 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 139 32 scales scale VBZ work_zhl5dw75nfhy7oputsllvjjcqq 139 33 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 139 34 importance importance NN work_zhl5dw75nfhy7oputsllvjjcqq 139 35 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 139 36 terms term NNS work_zhl5dw75nfhy7oputsllvjjcqq 139 37 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 139 38 high high JJ work_zhl5dw75nfhy7oputsllvjjcqq 139 39 frequency frequency NN work_zhl5dw75nfhy7oputsllvjjcqq 139 40 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 139 41 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 139 42 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 139 43 . . . work_zhl5dw75nfhy7oputsllvjjcqq 140 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 140 2 perform perform VBP work_zhl5dw75nfhy7oputsllvjjcqq 140 3 dimensionality dimensionality NN work_zhl5dw75nfhy7oputsllvjjcqq 140 4 reduction reduction NN work_zhl5dw75nfhy7oputsllvjjcqq 140 5 via via IN work_zhl5dw75nfhy7oputsllvjjcqq 140 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 140 7 randomized randomized JJ work_zhl5dw75nfhy7oputsllvjjcqq 140 8 solver solver NN work_zhl5dw75nfhy7oputsllvjjcqq 140 9 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 140 10 Halko Halko NNP work_zhl5dw75nfhy7oputsllvjjcqq 140 11 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 140 12 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 140 13 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 140 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 140 15 September September NNP work_zhl5dw75nfhy7oputsllvjjcqq 140 16 2009 2009 CD work_zhl5dw75nfhy7oputsllvjjcqq 140 17 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 140 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 141 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 141 2 construction construction NN work_zhl5dw75nfhy7oputsllvjjcqq 141 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 141 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 141 5 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 141 6 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 141 7 count count NN work_zhl5dw75nfhy7oputsllvjjcqq 141 8 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 141 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 141 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 141 11 TF TF NNP work_zhl5dw75nfhy7oputsllvjjcqq 141 12 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 141 13 IDF IDF NNP work_zhl5dw75nfhy7oputsllvjjcqq 141 14 weighting weighting NN work_zhl5dw75nfhy7oputsllvjjcqq 141 15 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 141 16 introduce introduce VB work_zhl5dw75nfhy7oputsllvjjcqq 141 17 no no DT work_zhl5dw75nfhy7oputsllvjjcqq 141 18 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 141 19 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 141 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 141 21 final final JJ work_zhl5dw75nfhy7oputsllvjjcqq 141 22 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 141 23 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 141 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 142 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 142 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 142 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 142 4 expect expect VBP work_zhl5dw75nfhy7oputsllvjjcqq 142 5 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 142 6 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 142 7 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 142 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 142 9 randomized randomized JJ work_zhl5dw75nfhy7oputsllvjjcqq 142 10 SVD SVD NNP work_zhl5dw75nfhy7oputsllvjjcqq 142 11 solver solver NN work_zhl5dw75nfhy7oputsllvjjcqq 142 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 142 13 even even RB work_zhl5dw75nfhy7oputsllvjjcqq 142 14 when when WRB work_zhl5dw75nfhy7oputsllvjjcqq 142 15 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 142 16 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 142 17 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 142 18 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 142 19 training train VBG work_zhl5dw75nfhy7oputsllvjjcqq 142 20 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 142 21 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 142 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 142 23 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 142 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 142 25 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 142 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 142 27 etc etc FW work_zhl5dw75nfhy7oputsllvjjcqq 142 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 142 29 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 143 1 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 143 2 constant constant JJ work_zhl5dw75nfhy7oputsllvjjcqq 143 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 144 1 5.2 5.2 CD work_zhl5dw75nfhy7oputsllvjjcqq 144 2 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 144 3 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 144 4 skip skip NN work_zhl5dw75nfhy7oputsllvjjcqq 144 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 144 6 gram gram NN work_zhl5dw75nfhy7oputsllvjjcqq 144 7 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 144 8 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 144 9 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 144 10 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 144 11 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 144 12 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 144 13 algo- algo- VBD work_zhl5dw75nfhy7oputsllvjjcqq 144 14 rithm rithm NN work_zhl5dw75nfhy7oputsllvjjcqq 144 15 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 144 16 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 144 17 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 144 18 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 144 19 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 144 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 144 21 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 144 22 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 144 23 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 144 24 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 144 25 online online JJ work_zhl5dw75nfhy7oputsllvjjcqq 144 26 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 144 27 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 144 28 uses use VBZ work_zhl5dw75nfhy7oputsllvjjcqq 144 29 randomized randomize VBN work_zhl5dw75nfhy7oputsllvjjcqq 144 30 updates update NNS work_zhl5dw75nfhy7oputsllvjjcqq 144 31 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 144 32 predict predict VB work_zhl5dw75nfhy7oputsllvjjcqq 144 33 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 144 34 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 144 35 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 144 36 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 144 37 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 144 38 . . . work_zhl5dw75nfhy7oputsllvjjcqq 145 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 145 2 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 145 3 iteration iteration NN work_zhl5dw75nfhy7oputsllvjjcqq 145 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 145 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 145 6 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 145 7 pro- pro- NN work_zhl5dw75nfhy7oputsllvjjcqq 145 8 ceeds ceed NNS work_zhl5dw75nfhy7oputsllvjjcqq 145 9 through through IN work_zhl5dw75nfhy7oputsllvjjcqq 145 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 145 11 original original JJ work_zhl5dw75nfhy7oputsllvjjcqq 145 12 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 145 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 145 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 145 15 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 145 16 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 145 17 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 145 18 token token JJ work_zhl5dw75nfhy7oputsllvjjcqq 145 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 145 20 updates update VBZ work_zhl5dw75nfhy7oputsllvjjcqq 145 21 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 145 22 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 145 23 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 145 24 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 145 25 gra- gra- JJ work_zhl5dw75nfhy7oputsllvjjcqq 145 26 dients dient NNS work_zhl5dw75nfhy7oputsllvjjcqq 145 27 calculated calculate VBN work_zhl5dw75nfhy7oputsllvjjcqq 145 28 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 145 29 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 145 30 current current JJ work_zhl5dw75nfhy7oputsllvjjcqq 145 31 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 145 32 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 145 33 . . . work_zhl5dw75nfhy7oputsllvjjcqq 146 1 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 146 2 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 146 3 maximizes maximize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 146 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 146 5 likelihood likelihood NN work_zhl5dw75nfhy7oputsllvjjcqq 146 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 146 7 observed observe VBN work_zhl5dw75nfhy7oputsllvjjcqq 146 8 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 146 9 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 146 10 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 146 11 pairs pair NNS work_zhl5dw75nfhy7oputsllvjjcqq 146 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 146 13 minimizes minimize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 146 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 146 15 likelihood likelihood NN work_zhl5dw75nfhy7oputsllvjjcqq 146 16 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 146 17 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 146 18 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 146 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 147 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 147 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 147 3 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 147 4 implementation implementation NN work_zhl5dw75nfhy7oputsllvjjcqq 147 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 147 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 147 7 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 147 8 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 147 9 included include VBN work_zhl5dw75nfhy7oputsllvjjcqq 147 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 147 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 147 12 Python Python NNP work_zhl5dw75nfhy7oputsllvjjcqq 147 13 library library NN work_zhl5dw75nfhy7oputsllvjjcqq 147 14 gensim4 gensim4 NN work_zhl5dw75nfhy7oputsllvjjcqq 147 15 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 147 16 Řehůřek Řehůřek NNP work_zhl5dw75nfhy7oputsllvjjcqq 147 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 147 18 Sojka sojka RB work_zhl5dw75nfhy7oputsllvjjcqq 147 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 147 20 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 147 21 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 147 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 148 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 148 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 148 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 148 4 default default NN work_zhl5dw75nfhy7oputsllvjjcqq 148 5 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 148 6 pro- pro- NN work_zhl5dw75nfhy7oputsllvjjcqq 148 7 vided vide VBN work_zhl5dw75nfhy7oputsllvjjcqq 148 8 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 148 9 gensim gensim NN work_zhl5dw75nfhy7oputsllvjjcqq 148 10 except except IN work_zhl5dw75nfhy7oputsllvjjcqq 148 11 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 148 12 described describe VBN work_zhl5dw75nfhy7oputsllvjjcqq 148 13 above above RB work_zhl5dw75nfhy7oputsllvjjcqq 148 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 149 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 149 2 predict predict VBP work_zhl5dw75nfhy7oputsllvjjcqq 149 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 149 4 multiple multiple JJ work_zhl5dw75nfhy7oputsllvjjcqq 149 5 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 149 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 149 7 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 149 8 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 149 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 149 10 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 149 11 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 149 12 will will MD work_zhl5dw75nfhy7oputsllvjjcqq 149 13 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 149 14 produce produce VB work_zhl5dw75nfhy7oputsllvjjcqq 149 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 149 16 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 149 17 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 149 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 150 1 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 2 ran- ran- NN work_zhl5dw75nfhy7oputsllvjjcqq 150 3 domly domly RB work_zhl5dw75nfhy7oputsllvjjcqq 150 4 initializes initialize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 150 5 all all PDT work_zhl5dw75nfhy7oputsllvjjcqq 150 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 150 7 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 150 8 before before IN work_zhl5dw75nfhy7oputsllvjjcqq 150 9 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 150 10 begins begin VBZ work_zhl5dw75nfhy7oputsllvjjcqq 150 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 150 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 150 13 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 150 14 relies rely VBZ work_zhl5dw75nfhy7oputsllvjjcqq 150 15 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 150 16 negative negative JJ work_zhl5dw75nfhy7oputsllvjjcqq 150 17 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 150 18 created create VBN work_zhl5dw75nfhy7oputsllvjjcqq 150 19 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 150 20 randomly randomly RB work_zhl5dw75nfhy7oputsllvjjcqq 150 21 selecting select VBG work_zhl5dw75nfhy7oputsllvjjcqq 150 22 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 150 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 150 24 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 150 25 pairs pair NNS work_zhl5dw75nfhy7oputsllvjjcqq 150 26 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 150 27 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 28 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 150 29 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 30 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 31 , , , work_zhl5dw75nfhy7oputsllvjjcqq 150 32 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 150 33 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 150 34 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 35 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 36 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 37 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 150 38 , , , work_zhl5dw75nfhy7oputsllvjjcqq 150 39 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 150 40 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 150 41 . . . work_zhl5dw75nfhy7oputsllvjjcqq 151 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 151 2 also also RB work_zhl5dw75nfhy7oputsllvjjcqq 151 3 expect expect VBP work_zhl5dw75nfhy7oputsllvjjcqq 151 4 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 151 5 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 151 6 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 151 7 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 151 8 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 151 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 151 10 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 151 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 151 12 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 151 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 151 14 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 151 15 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 151 16 relies rely VBZ work_zhl5dw75nfhy7oputsllvjjcqq 151 17 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 151 18 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 151 19 gradient gradient JJ work_zhl5dw75nfhy7oputsllvjjcqq 151 20 descent descent NN work_zhl5dw75nfhy7oputsllvjjcqq 151 21 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 151 22 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 151 23 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 151 24 biased bias VBN work_zhl5dw75nfhy7oputsllvjjcqq 151 25 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 151 26 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 151 27 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 151 28 influenced influence VBN work_zhl5dw75nfhy7oputsllvjjcqq 151 29 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 151 30 initial initial JJ work_zhl5dw75nfhy7oputsllvjjcqq 151 31 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 151 32 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 151 33 Bottou Bottou NNP work_zhl5dw75nfhy7oputsllvjjcqq 151 34 , , , work_zhl5dw75nfhy7oputsllvjjcqq 151 35 2012 2012 CD work_zhl5dw75nfhy7oputsllvjjcqq 151 36 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 151 37 . . . work_zhl5dw75nfhy7oputsllvjjcqq 152 1 3http://scikit-learn.org/ 3http://scikit-learn.org/ CD work_zhl5dw75nfhy7oputsllvjjcqq 152 2 4https://radimrehurek.com/gensim/models/ 4https://radimrehurek.com/gensim/models/ CD work_zhl5dw75nfhy7oputsllvjjcqq 152 3 word2vec.html word2vec.html CD work_zhl5dw75nfhy7oputsllvjjcqq 152 4 5.3 5.3 CD work_zhl5dw75nfhy7oputsllvjjcqq 152 5 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 6 Global Global NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 7 Vectors Vectors NNPS work_zhl5dw75nfhy7oputsllvjjcqq 152 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 152 9 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 10 Representation Representation NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 11 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 152 12 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 13 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 152 14 uses use VBZ work_zhl5dw75nfhy7oputsllvjjcqq 152 15 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 152 16 gradient gradient NN work_zhl5dw75nfhy7oputsllvjjcqq 152 17 updates updates NNPS work_zhl5dw75nfhy7oputsllvjjcqq 152 18 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 152 19 operates operate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 152 20 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 152 21 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 152 22 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 152 23 global global JJ work_zhl5dw75nfhy7oputsllvjjcqq 152 24 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 152 25 representation representation NN work_zhl5dw75nfhy7oputsllvjjcqq 152 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 152 27 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 152 28 co co NN work_zhl5dw75nfhy7oputsllvjjcqq 152 29 - - NN work_zhl5dw75nfhy7oputsllvjjcqq 152 30 occurrence occurrence NN work_zhl5dw75nfhy7oputsllvjjcqq 152 31 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 152 32 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 152 33 calcu- calcu- NN work_zhl5dw75nfhy7oputsllvjjcqq 152 34 lated late VBN work_zhl5dw75nfhy7oputsllvjjcqq 152 35 once once RB work_zhl5dw75nfhy7oputsllvjjcqq 152 36 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 152 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 152 38 beginning beginning NN work_zhl5dw75nfhy7oputsllvjjcqq 152 39 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 152 40 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 152 41 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 42 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 152 43 Penning- Penning- NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 44 ton ton NN work_zhl5dw75nfhy7oputsllvjjcqq 152 45 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 152 46 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 47 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 152 48 , , , work_zhl5dw75nfhy7oputsllvjjcqq 152 49 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 152 50 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 152 51 . . . work_zhl5dw75nfhy7oputsllvjjcqq 153 1 Words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 153 2 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 153 3 contexts contexts NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 4 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 153 5 associated associate VBN work_zhl5dw75nfhy7oputsllvjjcqq 153 6 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 153 7 bias bias NN work_zhl5dw75nfhy7oputsllvjjcqq 153 8 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 153 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 153 10 bw bw NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 153 12 bc bc NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 153 14 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 153 15 w w NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 16 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 153 17 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 153 18 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 153 19 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 153 20 c c NN work_zhl5dw75nfhy7oputsllvjjcqq 153 21 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 153 22 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 153 23 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 153 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 153 25 learned learn VBN work_zhl5dw75nfhy7oputsllvjjcqq 153 26 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 153 27 minimizing minimize VBG work_zhl5dw75nfhy7oputsllvjjcqq 153 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 153 29 cost cost NN work_zhl5dw75nfhy7oputsllvjjcqq 153 30 function function NN work_zhl5dw75nfhy7oputsllvjjcqq 153 31 : : : work_zhl5dw75nfhy7oputsllvjjcqq 153 32 L l NN work_zhl5dw75nfhy7oputsllvjjcqq 153 33 = = SYM work_zhl5dw75nfhy7oputsllvjjcqq 153 34 ∑ ∑ . work_zhl5dw75nfhy7oputsllvjjcqq 153 35 w w NN work_zhl5dw75nfhy7oputsllvjjcqq 153 36 , , , work_zhl5dw75nfhy7oputsllvjjcqq 153 37 c c NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 38 f(xwc f(xwc NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 39 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 153 40 ~w ~w NFP work_zhl5dw75nfhy7oputsllvjjcqq 153 41 · · NFP work_zhl5dw75nfhy7oputsllvjjcqq 153 42 ~c ~c NFP work_zhl5dw75nfhy7oputsllvjjcqq 153 43 + + SYM work_zhl5dw75nfhy7oputsllvjjcqq 153 44 bw bw NN work_zhl5dw75nfhy7oputsllvjjcqq 153 45 + + SYM work_zhl5dw75nfhy7oputsllvjjcqq 153 46 bc bc NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 47 − − NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 48 log(xwc log(xwc NNP work_zhl5dw75nfhy7oputsllvjjcqq 153 49 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 153 50 . . . work_zhl5dw75nfhy7oputsllvjjcqq 154 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 154 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 154 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 154 4 GloVe glove JJ work_zhl5dw75nfhy7oputsllvjjcqq 154 5 implementation implementation NN work_zhl5dw75nfhy7oputsllvjjcqq 154 6 provided provide VBN work_zhl5dw75nfhy7oputsllvjjcqq 154 7 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 154 8 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 154 9 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 154 10 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 154 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 155 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 155 2 2014)5 2014)5 CD work_zhl5dw75nfhy7oputsllvjjcqq 155 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 156 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 156 2 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 156 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 156 4 default default NN work_zhl5dw75nfhy7oputsllvjjcqq 156 5 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 156 6 provided provide VBN work_zhl5dw75nfhy7oputsllvjjcqq 156 7 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 156 8 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 156 9 except except IN work_zhl5dw75nfhy7oputsllvjjcqq 156 10 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 156 11 described describe VBN work_zhl5dw75nfhy7oputsllvjjcqq 156 12 above above RB work_zhl5dw75nfhy7oputsllvjjcqq 156 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 157 1 Unlike unlike IN work_zhl5dw75nfhy7oputsllvjjcqq 157 2 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 157 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 157 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 157 5 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 157 6 does do VBZ work_zhl5dw75nfhy7oputsllvjjcqq 157 7 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 157 8 perform perform VB work_zhl5dw75nfhy7oputsllvjjcqq 157 9 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 157 10 updates update NNS work_zhl5dw75nfhy7oputsllvjjcqq 157 11 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 157 12 examining examine VBG work_zhl5dw75nfhy7oputsllvjjcqq 157 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 157 14 original original JJ work_zhl5dw75nfhy7oputsllvjjcqq 157 15 docu- docu- NN work_zhl5dw75nfhy7oputsllvjjcqq 157 16 ments ment NNS work_zhl5dw75nfhy7oputsllvjjcqq 157 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 158 1 As as IN work_zhl5dw75nfhy7oputsllvjjcqq 158 2 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 158 3 result result NN work_zhl5dw75nfhy7oputsllvjjcqq 158 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 158 5 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 158 6 expect expect VBP work_zhl5dw75nfhy7oputsllvjjcqq 158 7 GloVe GloVe NNS work_zhl5dw75nfhy7oputsllvjjcqq 158 8 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 158 9 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 158 10 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 158 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 158 12 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 158 13 initializations initialization NNS work_zhl5dw75nfhy7oputsllvjjcqq 158 14 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 158 15 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 158 16 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 158 17 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 158 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 158 19 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 158 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 158 21 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 158 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 159 1 5.4 5.4 CD work_zhl5dw75nfhy7oputsllvjjcqq 159 2 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 3 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 159 4 positive positive JJ work_zhl5dw75nfhy7oputsllvjjcqq 159 5 pointwise pointwise NN work_zhl5dw75nfhy7oputsllvjjcqq 159 6 mutual mutual JJ work_zhl5dw75nfhy7oputsllvjjcqq 159 7 information information NN work_zhl5dw75nfhy7oputsllvjjcqq 159 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 9 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 10 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 11 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 159 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 159 13 whose whose WP$ work_zhl5dw75nfhy7oputsllvjjcqq 159 14 cells cell NNS work_zhl5dw75nfhy7oputsllvjjcqq 159 15 represent represent VBP work_zhl5dw75nfhy7oputsllvjjcqq 159 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 159 17 PPMI ppmi NN work_zhl5dw75nfhy7oputsllvjjcqq 159 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 159 19 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 159 20 pair pair NN work_zhl5dw75nfhy7oputsllvjjcqq 159 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 159 22 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 159 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 159 24 contexts contexts NN work_zhl5dw75nfhy7oputsllvjjcqq 159 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 159 26 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 159 27 factored factor VBN work_zhl5dw75nfhy7oputsllvjjcqq 159 28 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 159 29 sin- sin- JJ work_zhl5dw75nfhy7oputsllvjjcqq 159 30 gular gular JJ work_zhl5dw75nfhy7oputsllvjjcqq 159 31 value value NN work_zhl5dw75nfhy7oputsllvjjcqq 159 32 decomposition decomposition NN work_zhl5dw75nfhy7oputsllvjjcqq 159 33 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 34 SVD SVD NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 35 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 36 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 159 37 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 159 38 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 159 39 low- low- NN work_zhl5dw75nfhy7oputsllvjjcqq 159 40 dimensional dimensional JJ work_zhl5dw75nfhy7oputsllvjjcqq 159 41 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 159 42 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 159 43 perform perform VBP work_zhl5dw75nfhy7oputsllvjjcqq 159 44 similarly similarly RB work_zhl5dw75nfhy7oputsllvjjcqq 159 45 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 159 46 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 47 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 159 48 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 49 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 50 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 51 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 159 52 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 159 53 , , , work_zhl5dw75nfhy7oputsllvjjcqq 159 54 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 159 55 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 159 56 . . . work_zhl5dw75nfhy7oputsllvjjcqq 160 1 PMI(w pmi(w NN work_zhl5dw75nfhy7oputsllvjjcqq 160 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 160 3 c c NN work_zhl5dw75nfhy7oputsllvjjcqq 160 4 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 5 = = NFP work_zhl5dw75nfhy7oputsllvjjcqq 160 6 log log NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 7 P P NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 9 w w NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 160 11 c c LS work_zhl5dw75nfhy7oputsllvjjcqq 160 12 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 13 P p NN work_zhl5dw75nfhy7oputsllvjjcqq 160 14 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 15 w)P w)P NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 16 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 17 c c NN work_zhl5dw75nfhy7oputsllvjjcqq 160 18 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 19 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 160 20 PPMI(w PPMI(w NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 160 22 c c NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 23 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 24 = = NFP work_zhl5dw75nfhy7oputsllvjjcqq 160 25 max(PMI(w max(PMI(w NNP work_zhl5dw75nfhy7oputsllvjjcqq 160 26 , , , work_zhl5dw75nfhy7oputsllvjjcqq 160 27 c c NN work_zhl5dw75nfhy7oputsllvjjcqq 160 28 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 160 30 0 0 CD work_zhl5dw75nfhy7oputsllvjjcqq 160 31 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 160 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 161 1 To to TO work_zhl5dw75nfhy7oputsllvjjcqq 161 2 train train VB work_zhl5dw75nfhy7oputsllvjjcqq 161 3 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 161 4 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 161 5 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 161 6 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 161 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 161 8 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 161 9 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 161 10 hyperwords,6 hyperwords,6 NN work_zhl5dw75nfhy7oputsllvjjcqq 161 11 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 161 12 implementation implementation NN work_zhl5dw75nfhy7oputsllvjjcqq 161 13 provided provide VBN work_zhl5dw75nfhy7oputsllvjjcqq 161 14 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 161 15 part part NN work_zhl5dw75nfhy7oputsllvjjcqq 161 16 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 161 17 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 161 18 et et NNP work_zhl5dw75nfhy7oputsllvjjcqq 161 19 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 161 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 162 1 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 2 2015).7 2015).7 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 3 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 162 4 follow follow VBP work_zhl5dw75nfhy7oputsllvjjcqq 162 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 162 6 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 162 7 ’ ’ POS work_zhl5dw75nfhy7oputsllvjjcqq 162 8 recom- recom- JJ work_zhl5dw75nfhy7oputsllvjjcqq 162 9 mendations mendation NNS work_zhl5dw75nfhy7oputsllvjjcqq 162 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 162 11 set set VBD work_zhl5dw75nfhy7oputsllvjjcqq 162 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 162 13 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 162 14 distributional distributional JJ work_zhl5dw75nfhy7oputsllvjjcqq 162 15 smooth- smooth- NN work_zhl5dw75nfhy7oputsllvjjcqq 162 16 ing ing NNP work_zhl5dw75nfhy7oputsllvjjcqq 162 17 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 18 cds cd NNS work_zhl5dw75nfhy7oputsllvjjcqq 162 19 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 20 parameter parameter NN work_zhl5dw75nfhy7oputsllvjjcqq 162 21 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 162 22 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 162 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 162 25 eigenvalue eigenvalue NN work_zhl5dw75nfhy7oputsllvjjcqq 162 26 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 162 27 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 28 eig eig NN work_zhl5dw75nfhy7oputsllvjjcqq 162 29 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 30 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 162 31 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 32 , , , work_zhl5dw75nfhy7oputsllvjjcqq 162 33 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 162 34 subsampling subsampling NN work_zhl5dw75nfhy7oputsllvjjcqq 162 35 threshold threshold NN work_zhl5dw75nfhy7oputsllvjjcqq 162 36 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 37 sub sub NNP work_zhl5dw75nfhy7oputsllvjjcqq 162 38 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 39 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 162 40 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 41 - - SYM work_zhl5dw75nfhy7oputsllvjjcqq 162 42 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 43 , , , work_zhl5dw75nfhy7oputsllvjjcqq 162 44 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 162 45 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 162 46 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 162 47 window window NN work_zhl5dw75nfhy7oputsllvjjcqq 162 48 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 49 win win NNP work_zhl5dw75nfhy7oputsllvjjcqq 162 50 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 162 51 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 162 52 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 162 53 . . . work_zhl5dw75nfhy7oputsllvjjcqq 163 1 5http://nlp.stanford.edu/projects/glove/ 5http://nlp.stanford.edu/projects/glove/ CD work_zhl5dw75nfhy7oputsllvjjcqq 163 2 6https://bitbucket.org/omerlevy/ 6https://bitbucket.org/omerlevy/ NNP work_zhl5dw75nfhy7oputsllvjjcqq 163 3 hyperwords hyperwords NNPS work_zhl5dw75nfhy7oputsllvjjcqq 163 4 / / SYM work_zhl5dw75nfhy7oputsllvjjcqq 163 5 src src NNP work_zhl5dw75nfhy7oputsllvjjcqq 163 6 7We 7we CD work_zhl5dw75nfhy7oputsllvjjcqq 163 7 altered alter VBD work_zhl5dw75nfhy7oputsllvjjcqq 163 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 163 9 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 163 10 code code NN work_zhl5dw75nfhy7oputsllvjjcqq 163 11 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 163 12 remove remove VB work_zhl5dw75nfhy7oputsllvjjcqq 163 13 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 163 14 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 163 15 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 163 16 seed seed NN work_zhl5dw75nfhy7oputsllvjjcqq 163 17 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 163 18 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 163 19 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 163 20 introduce introduce VB work_zhl5dw75nfhy7oputsllvjjcqq 163 21 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 163 22 given give VBN work_zhl5dw75nfhy7oputsllvjjcqq 163 23 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 163 24 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 163 25 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 163 26 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 163 27 no no DT work_zhl5dw75nfhy7oputsllvjjcqq 163 28 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 163 29 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 163 30 was be VBD work_zhl5dw75nfhy7oputsllvjjcqq 163 31 made make VBN work_zhl5dw75nfhy7oputsllvjjcqq 163 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 164 1 112 112 CD work_zhl5dw75nfhy7oputsllvjjcqq 164 2 Like like IN work_zhl5dw75nfhy7oputsllvjjcqq 164 3 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 164 4 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 164 5 unlike unlike IN work_zhl5dw75nfhy7oputsllvjjcqq 164 6 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 164 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 164 8 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 164 9 operates operate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 164 10 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 164 11 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 164 12 pre pre JJ work_zhl5dw75nfhy7oputsllvjjcqq 164 13 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 164 14 computed computed JJ work_zhl5dw75nfhy7oputsllvjjcqq 164 15 representation representation NN work_zhl5dw75nfhy7oputsllvjjcqq 164 16 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 164 17 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 164 18 co co NN work_zhl5dw75nfhy7oputsllvjjcqq 164 19 - - NN work_zhl5dw75nfhy7oputsllvjjcqq 164 20 occurrence occurrence NN work_zhl5dw75nfhy7oputsllvjjcqq 164 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 164 22 so so RB work_zhl5dw75nfhy7oputsllvjjcqq 164 23 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 164 24 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 164 25 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 164 26 expect expect VB work_zhl5dw75nfhy7oputsllvjjcqq 164 27 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 164 28 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 164 29 vary vary VB work_zhl5dw75nfhy7oputsllvjjcqq 164 30 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 164 31 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 164 32 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 164 33 or- or- JJ work_zhl5dw75nfhy7oputsllvjjcqq 164 34 der der NN work_zhl5dw75nfhy7oputsllvjjcqq 164 35 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 164 36 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 164 37 . . . work_zhl5dw75nfhy7oputsllvjjcqq 165 1 Unlike unlike IN work_zhl5dw75nfhy7oputsllvjjcqq 165 2 both both CC work_zhl5dw75nfhy7oputsllvjjcqq 165 3 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 165 4 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 165 5 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 165 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 165 7 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 165 8 uses use VBZ work_zhl5dw75nfhy7oputsllvjjcqq 165 9 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 165 10 stable stable JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 165 12 non non JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 13 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 14 stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 15 SVD SVD NNP work_zhl5dw75nfhy7oputsllvjjcqq 165 16 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 165 17 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 165 18 should should MD work_zhl5dw75nfhy7oputsllvjjcqq 165 19 produce produce VB work_zhl5dw75nfhy7oputsllvjjcqq 165 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 165 21 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 22 result result NN work_zhl5dw75nfhy7oputsllvjjcqq 165 23 given give VBN work_zhl5dw75nfhy7oputsllvjjcqq 165 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 165 25 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 165 26 input input NN work_zhl5dw75nfhy7oputsllvjjcqq 165 27 , , , work_zhl5dw75nfhy7oputsllvjjcqq 165 28 regardless regardless RB work_zhl5dw75nfhy7oputsllvjjcqq 165 29 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 165 30 initialization initialization NN work_zhl5dw75nfhy7oputsllvjjcqq 165 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 166 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 166 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 166 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 166 4 ex- ex- RB work_zhl5dw75nfhy7oputsllvjjcqq 166 5 pect pect VBP work_zhl5dw75nfhy7oputsllvjjcqq 166 6 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 166 7 due due JJ work_zhl5dw75nfhy7oputsllvjjcqq 166 8 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 166 9 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 166 10 ’s ’s POS work_zhl5dw75nfhy7oputsllvjjcqq 166 11 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 166 12 subsampling subsampling NN work_zhl5dw75nfhy7oputsllvjjcqq 166 13 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 166 14 frequent frequent JJ work_zhl5dw75nfhy7oputsllvjjcqq 166 15 tokens token NNS work_zhl5dw75nfhy7oputsllvjjcqq 166 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 167 1 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 167 2 Methods Methods NNPS work_zhl5dw75nfhy7oputsllvjjcqq 167 3 To to TO work_zhl5dw75nfhy7oputsllvjjcqq 167 4 establish establish VB work_zhl5dw75nfhy7oputsllvjjcqq 167 5 statistical statistical JJ work_zhl5dw75nfhy7oputsllvjjcqq 167 6 significance significance NN work_zhl5dw75nfhy7oputsllvjjcqq 167 7 bounds bound NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 167 9 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 167 10 observations observation NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 12 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 167 13 train train VBP work_zhl5dw75nfhy7oputsllvjjcqq 167 14 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 167 15 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 167 16 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 18 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 167 19 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 167 20 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 22 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 167 23 GloVe glove JJ work_zhl5dw75nfhy7oputsllvjjcqq 167 24 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 26 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 167 27 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 167 28 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 167 29 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 30 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 167 31 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 167 32 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 167 33 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 167 34 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 167 35 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 167 36 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 167 37 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 167 38 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 39 SHUFFLED shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 167 40 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 41 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 167 42 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 167 43 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 167 44 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 45 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 167 46 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 167 47 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 167 48 segmentation segmentation NN work_zhl5dw75nfhy7oputsllvjjcqq 167 49 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 167 50 , , , work_zhl5dw75nfhy7oputsllvjjcqq 167 51 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 167 52 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 167 53 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 167 54 . . . work_zhl5dw75nfhy7oputsllvjjcqq 168 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 168 2 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 168 3 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 168 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 168 5 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 168 6 select select VBP work_zhl5dw75nfhy7oputsllvjjcqq 168 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 168 8 set set NN work_zhl5dw75nfhy7oputsllvjjcqq 168 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 168 10 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 168 11 relevant relevant JJ work_zhl5dw75nfhy7oputsllvjjcqq 168 12 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 168 13 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 168 14 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 168 15 high high JJ work_zhl5dw75nfhy7oputsllvjjcqq 168 16 probability probability NN work_zhl5dw75nfhy7oputsllvjjcqq 168 17 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 168 18 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 168 19 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 168 20 LDA LDA NNP work_zhl5dw75nfhy7oputsllvjjcqq 168 21 topic topic NN work_zhl5dw75nfhy7oputsllvjjcqq 168 22 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 168 23 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 168 24 Blei Blei NNP work_zhl5dw75nfhy7oputsllvjjcqq 168 25 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 168 26 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 168 27 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 168 28 , , , work_zhl5dw75nfhy7oputsllvjjcqq 168 29 2003 2003 CD work_zhl5dw75nfhy7oputsllvjjcqq 168 30 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 168 31 trained train VBD work_zhl5dw75nfhy7oputsllvjjcqq 168 32 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 168 33 that that DT work_zhl5dw75nfhy7oputsllvjjcqq 168 34 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 168 35 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 168 36 200 200 CD work_zhl5dw75nfhy7oputsllvjjcqq 168 37 topics topic NNS work_zhl5dw75nfhy7oputsllvjjcqq 168 38 . . . work_zhl5dw75nfhy7oputsllvjjcqq 169 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 169 2 calculate calculate VBP work_zhl5dw75nfhy7oputsllvjjcqq 169 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 169 4 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 169 5 sim- sim- NNP work_zhl5dw75nfhy7oputsllvjjcqq 169 6 ilarity ilarity NN work_zhl5dw75nfhy7oputsllvjjcqq 169 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 169 8 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 169 9 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 169 10 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 169 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 169 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 169 13 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 169 14 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 169 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 169 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 169 17 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 169 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 169 19 creating create VBG work_zhl5dw75nfhy7oputsllvjjcqq 169 20 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 169 21 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 169 22 ranking ranking NN work_zhl5dw75nfhy7oputsllvjjcqq 169 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 169 24 all all PDT work_zhl5dw75nfhy7oputsllvjjcqq 169 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 169 26 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 169 27 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 169 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 169 29 vocabulary vocabulary NN work_zhl5dw75nfhy7oputsllvjjcqq 169 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 170 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 170 2 calculate calculate VBP work_zhl5dw75nfhy7oputsllvjjcqq 170 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 170 4 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 170 5 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 170 6 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 170 7 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 170 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 170 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 170 10 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 170 11 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 170 12 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 170 13 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 170 14 pair pair NN work_zhl5dw75nfhy7oputsllvjjcqq 170 15 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 170 16 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 170 17 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 170 18 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 170 19 vocabulary vocabulary JJ work_zhl5dw75nfhy7oputsllvjjcqq 170 20 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 170 21 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 170 22 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 170 23 set set NN work_zhl5dw75nfhy7oputsllvjjcqq 170 24 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 170 25 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 170 26 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 170 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 171 1 From from IN work_zhl5dw75nfhy7oputsllvjjcqq 171 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 171 3 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 171 5 queries query NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 6 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 171 7 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 171 8 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 171 10 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 171 11 select select VBP work_zhl5dw75nfhy7oputsllvjjcqq 171 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 171 13 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 171 14 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 15 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 171 16 closely closely RB work_zhl5dw75nfhy7oputsllvjjcqq 171 17 related related JJ work_zhl5dw75nfhy7oputsllvjjcqq 171 18 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 171 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 171 20 set set NN work_zhl5dw75nfhy7oputsllvjjcqq 171 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 171 22 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 171 23 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 24 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 171 25 compare compare VB work_zhl5dw75nfhy7oputsllvjjcqq 171 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 171 27 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 171 28 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 171 29 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 171 30 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 171 31 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 171 32 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 171 33 pairs pair NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 34 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 171 35 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 171 36 . . . work_zhl5dw75nfhy7oputsllvjjcqq 172 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 172 2 calculate calculate VBP work_zhl5dw75nfhy7oputsllvjjcqq 172 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 172 4 Jaccard Jaccard NNP work_zhl5dw75nfhy7oputsllvjjcqq 172 5 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 172 6 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 172 7 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 172 8 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 172 9 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 172 10 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 172 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 172 12 com- com- NNP work_zhl5dw75nfhy7oputsllvjjcqq 172 13 pare pare NN work_zhl5dw75nfhy7oputsllvjjcqq 172 14 membership membership NN work_zhl5dw75nfhy7oputsllvjjcqq 172 15 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 172 16 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 172 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 172 18 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 172 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 172 20 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 172 21 closely closely RB work_zhl5dw75nfhy7oputsllvjjcqq 172 22 related relate VBN work_zhl5dw75nfhy7oputsllvjjcqq 172 23 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 172 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 172 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 172 26 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 172 27 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 172 28 average average JJ work_zhl5dw75nfhy7oputsllvjjcqq 172 29 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 172 30 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 172 31 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 172 32 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 172 33 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 172 34 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 172 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 173 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 173 2 examine examine VBP work_zhl5dw75nfhy7oputsllvjjcqq 173 3 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 173 4 metrics metric NNS work_zhl5dw75nfhy7oputsllvjjcqq 173 5 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 173 6 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 173 7 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 173 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 173 9 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 173 10 parameters parameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 173 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 174 1 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 174 2 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 174 3 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 174 4 begin begin VBP work_zhl5dw75nfhy7oputsllvjjcqq 174 5 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 174 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 174 7 case case NN work_zhl5dw75nfhy7oputsllvjjcqq 174 8 study study NN work_zhl5dw75nfhy7oputsllvjjcqq 174 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 174 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 174 11 framing framing NN work_zhl5dw75nfhy7oputsllvjjcqq 174 12 around around IN work_zhl5dw75nfhy7oputsllvjjcqq 174 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 174 14 query query NNP work_zhl5dw75nfhy7oputsllvjjcqq 174 15 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 174 16 marijuana marijuana NNP work_zhl5dw75nfhy7oputsllvjjcqq 174 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 175 1 One one PRP work_zhl5dw75nfhy7oputsllvjjcqq 175 2 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 175 3 hypothesize hypothesize VB work_zhl5dw75nfhy7oputsllvjjcqq 175 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 175 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 175 6 authors author NNS work_zhl5dw75nfhy7oputsllvjjcqq 175 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 175 8 various various JJ work_zhl5dw75nfhy7oputsllvjjcqq 175 9 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 175 10 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 175 11 e.g. e.g. RB work_zhl5dw75nfhy7oputsllvjjcqq 176 1 judges judge NNS work_zhl5dw75nfhy7oputsllvjjcqq 176 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 176 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 176 4 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 176 5 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 176 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 176 7 journalists journalist NNS work_zhl5dw75nfhy7oputsllvjjcqq 176 8 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 176 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 176 10 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 176 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 176 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 176 13 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 176 14 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 176 15 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 176 16 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 176 17 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 176 18 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 176 19 perceptions perception NNS work_zhl5dw75nfhy7oputsllvjjcqq 176 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 176 21 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 176 22 drug drug NN work_zhl5dw75nfhy7oputsllvjjcqq 176 23 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 176 24 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 176 25 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 176 26 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 176 27 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 176 28 reflect reflect VB work_zhl5dw75nfhy7oputsllvjjcqq 176 29 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 176 30 differences difference NNS work_zhl5dw75nfhy7oputsllvjjcqq 176 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 177 1 Indeed indeed RB work_zhl5dw75nfhy7oputsllvjjcqq 177 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 177 3 after after IN work_zhl5dw75nfhy7oputsllvjjcqq 177 4 qualitatively qualitatively RB work_zhl5dw75nfhy7oputsllvjjcqq 177 5 examining examine VBG work_zhl5dw75nfhy7oputsllvjjcqq 177 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 7 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 177 9 most most JJS work_zhl5dw75nfhy7oputsllvjjcqq 177 10 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 11 terms term NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 12 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 177 13 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 177 14 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 177 15 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 16 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 177 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 177 18 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 177 19 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 177 20 come come VB work_zhl5dw75nfhy7oputsllvjjcqq 177 21 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 177 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 23 conclusion conclusion NN work_zhl5dw75nfhy7oputsllvjjcqq 177 24 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 177 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 26 allegedly allegedly RB work_zhl5dw75nfhy7oputsllvjjcqq 177 27 conservative conservative JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 28 4th 4th JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 29 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 30 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 31 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 32 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 33 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 34 ALGORITHM ALGORITHM NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 35 0.00 0.00 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 36 0.01 0.01 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 37 0.02 0.02 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 38 0.03 0.03 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 39 0.04 0.04 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 40 0.05 0.05 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 41 0.06 0.06 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 42 0.07 0.07 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 43 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 177 44 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 177 45 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 177 46 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 177 47 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 48 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 177 49 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 177 50 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 51 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 52 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 177 53 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 177 54 IA ia NN work_zhl5dw75nfhy7oputsllvjjcqq 177 55 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 177 56 IO io NN work_zhl5dw75nfhy7oputsllvjjcqq 177 57 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 177 58 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 177 59 shuffled shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 177 60 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 177 61 Standard Standard NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 62 Deviation Deviation NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 63 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 177 64 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 65 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 66 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 67 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 68 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 69 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 70 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 71 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 72 ALGORITHM ALGORITHM NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 73 0.00 0.00 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 74 0.02 0.02 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 75 0.04 0.04 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 76 0.06 0.06 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 77 0.08 0.08 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 78 0.10 0.10 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 79 0.12 0.12 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 80 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 177 81 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 177 82 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 177 83 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 177 84 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 85 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 177 86 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 177 87 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 88 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 177 89 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 177 90 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 177 91 IA ia NN work_zhl5dw75nfhy7oputsllvjjcqq 177 92 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 177 93 IO io NN work_zhl5dw75nfhy7oputsllvjjcqq 177 94 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 177 95 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 177 96 shuffled shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 177 97 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 177 98 Standard Standard NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 99 Deviation Deviation NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 100 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 177 101 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 102 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 103 Music Music NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 104 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 105 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 106 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 107 : : : work_zhl5dw75nfhy7oputsllvjjcqq 177 108 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 109 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 110 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 111 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 112 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 177 113 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 114 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 177 115 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 116 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 177 117 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 118 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 177 119 closest close JJS work_zhl5dw75nfhy7oputsllvjjcqq 177 120 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 121 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 177 122 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 123 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 177 124 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 125 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 177 126 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 127 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 128 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 129 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 177 130 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 131 Music Music NNP work_zhl5dw75nfhy7oputsllvjjcqq 177 132 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 177 133 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 177 134 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 177 135 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 177 136 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 177 137 . . . work_zhl5dw75nfhy7oputsllvjjcqq 178 1 Larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 178 2 variations variation NNS work_zhl5dw75nfhy7oputsllvjjcqq 178 3 indicate indicate VBP work_zhl5dw75nfhy7oputsllvjjcqq 178 4 less less RBR work_zhl5dw75nfhy7oputsllvjjcqq 178 5 stable stable JJ work_zhl5dw75nfhy7oputsllvjjcqq 178 6 embed- embed- JJ work_zhl5dw75nfhy7oputsllvjjcqq 178 7 dings ding NNS work_zhl5dw75nfhy7oputsllvjjcqq 178 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 179 1 judges judge NNS work_zhl5dw75nfhy7oputsllvjjcqq 179 2 view view VBP work_zhl5dw75nfhy7oputsllvjjcqq 179 3 marijuana marijuana NNP work_zhl5dw75nfhy7oputsllvjjcqq 179 4 as as RB work_zhl5dw75nfhy7oputsllvjjcqq 179 5 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 179 6 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 179 7 illegal illegal JJ work_zhl5dw75nfhy7oputsllvjjcqq 179 8 drugs drug NNS work_zhl5dw75nfhy7oputsllvjjcqq 179 9 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 179 10 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 179 11 heroin heroin NN work_zhl5dw75nfhy7oputsllvjjcqq 179 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 179 13 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 179 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 179 15 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 179 16 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 179 17 users user NNS work_zhl5dw75nfhy7oputsllvjjcqq 179 18 view view VBP work_zhl5dw75nfhy7oputsllvjjcqq 179 19 mari- mari- NNP work_zhl5dw75nfhy7oputsllvjjcqq 179 20 juana juana NNP work_zhl5dw75nfhy7oputsllvjjcqq 179 21 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 179 22 closer close RBR work_zhl5dw75nfhy7oputsllvjjcqq 179 23 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 179 24 legal legal JJ work_zhl5dw75nfhy7oputsllvjjcqq 179 25 substances substance NNS work_zhl5dw75nfhy7oputsllvjjcqq 179 26 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 179 27 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 179 28 nicotine nicotine NN work_zhl5dw75nfhy7oputsllvjjcqq 179 29 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 179 30 alcohol alcohol NN work_zhl5dw75nfhy7oputsllvjjcqq 179 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 180 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 180 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 180 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 180 4 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 180 5 patterns pattern NNS work_zhl5dw75nfhy7oputsllvjjcqq 180 6 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 180 7 cause cause VBP work_zhl5dw75nfhy7oputsllvjjcqq 180 8 us -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 180 9 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 180 10 lower lower VB work_zhl5dw75nfhy7oputsllvjjcqq 180 11 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 180 12 confidence confidence NN work_zhl5dw75nfhy7oputsllvjjcqq 180 13 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 180 14 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 180 15 conclusions conclusion NNS work_zhl5dw75nfhy7oputsllvjjcqq 180 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 181 1 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 181 2 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 181 3 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 181 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 181 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 181 6 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 181 7 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 181 8 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 181 9 vary vary VB work_zhl5dw75nfhy7oputsllvjjcqq 181 10 signifi- signifi- NN work_zhl5dw75nfhy7oputsllvjjcqq 181 11 cantly cantly RB work_zhl5dw75nfhy7oputsllvjjcqq 181 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 182 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 182 2 see see VBP work_zhl5dw75nfhy7oputsllvjjcqq 182 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 182 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 182 5 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 182 6 ranked rank VBN work_zhl5dw75nfhy7oputsllvjjcqq 182 7 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 182 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 182 9 chosen choose VBN work_zhl5dw75nfhy7oputsllvjjcqq 182 10 according accord VBG work_zhl5dw75nfhy7oputsllvjjcqq 182 11 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 182 12 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 182 13 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 182 14 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 182 15 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 182 16 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 182 17 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 182 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 182 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 182 20 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 182 21 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 182 22 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 182 23 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 182 24 have have VB work_zhl5dw75nfhy7oputsllvjjcqq 182 25 widely widely RB work_zhl5dw75nfhy7oputsllvjjcqq 182 26 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 182 27 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 182 28 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 182 29 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 182 30 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 182 31 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 182 32 depending depend VBG work_zhl5dw75nfhy7oputsllvjjcqq 182 33 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 182 34 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 182 35 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 182 36 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 182 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 182 38 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 182 39 training training NN work_zhl5dw75nfhy7oputsllvjjcqq 182 40 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 182 41 , , , work_zhl5dw75nfhy7oputsllvjjcqq 182 42 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 182 43 , , , work_zhl5dw75nfhy7oputsllvjjcqq 182 44 SHUFFLED shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 182 45 , , , work_zhl5dw75nfhy7oputsllvjjcqq 182 46 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 182 47 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 182 48 . . . work_zhl5dw75nfhy7oputsllvjjcqq 183 1 As as IN work_zhl5dw75nfhy7oputsllvjjcqq 183 2 expected expect VBN work_zhl5dw75nfhy7oputsllvjjcqq 183 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 183 4 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 183 5 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 183 6 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 183 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 183 8 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 183 9 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 183 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 183 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 183 12 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 183 13 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 183 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 184 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 184 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 184 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 184 4 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 184 5 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 184 6 see see VB work_zhl5dw75nfhy7oputsllvjjcqq 184 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 184 8 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 184 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 184 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 184 11 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 184 12 SVD SVD NNP work_zhl5dw75nfhy7oputsllvjjcqq 184 13 solver solver NN work_zhl5dw75nfhy7oputsllvjjcqq 184 14 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 184 15 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 184 16 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 184 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 184 18 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 184 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 184 20 random random JJ work_zhl5dw75nfhy7oputsllvjjcqq 184 21 subsampling subsampling NN work_zhl5dw75nfhy7oputsllvjjcqq 184 22 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 184 23 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 184 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 185 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 185 2 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 185 3 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 185 4 observe observe VB work_zhl5dw75nfhy7oputsllvjjcqq 185 5 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 185 6 consistent consistent JJ work_zhl5dw75nfhy7oputsllvjjcqq 185 7 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 185 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 185 9 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 185 10 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 185 11 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 185 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 185 13 SHUFFLED shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 185 14 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 185 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 186 1 Most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 186 2 importantly importantly RB work_zhl5dw75nfhy7oputsllvjjcqq 186 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 186 4 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 186 5 figures figure NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 6 reveal reveal VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 7 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 186 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 186 9 113 113 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 10 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 11 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 12 NYT NYT NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 13 Sports Sports NNPS work_zhl5dw75nfhy7oputsllvjjcqq 186 14 Reddit Reddit NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 15 Ask Ask NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 16 Science Science NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 17 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 18 0.82 0.82 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 19 0.84 0.84 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 20 0.86 0.86 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 21 0.88 0.88 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 22 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 23 0.92 0.92 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 24 0.94 0.94 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 25 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 26 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 27 distribute distribute NN work_zhl5dw75nfhy7oputsllvjjcqq 186 28 manufacture manufacture NN work_zhl5dw75nfhy7oputsllvjjcqq 186 29 oxycodone oxycodone NN work_zhl5dw75nfhy7oputsllvjjcqq 186 30 distributing distribute VBG work_zhl5dw75nfhy7oputsllvjjcqq 186 31 powder powder NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 32 methamphetamine methamphetamine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 33 crack crack VB work_zhl5dw75nfhy7oputsllvjjcqq 186 34 distribution distribution NN work_zhl5dw75nfhy7oputsllvjjcqq 186 35 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 36 heroin heroin NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 37 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 38 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 39 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 40 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 41 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 42 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 43 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 44 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 45 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 46 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 47 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 48 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 49 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 50 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 51 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 52 shuffled shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 53 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 54 0.45 0.45 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 55 0.50 0.50 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 56 0.55 0.55 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 57 0.60 0.60 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 58 0.65 0.65 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 59 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 60 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 61 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 62 steroids steroid NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 63 reserved reserve VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 64 substance substance NN work_zhl5dw75nfhy7oputsllvjjcqq 186 65 involving involve VBG work_zhl5dw75nfhy7oputsllvjjcqq 186 66 violent violent JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 67 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 68 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 69 testing testing NN work_zhl5dw75nfhy7oputsllvjjcqq 186 70 tested test VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 71 criticized criticize VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 72 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 73 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 74 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 75 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 76 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 77 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 78 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 79 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 80 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 81 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 82 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 83 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 84 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 85 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 86 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 87 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 88 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 89 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 90 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 91 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 92 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 93 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 94 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 95 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 96 masturbation masturbation NN work_zhl5dw75nfhy7oputsllvjjcqq 186 97 medication medication NN work_zhl5dw75nfhy7oputsllvjjcqq 186 98 tobacco tobacco NN work_zhl5dw75nfhy7oputsllvjjcqq 186 99 stress stress NN work_zhl5dw75nfhy7oputsllvjjcqq 186 100 nicotine nicotine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 101 alcohol alcohol NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 102 thc thc NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 103 caffeine caffeine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 104 smoking smoking NN work_zhl5dw75nfhy7oputsllvjjcqq 186 105 cannabis cannabis NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 106 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 107 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 108 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 109 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 110 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 111 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 112 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 113 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 114 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 115 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 116 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 117 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 118 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 119 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 120 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 121 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 122 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 123 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 124 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 125 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 126 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 127 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 128 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 129 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 130 cigarettes cigarette NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 131 powder powder NN work_zhl5dw75nfhy7oputsllvjjcqq 186 132 narcotics narcotic NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 133 crack crack VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 134 drugs drug NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 135 pills pill NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 136 methamphetamine methamphetamine JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 137 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 138 oxycodone oxycodone NN work_zhl5dw75nfhy7oputsllvjjcqq 186 139 heroin heroin NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 140 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 141 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 142 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 143 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 144 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 145 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 146 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 147 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 148 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 149 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 150 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 151 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 152 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 153 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 154 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 155 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 156 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 157 0.60 0.60 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 158 0.65 0.65 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 159 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 160 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 161 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 162 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 163 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 164 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 165 testing testing NN work_zhl5dw75nfhy7oputsllvjjcqq 186 166 abuse abuse NN work_zhl5dw75nfhy7oputsllvjjcqq 186 167 substance substance NN work_zhl5dw75nfhy7oputsllvjjcqq 186 168 urine urine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 169 alcohol alcohol NN work_zhl5dw75nfhy7oputsllvjjcqq 186 170 counseling counseling NN work_zhl5dw75nfhy7oputsllvjjcqq 186 171 steroid steroid NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 172 nandrolone nandrolone NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 173 drug drug NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 174 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 175 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 176 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 177 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 178 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 179 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 180 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 181 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 182 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 183 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 184 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 185 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 186 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 187 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 188 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 189 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 190 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 191 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 192 0.65 0.65 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 193 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 194 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 195 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 196 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 197 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 198 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 199 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 200 drug drug NN work_zhl5dw75nfhy7oputsllvjjcqq 186 201 smoking smoking NN work_zhl5dw75nfhy7oputsllvjjcqq 186 202 lsd lsd VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 203 thc thc JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 204 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 205 weed weed NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 206 mdma mdma NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 207 tobacco tobacco NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 208 nicotine nicotine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 209 cannabis cannabis NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 210 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 211 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 212 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 213 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 214 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 215 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 216 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 217 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 218 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 219 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 220 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 221 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 222 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 223 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 224 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 225 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 226 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 227 0.45 0.45 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 228 0.50 0.50 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 229 0.55 0.55 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 230 0.60 0.60 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 231 0.65 0.65 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 232 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 233 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 234 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 235 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 236 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 237 possession possession NN work_zhl5dw75nfhy7oputsllvjjcqq 186 238 growing grow VBG work_zhl5dw75nfhy7oputsllvjjcqq 186 239 smoked smoke VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 240 grams gram NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 241 drugs drug NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 242 distribute distribute VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 243 crack crack NN work_zhl5dw75nfhy7oputsllvjjcqq 186 244 kilograms kilograms NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 245 heroin heroin NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 246 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 247 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 248 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 249 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 250 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 251 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 252 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 253 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 254 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 255 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 256 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 257 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 258 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 259 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 260 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 261 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 262 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 263 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 264 0.2 0.2 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 265 0.3 0.3 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 266 0.4 0.4 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 267 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 268 0.6 0.6 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 269 0.7 0.7 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 270 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 271 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 272 positive positive JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 273 suspensions suspension NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 274 blaming blame VBG work_zhl5dw75nfhy7oputsllvjjcqq 186 275 steroid steroid NN work_zhl5dw75nfhy7oputsllvjjcqq 186 276 purposes purpose NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 277 addiction addiction NN work_zhl5dw75nfhy7oputsllvjjcqq 186 278 testing testing NN work_zhl5dw75nfhy7oputsllvjjcqq 186 279 smoking smoking NN work_zhl5dw75nfhy7oputsllvjjcqq 186 280 procedures procedure NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 281 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 282 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 283 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 284 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 285 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 286 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 287 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 288 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 289 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 290 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 291 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 292 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 293 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 294 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 295 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 296 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 297 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 298 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 299 0.4 0.4 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 300 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 301 0.6 0.6 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 302 0.7 0.7 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 303 0.8 0.8 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 304 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 305 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 306 effects effect NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 307 drugs drug NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 308 caffeine caffeine VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 309 weed weed NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 310 drug drug NN work_zhl5dw75nfhy7oputsllvjjcqq 186 311 thc thc JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 312 tobacco tobacco NN work_zhl5dw75nfhy7oputsllvjjcqq 186 313 smoke smoke NN work_zhl5dw75nfhy7oputsllvjjcqq 186 314 smoking smoking NN work_zhl5dw75nfhy7oputsllvjjcqq 186 315 cannabis cannabis NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 316 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 317 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 318 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 319 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 320 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 321 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 322 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 323 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 324 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 325 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 326 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 327 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 328 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 329 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 330 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 331 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 332 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 333 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 334 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 335 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 336 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 337 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 338 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 339 methamphetamine methamphetamine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 340 hydrochloride hydrochloride NN work_zhl5dw75nfhy7oputsllvjjcqq 186 341 kilograms kilograms NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 342 paraphernalia paraphernalia NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 343 kilogram kilogram NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 344 grams grams NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 345 crack crack NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 346 powder powder NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 347 heroin heroin NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 348 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 349 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 350 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 351 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 352 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 353 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 354 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 355 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 356 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 357 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 358 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 359 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 360 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 361 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 362 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 363 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 364 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 365 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 366 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 367 0.6 0.6 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 368 0.7 0.7 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 369 0.8 0.8 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 370 0.9 0.9 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 371 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 372 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 373 steroid steroid NN work_zhl5dw75nfhy7oputsllvjjcqq 186 374 testing testing NN work_zhl5dw75nfhy7oputsllvjjcqq 186 375 crack crack NN work_zhl5dw75nfhy7oputsllvjjcqq 186 376 drugs drug NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 377 substance substance NN work_zhl5dw75nfhy7oputsllvjjcqq 186 378 positive positive JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 379 tested test VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 380 alcohol alcohol NN work_zhl5dw75nfhy7oputsllvjjcqq 186 381 drug drug NN work_zhl5dw75nfhy7oputsllvjjcqq 186 382 cocaine cocaine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 383 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 384 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 385 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 386 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 387 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 388 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 389 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 390 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 391 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 392 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 393 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 394 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 395 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 396 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 397 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 398 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 186 399 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 400 0.70 0.70 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 401 0.75 0.75 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 402 0.80 0.80 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 403 0.85 0.85 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 404 0.90 0.90 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 405 0.95 0.95 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 406 Cosine Cosine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 407 Similarity Similarity NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 408 smoke smoke NN work_zhl5dw75nfhy7oputsllvjjcqq 186 409 smokers smoker NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 410 thc thc JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 411 cigar cigar NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 412 cigarettes cigarette NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 413 smoking smoke VBG work_zhl5dw75nfhy7oputsllvjjcqq 186 414 weed weed NN work_zhl5dw75nfhy7oputsllvjjcqq 186 415 tobacco tobacco NN work_zhl5dw75nfhy7oputsllvjjcqq 186 416 nicotine nicotine NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 417 cannabis cannabis NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 418 M M NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 419 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 420 st st NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 421 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 422 i -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 186 423 m be VBP work_zhl5dw75nfhy7oputsllvjjcqq 186 424 il il NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 425 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 186 426 r r NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 427 W W NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 428 o o NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 429 rd rd NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 430 s s NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 431 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 432 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 433 shuffled shuffle VBN work_zhl5dw75nfhy7oputsllvjjcqq 186 434 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 186 435 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 186 436 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 437 : : : work_zhl5dw75nfhy7oputsllvjjcqq 186 438 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 186 439 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 186 440 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 441 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 442 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 186 443 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 186 444 means mean NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 445 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 186 446 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 447 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 448 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 186 449 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 186 450 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 451 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 452 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 186 453 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 186 454 query query NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 455 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 186 456 marijuana marijuana NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 457 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 186 458 its -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 186 459 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 186 460 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 186 461 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 186 462 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 186 463 highest high JJS work_zhl5dw75nfhy7oputsllvjjcqq 186 464 mean mean JJ work_zhl5dw75nfhy7oputsllvjjcqq 186 465 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 186 466 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 186 467 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 186 468 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 186 469 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 186 470 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 186 471 . . . work_zhl5dw75nfhy7oputsllvjjcqq 187 1 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 187 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 187 3 learned learn VBN work_zhl5dw75nfhy7oputsllvjjcqq 187 4 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 187 5 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 187 6 segmented segment VBN work_zhl5dw75nfhy7oputsllvjjcqq 187 7 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 187 8 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 187 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 188 1 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 188 2 setting set VBG work_zhl5dw75nfhy7oputsllvjjcqq 188 3 causes cause VBZ work_zhl5dw75nfhy7oputsllvjjcqq 188 4 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 188 5 increases increase NNS work_zhl5dw75nfhy7oputsllvjjcqq 188 6 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 188 7 varia- varia- NN work_zhl5dw75nfhy7oputsllvjjcqq 188 8 tion tion NN work_zhl5dw75nfhy7oputsllvjjcqq 188 9 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 188 10 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 188 11 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 188 12 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 188 13 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 188 14 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 188 15 weaker weak JJR work_zhl5dw75nfhy7oputsllvjjcqq 188 16 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 188 17 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 188 18 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 188 19 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 188 20 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 188 21 corpora corpora NNP work_zhl5dw75nfhy7oputsllvjjcqq 188 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 188 23 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 188 24 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 188 25 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 188 26 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 188 27 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 188 28 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 188 29 rankings ranking NNS work_zhl5dw75nfhy7oputsllvjjcqq 188 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 189 1 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 189 2 indicates indicate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 189 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 189 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 189 5 pres- pres- NN work_zhl5dw75nfhy7oputsllvjjcqq 189 6 ence ence NN work_zhl5dw75nfhy7oputsllvjjcqq 189 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 189 8 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 189 9 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 189 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 189 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 189 12 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 189 13 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 189 14 signifi- signifi- VB work_zhl5dw75nfhy7oputsllvjjcqq 189 15 cantly cantly RB work_zhl5dw75nfhy7oputsllvjjcqq 189 16 affect affect VB work_zhl5dw75nfhy7oputsllvjjcqq 189 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 189 18 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 189 19 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 189 20 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 189 21 embed- embed- JJ work_zhl5dw75nfhy7oputsllvjjcqq 189 22 ding ding NNP work_zhl5dw75nfhy7oputsllvjjcqq 189 23 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 189 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 190 1 GloVe GloVe NNS work_zhl5dw75nfhy7oputsllvjjcqq 190 2 produced produce VBD work_zhl5dw75nfhy7oputsllvjjcqq 190 3 very very RB work_zhl5dw75nfhy7oputsllvjjcqq 190 4 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 190 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 190 6 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 190 7 both both PDT work_zhl5dw75nfhy7oputsllvjjcqq 190 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 190 9 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 190 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 190 11 SHUFFLED shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 190 12 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 190 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 190 14 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 190 15 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 190 16 means mean NNS work_zhl5dw75nfhy7oputsllvjjcqq 190 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 190 18 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 190 19 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 190 20 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 190 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 190 22 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 190 23 indi- indi- VBD work_zhl5dw75nfhy7oputsllvjjcqq 190 24 cates cat VBZ work_zhl5dw75nfhy7oputsllvjjcqq 190 25 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 190 26 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 190 27 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 190 28 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 190 29 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 190 30 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 190 31 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 190 32 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 190 33 . . . work_zhl5dw75nfhy7oputsllvjjcqq 191 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 191 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 191 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 191 4 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 191 5 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 191 6 caused cause VBD work_zhl5dw75nfhy7oputsllvjjcqq 191 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 191 8 reduc- reduc- JJ work_zhl5dw75nfhy7oputsllvjjcqq 191 9 tion tion NN work_zhl5dw75nfhy7oputsllvjjcqq 191 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 191 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 191 12 mean mean NN work_zhl5dw75nfhy7oputsllvjjcqq 191 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 191 14 widened widen VBD work_zhl5dw75nfhy7oputsllvjjcqq 191 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 191 16 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 191 17 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 191 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 191 19 indicating indicate VBG work_zhl5dw75nfhy7oputsllvjjcqq 191 20 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 191 21 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 191 22 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 191 23 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 191 24 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 191 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 191 26 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 191 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 191 28 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 191 29 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 191 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 192 1 114 114 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 2 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 192 3 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 4 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 192 5 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 6 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 7 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 8 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 192 9 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 10 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 11 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 12 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 13 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 14 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 192 15 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 16 viability viability NN work_zhl5dw75nfhy7oputsllvjjcqq 192 17 fetus fetus VB work_zhl5dw75nfhy7oputsllvjjcqq 192 18 trimester trimester NN work_zhl5dw75nfhy7oputsllvjjcqq 192 19 surgery surgery NN work_zhl5dw75nfhy7oputsllvjjcqq 192 20 trimester trimester NN work_zhl5dw75nfhy7oputsllvjjcqq 192 21 pregnancies pregnancy NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 22 abdomen abdomen NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 23 pregnancies pregnancy NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 24 pregnancies pregnancy NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 25 surgery surgery NN work_zhl5dw75nfhy7oputsllvjjcqq 192 26 visit visit VBP work_zhl5dw75nfhy7oputsllvjjcqq 192 27 surgery surgery NN work_zhl5dw75nfhy7oputsllvjjcqq 192 28 occupation occupation NN work_zhl5dw75nfhy7oputsllvjjcqq 192 29 tenure tenure NN work_zhl5dw75nfhy7oputsllvjjcqq 192 30 abortion abortion NN work_zhl5dw75nfhy7oputsllvjjcqq 192 31 gestation gestation NN work_zhl5dw75nfhy7oputsllvjjcqq 192 32 visit visit NN work_zhl5dw75nfhy7oputsllvjjcqq 192 33 therapy therapy NN work_zhl5dw75nfhy7oputsllvjjcqq 192 34 incarceration incarceration NN work_zhl5dw75nfhy7oputsllvjjcqq 192 35 viability viability NN work_zhl5dw75nfhy7oputsllvjjcqq 192 36 stepfather stepfather NN work_zhl5dw75nfhy7oputsllvjjcqq 192 37 abortions abortion NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 38 kindergarten kindergarten VBP work_zhl5dw75nfhy7oputsllvjjcqq 192 39 tenure tenure NN work_zhl5dw75nfhy7oputsllvjjcqq 192 40 pain pain NN work_zhl5dw75nfhy7oputsllvjjcqq 192 41 visit visit NN work_zhl5dw75nfhy7oputsllvjjcqq 192 42 abortion abortion NN work_zhl5dw75nfhy7oputsllvjjcqq 192 43 wife wife NN work_zhl5dw75nfhy7oputsllvjjcqq 192 44 fetus fetus NN work_zhl5dw75nfhy7oputsllvjjcqq 192 45 viability viability NN work_zhl5dw75nfhy7oputsllvjjcqq 192 46 workday workday NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 47 hospitalization hospitalization NN work_zhl5dw75nfhy7oputsllvjjcqq 192 48 arrival arrival NN work_zhl5dw75nfhy7oputsllvjjcqq 192 49 tenure tenure NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 50 groin groin NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 51 gestation gestation NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 52 headaches headache VBZ work_zhl5dw75nfhy7oputsllvjjcqq 192 53 abortions abortions NNPS work_zhl5dw75nfhy7oputsllvjjcqq 192 54 neck neck NN work_zhl5dw75nfhy7oputsllvjjcqq 192 55 pain pain NN work_zhl5dw75nfhy7oputsllvjjcqq 192 56 visit visit VBP work_zhl5dw75nfhy7oputsllvjjcqq 192 57 throat throat NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 58 surgery surgery NN work_zhl5dw75nfhy7oputsllvjjcqq 192 59 pregnant pregnant JJ work_zhl5dw75nfhy7oputsllvjjcqq 192 60 hernia hernia NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 61 headaches headache VBZ work_zhl5dw75nfhy7oputsllvjjcqq 192 62 headaches headaches NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 63 abortions abortions NNPS work_zhl5dw75nfhy7oputsllvjjcqq 192 64 grandmother grandmother VBP work_zhl5dw75nfhy7oputsllvjjcqq 192 65 expiration expiration NNP work_zhl5dw75nfhy7oputsllvjjcqq 192 66 abortion abortion NN work_zhl5dw75nfhy7oputsllvjjcqq 192 67 summer summer NN work_zhl5dw75nfhy7oputsllvjjcqq 192 68 trimester trimester NN work_zhl5dw75nfhy7oputsllvjjcqq 192 69 birthday birthday NN work_zhl5dw75nfhy7oputsllvjjcqq 192 70 pregnant pregnant JJ work_zhl5dw75nfhy7oputsllvjjcqq 192 71 daughter daughter NN work_zhl5dw75nfhy7oputsllvjjcqq 192 72 sudden sudden JJ work_zhl5dw75nfhy7oputsllvjjcqq 192 73 pain pain NN work_zhl5dw75nfhy7oputsllvjjcqq 192 74 suicide suicide NN work_zhl5dw75nfhy7oputsllvjjcqq 192 75 experiencing experience VBG work_zhl5dw75nfhy7oputsllvjjcqq 192 76 neck neck NN work_zhl5dw75nfhy7oputsllvjjcqq 192 77 birthday birthday NN work_zhl5dw75nfhy7oputsllvjjcqq 192 78 panic panic NN work_zhl5dw75nfhy7oputsllvjjcqq 192 79 fetal fetal JJ work_zhl5dw75nfhy7oputsllvjjcqq 192 80 bladder bladder NN work_zhl5dw75nfhy7oputsllvjjcqq 192 81 abortion abortion NN work_zhl5dw75nfhy7oputsllvjjcqq 192 82 medications medication NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 83 tenure tenure NN work_zhl5dw75nfhy7oputsllvjjcqq 192 84 fetus fetus NN work_zhl5dw75nfhy7oputsllvjjcqq 192 85 jaw jaw NN work_zhl5dw75nfhy7oputsllvjjcqq 192 86 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 192 87 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 88 : : : work_zhl5dw75nfhy7oputsllvjjcqq 192 89 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 192 90 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 192 91 closest close JJS work_zhl5dw75nfhy7oputsllvjjcqq 192 92 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 192 93 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 192 94 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 192 95 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 192 96 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 192 97 pregnancy pregnancy NN work_zhl5dw75nfhy7oputsllvjjcqq 192 98 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 192 99 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 192 100 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 192 101 . . . work_zhl5dw75nfhy7oputsllvjjcqq 193 1 None none NN work_zhl5dw75nfhy7oputsllvjjcqq 193 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 193 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 193 4 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 193 5 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 193 6 appear appear VBP work_zhl5dw75nfhy7oputsllvjjcqq 193 7 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 193 8 every every DT work_zhl5dw75nfhy7oputsllvjjcqq 193 9 run run NN work_zhl5dw75nfhy7oputsllvjjcqq 193 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 194 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 194 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 194 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 194 4 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 194 5 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 194 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 194 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 194 8 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 194 9 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 194 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 194 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 194 12 full full JJ work_zhl5dw75nfhy7oputsllvjjcqq 194 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 194 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 194 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 194 16 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 194 17 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 194 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 194 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 194 20 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 194 21 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 194 22 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 194 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 194 24 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 194 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 194 26 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 194 27 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 194 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 195 1 Run run VB work_zhl5dw75nfhy7oputsllvjjcqq 195 2 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 3 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 195 4 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 5 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 6 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 7 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 195 8 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 9 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 10 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 11 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 12 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 13 Run run NN work_zhl5dw75nfhy7oputsllvjjcqq 195 14 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 15 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 16 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 17 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 18 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 19 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 20 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 21 selection selection NN work_zhl5dw75nfhy7oputsllvjjcqq 195 22 genetics genetic NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 23 process process VBP work_zhl5dw75nfhy7oputsllvjjcqq 195 24 human human JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 25 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 26 convergent convergent NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 27 evolutionary evolutionary NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 28 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 29 convergent convergent NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 30 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 31 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 32 theory theory VBP work_zhl5dw75nfhy7oputsllvjjcqq 195 33 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 34 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 35 nature nature VBP work_zhl5dw75nfhy7oputsllvjjcqq 195 36 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 195 37 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 38 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 39 genetics genetic NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 40 evolutionary evolutionary NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 41 species species NNPS work_zhl5dw75nfhy7oputsllvjjcqq 195 42 evolutionary evolutionary NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 43 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 44 convergent convergent NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 45 genetics genetics NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 46 human human NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 47 genetics genetics NNPS work_zhl5dw75nfhy7oputsllvjjcqq 195 48 convergent convergent NN work_zhl5dw75nfhy7oputsllvjjcqq 195 49 convergent convergent NN work_zhl5dw75nfhy7oputsllvjjcqq 195 50 abiogenesis abiogenesis NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 51 evolutionary evolutionary NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 52 species species NNPS work_zhl5dw75nfhy7oputsllvjjcqq 195 53 evolutionary evolutionary NN work_zhl5dw75nfhy7oputsllvjjcqq 195 54 theory theory NN work_zhl5dw75nfhy7oputsllvjjcqq 195 55 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 195 56 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 195 57 evolutionary evolutionary JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 58 species specie NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 59 did do VBD work_zhl5dw75nfhy7oputsllvjjcqq 195 60 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 61 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 62 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 63 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 64 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 65 human human JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 66 convergent convergent NN work_zhl5dw75nfhy7oputsllvjjcqq 195 67 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 68 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 69 did do VBD work_zhl5dw75nfhy7oputsllvjjcqq 195 70 species specie NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 71 nature nature NN work_zhl5dw75nfhy7oputsllvjjcqq 195 72 natural natural JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 73 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 195 74 convergent convergent NN work_zhl5dw75nfhy7oputsllvjjcqq 195 75 process process NN work_zhl5dw75nfhy7oputsllvjjcqq 195 76 human human JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 77 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 78 species specie VBZ work_zhl5dw75nfhy7oputsllvjjcqq 195 79 theory theory NN work_zhl5dw75nfhy7oputsllvjjcqq 195 80 evolutionary evolutionary NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 81 creationism creationism NNP work_zhl5dw75nfhy7oputsllvjjcqq 195 82 human human JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 83 darwinian darwinian JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 84 favor favor NN work_zhl5dw75nfhy7oputsllvjjcqq 195 85 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 195 86 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 87 : : : work_zhl5dw75nfhy7oputsllvjjcqq 195 88 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 195 89 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 195 90 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 195 91 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 195 92 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 195 93 closest close JJS work_zhl5dw75nfhy7oputsllvjjcqq 195 94 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 195 95 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 195 96 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 195 97 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 195 98 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 195 99 evolution evolution NN work_zhl5dw75nfhy7oputsllvjjcqq 195 100 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 195 101 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 195 102 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 195 103 . . . work_zhl5dw75nfhy7oputsllvjjcqq 196 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 196 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 196 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 196 4 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 196 5 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 196 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 196 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 196 8 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 196 9 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 196 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 196 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 196 12 full full JJ work_zhl5dw75nfhy7oputsllvjjcqq 196 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 196 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 196 15 AskScience AskScience NNP work_zhl5dw75nfhy7oputsllvjjcqq 196 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 196 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 196 18 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 196 19 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 196 20 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 196 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 196 22 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 196 23 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 196 24 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 196 25 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 196 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 197 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 197 2 patterns pattern NNS work_zhl5dw75nfhy7oputsllvjjcqq 197 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 197 4 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 197 5 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 197 6 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 197 7 variations variation NNS work_zhl5dw75nfhy7oputsllvjjcqq 197 8 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 197 9 generalized generalize VBN work_zhl5dw75nfhy7oputsllvjjcqq 197 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 197 11 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 197 12 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 197 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 197 14 which which WDT work_zhl5dw75nfhy7oputsllvjjcqq 197 15 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 197 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 197 17 mean mean NNP work_zhl5dw75nfhy7oputsllvjjcqq 197 18 stan- stan- NNP work_zhl5dw75nfhy7oputsllvjjcqq 197 19 dard dard NNP work_zhl5dw75nfhy7oputsllvjjcqq 197 20 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 197 21 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 197 22 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 197 23 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 197 24 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 197 25 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 197 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 198 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 198 2 calculated calculate VBD work_zhl5dw75nfhy7oputsllvjjcqq 198 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 198 4 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 198 5 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 198 6 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 198 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 198 8 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 198 9 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 198 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 198 11 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 198 12 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 198 13 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 198 14 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 198 15 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 198 16 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 198 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 198 18 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 198 19 then then RB work_zhl5dw75nfhy7oputsllvjjcqq 198 20 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 198 21 averaged average VBD work_zhl5dw75nfhy7oputsllvjjcqq 198 22 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 198 23 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 198 24 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 198 25 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 198 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 199 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 199 2 re- re- JJ work_zhl5dw75nfhy7oputsllvjjcqq 199 3 sults sult NNS work_zhl5dw75nfhy7oputsllvjjcqq 199 4 show show VBP work_zhl5dw75nfhy7oputsllvjjcqq 199 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 199 6 average average JJ work_zhl5dw75nfhy7oputsllvjjcqq 199 7 levels level NNS work_zhl5dw75nfhy7oputsllvjjcqq 199 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 199 9 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 199 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 199 11 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 199 12 algorithm algorithm NNP work_zhl5dw75nfhy7oputsllvjjcqq 199 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 199 14 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 199 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 200 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 200 2 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 200 3 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 200 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 200 5 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 200 6 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 200 7 SHUFFLED shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 200 8 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 200 9 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 200 10 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 200 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 200 12 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 200 13 produce produce VBP work_zhl5dw75nfhy7oputsllvjjcqq 200 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 200 15 least least JJS work_zhl5dw75nfhy7oputsllvjjcqq 200 16 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 200 17 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 200 18 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 200 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 200 20 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 200 21 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 200 22 pro- pro- NN work_zhl5dw75nfhy7oputsllvjjcqq 200 23 duces duce VBZ work_zhl5dw75nfhy7oputsllvjjcqq 200 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 200 25 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 200 26 variable variable JJ work_zhl5dw75nfhy7oputsllvjjcqq 200 27 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 200 28 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 200 29 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 200 30 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 200 31 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 200 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 201 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 201 2 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 201 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 201 4 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 201 5 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 201 6 has have VBZ work_zhl5dw75nfhy7oputsllvjjcqq 201 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 201 8 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 201 9 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 201 10 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 201 11 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 201 12 four four CD work_zhl5dw75nfhy7oputsllvjjcqq 201 13 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 201 14 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 201 15 lesser less JJR work_zhl5dw75nfhy7oputsllvjjcqq 201 16 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 201 17 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 201 18 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 201 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 201 20 consistently consistently RB work_zhl5dw75nfhy7oputsllvjjcqq 201 21 increasing increase VBG work_zhl5dw75nfhy7oputsllvjjcqq 201 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 201 23 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 201 24 devia- devia- JJ work_zhl5dw75nfhy7oputsllvjjcqq 201 25 tions tion NNS work_zhl5dw75nfhy7oputsllvjjcqq 201 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 202 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 202 2 turn turn VBP work_zhl5dw75nfhy7oputsllvjjcqq 202 3 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 202 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 202 5 question question NN work_zhl5dw75nfhy7oputsllvjjcqq 202 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 202 7 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 202 8 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 202 9 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 202 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 202 11 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 202 12 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 202 13 affects affect VBZ work_zhl5dw75nfhy7oputsllvjjcqq 202 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 202 15 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 202 16 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 202 17 most most JJS work_zhl5dw75nfhy7oputsllvjjcqq 202 18 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 202 19 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 202 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 203 1 Are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 203 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 203 3 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 203 4 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 203 5 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 203 6 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 203 7 simply simply RB work_zhl5dw75nfhy7oputsllvjjcqq 203 8 re re VB work_zhl5dw75nfhy7oputsllvjjcqq 203 9 - - VBN work_zhl5dw75nfhy7oputsllvjjcqq 203 10 ordered order VBN work_zhl5dw75nfhy7oputsllvjjcqq 203 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 203 12 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 203 13 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 203 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 203 15 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 203 16 present present JJ work_zhl5dw75nfhy7oputsllvjjcqq 203 17 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 203 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 203 19 list list NN work_zhl5dw75nfhy7oputsllvjjcqq 203 20 substantially substantially RB work_zhl5dw75nfhy7oputsllvjjcqq 203 21 change change VB work_zhl5dw75nfhy7oputsllvjjcqq 203 22 ? ? . work_zhl5dw75nfhy7oputsllvjjcqq 204 1 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 204 2 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 204 3 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 204 4 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 204 5 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 204 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 204 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 204 8 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 204 9 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 204 10 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 204 11 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 204 12 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 204 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 204 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 204 15 query query NNP work_zhl5dw75nfhy7oputsllvjjcqq 204 16 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 204 17 pregnancy pregnancy NN work_zhl5dw75nfhy7oputsllvjjcqq 204 18 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 204 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 204 20 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 204 21 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 204 22 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 204 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 205 1 Observing Observing NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 2 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 3 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 205 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 205 5 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 205 6 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 205 7 believe believe VB work_zhl5dw75nfhy7oputsllvjjcqq 205 8 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 205 9 judges judge NNS work_zhl5dw75nfhy7oputsllvjjcqq 205 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 205 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 205 12 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 13 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 14 associate associate NN work_zhl5dw75nfhy7oputsllvjjcqq 205 15 pregnancy pregnancy NN work_zhl5dw75nfhy7oputsllvjjcqq 205 16 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 205 17 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 205 18 questions question NNS work_zhl5dw75nfhy7oputsllvjjcqq 205 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 205 20 viability viability NN work_zhl5dw75nfhy7oputsllvjjcqq 205 21 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 205 22 abortion abortion NN work_zhl5dw75nfhy7oputsllvjjcqq 205 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 205 24 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 205 25 observ- observ- NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 26 ing ing NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 27 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 205 28 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 205 29 , , , work_zhl5dw75nfhy7oputsllvjjcqq 205 30 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 205 31 might may MD work_zhl5dw75nfhy7oputsllvjjcqq 205 32 believe believe VB work_zhl5dw75nfhy7oputsllvjjcqq 205 33 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 205 34 pregnancy pregnancy NN work_zhl5dw75nfhy7oputsllvjjcqq 205 35 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 205 36 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 205 37 associated associate VBN work_zhl5dw75nfhy7oputsllvjjcqq 205 38 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 205 39 questions question NNS work_zhl5dw75nfhy7oputsllvjjcqq 205 40 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 205 41 prisons prison NNS work_zhl5dw75nfhy7oputsllvjjcqq 205 42 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 205 43 family family NN work_zhl5dw75nfhy7oputsllvjjcqq 205 44 visits visit NNS work_zhl5dw75nfhy7oputsllvjjcqq 205 45 . . . work_zhl5dw75nfhy7oputsllvjjcqq 206 1 Although although IN work_zhl5dw75nfhy7oputsllvjjcqq 206 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 206 3 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 206 4 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 206 5 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 206 6 table table NN work_zhl5dw75nfhy7oputsllvjjcqq 206 7 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 206 8 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 206 9 produced produce VBN work_zhl5dw75nfhy7oputsllvjjcqq 206 10 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 206 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 206 12 same same JJ work_zhl5dw75nfhy7oputsllvjjcqq 206 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 206 14 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 206 15 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 206 16 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 206 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 206 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 206 19 membership membership NN work_zhl5dw75nfhy7oputsllvjjcqq 206 20 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 206 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 206 22 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 206 23 changes change VBZ work_zhl5dw75nfhy7oputsllvjjcqq 206 24 substantially substantially RB work_zhl5dw75nfhy7oputsllvjjcqq 206 25 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 206 26 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 206 27 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 206 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 206 29 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 206 30 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 206 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 207 1 As as IN work_zhl5dw75nfhy7oputsllvjjcqq 207 2 another another DT work_zhl5dw75nfhy7oputsllvjjcqq 207 3 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 207 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 207 5 Table table NN work_zhl5dw75nfhy7oputsllvjjcqq 207 6 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 207 7 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 207 8 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 207 9 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 207 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 207 11 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 207 12 evolution evolution NN work_zhl5dw75nfhy7oputsllvjjcqq 207 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 207 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 207 15 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 207 16 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 207 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 207 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 207 19 AskScience AskScience NNP work_zhl5dw75nfhy7oputsllvjjcqq 207 20 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 207 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 208 1 Although although IN work_zhl5dw75nfhy7oputsllvjjcqq 208 2 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 208 3 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 208 4 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 208 5 less less JJR work_zhl5dw75nfhy7oputsllvjjcqq 208 6 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 208 7 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 208 8 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 208 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 208 10 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 208 11 still still RB work_zhl5dw75nfhy7oputsllvjjcqq 208 12 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 208 13 cause cause NN work_zhl5dw75nfhy7oputsllvjjcqq 208 14 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 208 15 concern concern NN work_zhl5dw75nfhy7oputsllvjjcqq 208 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 209 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 209 2 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 209 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 209 4 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 209 5 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 209 6 ranks rank VBZ work_zhl5dw75nfhy7oputsllvjjcqq 209 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 209 8 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 209 9 human human NN work_zhl5dw75nfhy7oputsllvjjcqq 209 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 209 11 humans human NNS work_zhl5dw75nfhy7oputsllvjjcqq 209 12 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 209 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 209 14 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 209 15 Run Run NNP work_zhl5dw75nfhy7oputsllvjjcqq 209 16 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 209 17 includes include VBZ work_zhl5dw75nfhy7oputsllvjjcqq 209 18 neither neither DT work_zhl5dw75nfhy7oputsllvjjcqq 209 19 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 209 20 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 209 21 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 209 22 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 209 23 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 209 24 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 209 25 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 209 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 210 1 These these DT work_zhl5dw75nfhy7oputsllvjjcqq 210 2 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 210 3 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 210 4 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 210 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 210 6 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 210 7 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 210 8 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 210 9 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 210 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 210 11 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 210 12 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 210 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 211 1 For for IN work_zhl5dw75nfhy7oputsllvjjcqq 211 2 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 211 3 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 211 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 211 5 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 211 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 211 7 AskHistorians AskHistorians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 211 8 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 211 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 211 10 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 211 11 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 211 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 211 13 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 211 14 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 211 15 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 211 16 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 211 17 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 211 18 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 211 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 212 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 212 2 generate generate VBP work_zhl5dw75nfhy7oputsllvjjcqq 212 3 new new JJ work_zhl5dw75nfhy7oputsllvjjcqq 212 4 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 212 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 212 6 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 212 7 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 212 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 212 9 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 212 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 212 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 212 12 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 212 13 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 212 14 trained train VBN work_zhl5dw75nfhy7oputsllvjjcqq 212 15 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 212 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 212 17 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 212 18 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 212 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 212 20 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 212 21 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 212 22 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 212 23 Jac- Jac- NNP work_zhl5dw75nfhy7oputsllvjjcqq 212 24 card card NN work_zhl5dw75nfhy7oputsllvjjcqq 212 25 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 212 26 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 212 27 compare compare VB work_zhl5dw75nfhy7oputsllvjjcqq 212 28 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 212 29 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 212 30 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 212 31 . . . work_zhl5dw75nfhy7oputsllvjjcqq 213 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 213 2 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 213 3 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 213 4 patterns pattern NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 5 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 213 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 213 7 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 213 9 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 213 10 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 213 11 115 115 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 12 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 13 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 14 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 15 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 16 ALGORITHM ALGORITHM NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 17 0.0 0.0 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 18 0.1 0.1 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 19 0.2 0.2 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 20 0.3 0.3 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 21 0.4 0.4 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 22 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 23 0.6 0.6 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 24 0.7 0.7 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 25 0.8 0.8 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 26 0.9 0.9 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 27 JA ja NN work_zhl5dw75nfhy7oputsllvjjcqq 213 28 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 213 29 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 213 30 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 213 31 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 213 32 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 213 33 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 213 34 IM IM NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 35 IL IL NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 36 A a DT work_zhl5dw75nfhy7oputsllvjjcqq 213 37 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 213 38 IT it NN work_zhl5dw75nfhy7oputsllvjjcqq 213 39 Y y NN work_zhl5dw75nfhy7oputsllvjjcqq 213 40 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 213 41 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 213 42 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 213 43 Variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 213 44 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 213 45 Top Top NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 46 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 47 Words Words NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 48 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 49 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 50 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 51 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 52 ALGORITHM ALGORITHM NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 53 0.0 0.0 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 54 0.1 0.1 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 55 0.2 0.2 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 56 0.3 0.3 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 57 0.4 0.4 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 58 0.5 0.5 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 59 0.6 0.6 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 60 0.7 0.7 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 61 0.8 0.8 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 62 0.9 0.9 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 63 JA ja NN work_zhl5dw75nfhy7oputsllvjjcqq 213 64 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 213 65 C c NN work_zhl5dw75nfhy7oputsllvjjcqq 213 66 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 213 67 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 213 68 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 213 69 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 213 70 IM IM NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 71 IL IL NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 72 A a DT work_zhl5dw75nfhy7oputsllvjjcqq 213 73 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 213 74 IT it NN work_zhl5dw75nfhy7oputsllvjjcqq 213 75 Y y NN work_zhl5dw75nfhy7oputsllvjjcqq 213 76 fixed fix VBN work_zhl5dw75nfhy7oputsllvjjcqq 213 77 shuffled shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 213 78 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 213 79 Variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 213 80 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 213 81 Top Top NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 82 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 83 Words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 84 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 85 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 86 : : : work_zhl5dw75nfhy7oputsllvjjcqq 213 87 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 213 88 mean mean NN work_zhl5dw75nfhy7oputsllvjjcqq 213 89 Jaccard Jaccard NNP work_zhl5dw75nfhy7oputsllvjjcqq 213 90 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 91 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 213 92 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 93 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 213 94 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 95 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 213 96 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 213 97 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 213 98 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 99 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 213 100 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 213 101 closest close JJS work_zhl5dw75nfhy7oputsllvjjcqq 213 102 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 103 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 213 104 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 213 105 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 213 106 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 213 107 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 213 108 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 213 109 AskHistorians AskHistorians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 213 110 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 213 111 . . . work_zhl5dw75nfhy7oputsllvjjcqq 214 1 Larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 214 2 Jaccard Jaccard NNP work_zhl5dw75nfhy7oputsllvjjcqq 214 3 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 214 4 indicates indicate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 214 5 more more JJR work_zhl5dw75nfhy7oputsllvjjcqq 214 6 consistency consistency NN work_zhl5dw75nfhy7oputsllvjjcqq 214 7 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 214 8 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 214 9 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 214 10 member- member- NN work_zhl5dw75nfhy7oputsllvjjcqq 214 11 ship ship NN work_zhl5dw75nfhy7oputsllvjjcqq 214 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 215 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 215 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 215 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 215 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 215 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 215 6 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 215 7 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 215 8 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 215 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 216 1 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 216 2 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 216 3 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 216 4 ; ; : work_zhl5dw75nfhy7oputsllvjjcqq 216 5 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 216 6 displays display VBZ work_zhl5dw75nfhy7oputsllvjjcqq 216 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 216 8 lowest low JJS work_zhl5dw75nfhy7oputsllvjjcqq 216 9 Jaccard Jaccard NNP work_zhl5dw75nfhy7oputsllvjjcqq 216 10 simi- simi- NN work_zhl5dw75nfhy7oputsllvjjcqq 216 11 larity larity NN work_zhl5dw75nfhy7oputsllvjjcqq 216 12 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 216 13 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 216 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 216 15 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 216 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 216 17 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 216 18 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 216 19 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 216 20 higher high JJR work_zhl5dw75nfhy7oputsllvjjcqq 216 21 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 216 22 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 216 23 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 216 24 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 216 25 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 216 26 SHUFFLED shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 216 27 set- set- JJ work_zhl5dw75nfhy7oputsllvjjcqq 216 28 tings ting NNS work_zhl5dw75nfhy7oputsllvjjcqq 216 29 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 216 30 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 216 31 lower low JJR work_zhl5dw75nfhy7oputsllvjjcqq 216 32 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 216 33 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 216 34 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 216 35 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 216 36 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 216 37 . . . work_zhl5dw75nfhy7oputsllvjjcqq 217 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 217 2 display display VBP work_zhl5dw75nfhy7oputsllvjjcqq 217 3 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 217 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 217 5 both both DT work_zhl5dw75nfhy7oputsllvjjcqq 217 6 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 217 7 = = SYM work_zhl5dw75nfhy7oputsllvjjcqq 217 8 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 217 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 217 10 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 217 11 = = SYM work_zhl5dw75nfhy7oputsllvjjcqq 217 12 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 217 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 217 14 emphasizing emphasize VBG work_zhl5dw75nfhy7oputsllvjjcqq 217 15 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 217 16 even even RB work_zhl5dw75nfhy7oputsllvjjcqq 217 17 very very RB work_zhl5dw75nfhy7oputsllvjjcqq 217 18 highly highly RB work_zhl5dw75nfhy7oputsllvjjcqq 217 19 ranked rank VBN work_zhl5dw75nfhy7oputsllvjjcqq 217 20 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 217 21 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 217 22 drop drop VBP work_zhl5dw75nfhy7oputsllvjjcqq 217 23 out out IN work_zhl5dw75nfhy7oputsllvjjcqq 217 24 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 217 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 217 26 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 217 27 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 217 28 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 217 29 list list NN work_zhl5dw75nfhy7oputsllvjjcqq 217 30 . . . work_zhl5dw75nfhy7oputsllvjjcqq 218 1 Even even RB work_zhl5dw75nfhy7oputsllvjjcqq 218 2 when when WRB work_zhl5dw75nfhy7oputsllvjjcqq 218 3 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 218 4 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 218 5 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 218 6 drop drop VB work_zhl5dw75nfhy7oputsllvjjcqq 218 7 out out IN work_zhl5dw75nfhy7oputsllvjjcqq 218 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 218 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 218 10 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 218 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 218 12 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 218 13 list list NN work_zhl5dw75nfhy7oputsllvjjcqq 218 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 218 15 they -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 218 16 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 218 17 change change VBP work_zhl5dw75nfhy7oputsllvjjcqq 218 18 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 218 19 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 218 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 218 21 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 218 22 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 218 23 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 218 24 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 218 25 Figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 218 26 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 218 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 219 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 219 2 show show VBP work_zhl5dw75nfhy7oputsllvjjcqq 219 3 both both DT work_zhl5dw75nfhy7oputsllvjjcqq 219 4 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 219 5 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 219 6 example example NN work_zhl5dw75nfhy7oputsllvjjcqq 219 7 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 219 8 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 219 9 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 219 10 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 219 11 men man NNS work_zhl5dw75nfhy7oputsllvjjcqq 219 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 219 13 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 219 14 aggregate aggregate NN work_zhl5dw75nfhy7oputsllvjjcqq 219 15 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 219 16 all all PDT work_zhl5dw75nfhy7oputsllvjjcqq 219 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 219 18 terms term NNS work_zhl5dw75nfhy7oputsllvjjcqq 219 19 whose whose WP$ work_zhl5dw75nfhy7oputsllvjjcqq 219 20 average average JJ work_zhl5dw75nfhy7oputsllvjjcqq 219 21 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 219 22 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 219 23 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 219 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 219 25 top-10 top-10 JJ work_zhl5dw75nfhy7oputsllvjjcqq 219 26 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 219 27 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 219 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 219 29 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 219 30 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 219 31 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 219 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 220 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 220 2 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 220 3 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 220 4 highlight highlight VB work_zhl5dw75nfhy7oputsllvjjcqq 220 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 220 6 av- av- JJ work_zhl5dw75nfhy7oputsllvjjcqq 220 7 erage erage NN work_zhl5dw75nfhy7oputsllvjjcqq 220 8 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 220 9 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 220 10 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 220 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 220 12 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 220 13 do do VBP work_zhl5dw75nfhy7oputsllvjjcqq 220 14 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 220 15 show show VB work_zhl5dw75nfhy7oputsllvjjcqq 220 16 outliers outlier NNS work_zhl5dw75nfhy7oputsllvjjcqq 220 17 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 220 18 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 220 19 figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 220 20 , , , work_zhl5dw75nfhy7oputsllvjjcqq 220 21 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 220 22 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 220 23 note note VBP work_zhl5dw75nfhy7oputsllvjjcqq 220 24 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 220 25 outliers outlier NNS work_zhl5dw75nfhy7oputsllvjjcqq 220 26 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 220 27 large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 220 28 falls fall NNS work_zhl5dw75nfhy7oputsllvjjcqq 220 29 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 220 30 jumps jump VBZ work_zhl5dw75nfhy7oputsllvjjcqq 220 31 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 220 32 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 220 33 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 220 34 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 220 35 common common JJ work_zhl5dw75nfhy7oputsllvjjcqq 220 36 . . . work_zhl5dw75nfhy7oputsllvjjcqq 221 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 221 2 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 221 3 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 221 4 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 221 5 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 221 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 221 7 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 221 8 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 221 9 indicates indicate VBZ work_zhl5dw75nfhy7oputsllvjjcqq 221 10 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 221 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 221 12 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 221 13 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 221 14 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 221 15 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 221 16 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 221 17 significantly significantly RB work_zhl5dw75nfhy7oputsllvjjcqq 221 18 affect affect VB work_zhl5dw75nfhy7oputsllvjjcqq 221 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 221 20 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 221 21 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 221 22 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 221 23 rankings ranking NNS work_zhl5dw75nfhy7oputsllvjjcqq 221 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 222 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 222 2 also also RB work_zhl5dw75nfhy7oputsllvjjcqq 222 3 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 222 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 222 5 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 222 6 segmentation segmentation NN work_zhl5dw75nfhy7oputsllvjjcqq 222 7 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 222 8 af- af- IN work_zhl5dw75nfhy7oputsllvjjcqq 222 9 0 0 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 10 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 11 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 12 15 15 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 13 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 14 25 25 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 15 30 30 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 16 35 35 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 17 RANK rank NN work_zhl5dw75nfhy7oputsllvjjcqq 222 18 children child NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 19 women woman NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 20 soldiers soldier NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 21 boys boy VBZ work_zhl5dw75nfhy7oputsllvjjcqq 222 22 girls girl NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 23 horses horse NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 24 officers officer NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 25 people people NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 26 peasants peasant VBZ work_zhl5dw75nfhy7oputsllvjjcqq 222 27 bodies body NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 28 W w NN work_zhl5dw75nfhy7oputsllvjjcqq 222 29 O o NN work_zhl5dw75nfhy7oputsllvjjcqq 222 30 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 222 31 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 222 32 Change change NN work_zhl5dw75nfhy7oputsllvjjcqq 222 33 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 222 34 Rank Rank NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 35 : : : work_zhl5dw75nfhy7oputsllvjjcqq 222 36 " " `` work_zhl5dw75nfhy7oputsllvjjcqq 222 37 men man NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 38 " " '' work_zhl5dw75nfhy7oputsllvjjcqq 222 39 0 0 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 40 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 41 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 42 15 15 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 43 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 44 25 25 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 45 30 30 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 46 35 35 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 47 40 40 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 48 45 45 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 49 RANK rank NN work_zhl5dw75nfhy7oputsllvjjcqq 222 50 FOR for IN work_zhl5dw75nfhy7oputsllvjjcqq 222 51 CURRENT CURRENT NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 52 ITERATION iteration NN work_zhl5dw75nfhy7oputsllvjjcqq 222 53 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 54 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 55 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 56 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 57 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 58 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 59 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 60 8 8 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 61 9 9 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 62 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 63 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 222 64 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 222 65 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 222 66 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 222 67 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 222 68 G g NN work_zhl5dw75nfhy7oputsllvjjcqq 222 69 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 222 70 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 222 71 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 222 72 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 222 73 K k NN work_zhl5dw75nfhy7oputsllvjjcqq 222 74 Change change NN work_zhl5dw75nfhy7oputsllvjjcqq 222 75 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 222 76 Rank Rank NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 77 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 222 78 All all DT work_zhl5dw75nfhy7oputsllvjjcqq 222 79 Queries Queries NNPS work_zhl5dw75nfhy7oputsllvjjcqq 222 80 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 81 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 82 : : : work_zhl5dw75nfhy7oputsllvjjcqq 222 83 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 222 84 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 222 85 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 222 86 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 222 87 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 222 88 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 89 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 222 90 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 222 91 BOOT- BOOT- NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 92 STRAP STRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 222 93 setting set VBG work_zhl5dw75nfhy7oputsllvjjcqq 222 94 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 222 95 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 222 96 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 222 97 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 222 98 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 222 99 . . . work_zhl5dw75nfhy7oputsllvjjcqq 223 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 223 2 show show VBP work_zhl5dw75nfhy7oputsllvjjcqq 223 3 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 223 5 both both CC work_zhl5dw75nfhy7oputsllvjjcqq 223 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 223 7 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 223 8 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 223 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 223 10 men man NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 223 12 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 223 13 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 223 14 aggregate aggregate NN work_zhl5dw75nfhy7oputsllvjjcqq 223 15 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 223 16 all all PDT work_zhl5dw75nfhy7oputsllvjjcqq 223 17 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 223 18 queries query NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 223 20 showing show VBG work_zhl5dw75nfhy7oputsllvjjcqq 223 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 223 22 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 223 23 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 223 24 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 223 25 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 223 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 223 27 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 28 whose whose WP$ work_zhl5dw75nfhy7oputsllvjjcqq 223 29 average average JJ work_zhl5dw75nfhy7oputsllvjjcqq 223 30 ranking ranking NN work_zhl5dw75nfhy7oputsllvjjcqq 223 31 falls fall VBZ work_zhl5dw75nfhy7oputsllvjjcqq 223 32 within within IN work_zhl5dw75nfhy7oputsllvjjcqq 223 33 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 223 34 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 223 35 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 223 36 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 37 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 223 38 those those DT work_zhl5dw75nfhy7oputsllvjjcqq 223 39 queries query NNS work_zhl5dw75nfhy7oputsllvjjcqq 223 40 . . . work_zhl5dw75nfhy7oputsllvjjcqq 224 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 224 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 224 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 224 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 224 5 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 224 6 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 224 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 224 8 AskHis- askhis- JJ work_zhl5dw75nfhy7oputsllvjjcqq 224 9 torians torians NNPS work_zhl5dw75nfhy7oputsllvjjcqq 224 10 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 224 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 224 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 224 13 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 224 14 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 224 15 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 224 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 225 1 fects fect VBZ work_zhl5dw75nfhy7oputsllvjjcqq 225 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 225 3 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 225 4 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 225 5 . . . work_zhl5dw75nfhy7oputsllvjjcqq 226 1 Figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 226 2 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 226 3 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 226 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 226 5 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 226 6 segmented segment VBN work_zhl5dw75nfhy7oputsllvjjcqq 226 7 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 226 8 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 226 9 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 226 10 fine fine RB work_zhl5dw75nfhy7oputsllvjjcqq 226 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 226 12 grained grain VBN work_zhl5dw75nfhy7oputsllvjjcqq 226 13 level level NN work_zhl5dw75nfhy7oputsllvjjcqq 226 14 produce produce VBP work_zhl5dw75nfhy7oputsllvjjcqq 226 15 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 226 16 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 226 17 less less JJR work_zhl5dw75nfhy7oputsllvjjcqq 226 18 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 226 19 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 226 20 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 226 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 226 22 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 226 23 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 226 24 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 226 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 227 1 Documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 227 2 segmented segment VBD work_zhl5dw75nfhy7oputsllvjjcqq 227 3 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 227 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 227 5 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 227 6 level level NN work_zhl5dw75nfhy7oputsllvjjcqq 227 7 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 227 8 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 227 9 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 227 10 clustering cluster VBG work_zhl5dw75nfhy7oputsllvjjcqq 227 11 closer close RBR work_zhl5dw75nfhy7oputsllvjjcqq 227 12 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 227 13 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 227 14 median median NN work_zhl5dw75nfhy7oputsllvjjcqq 227 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 227 16 while while IN work_zhl5dw75nfhy7oputsllvjjcqq 227 17 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 227 18 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 227 19 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 227 20 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 227 21 deviations deviation NNS work_zhl5dw75nfhy7oputsllvjjcqq 227 22 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 227 23 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 227 24 spread spread VBN work_zhl5dw75nfhy7oputsllvjjcqq 227 25 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 227 26 widely widely RB work_zhl5dw75nfhy7oputsllvjjcqq 227 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 228 1 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 228 2 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 228 3 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 228 4 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 228 5 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 228 6 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 228 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 228 8 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 228 9 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 228 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 228 11 9th 9th NNP work_zhl5dw75nfhy7oputsllvjjcqq 228 12 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 228 13 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 228 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 228 15 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 228 16 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 228 17 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 228 18 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 228 19 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 228 20 “ " `` work_zhl5dw75nfhy7oputsllvjjcqq 228 21 docu- docu- NN work_zhl5dw75nfhy7oputsllvjjcqq 228 22 ments ment NNS work_zhl5dw75nfhy7oputsllvjjcqq 228 23 ” " '' work_zhl5dw75nfhy7oputsllvjjcqq 228 24 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 228 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 228 26 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 228 27 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 228 28 . . . work_zhl5dw75nfhy7oputsllvjjcqq 229 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 229 2 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 229 3 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 229 4 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 229 5 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 229 6 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 229 7 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 229 8 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 229 9 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 229 10 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 229 11 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 229 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 230 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 230 2 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 230 3 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 230 4 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 230 5 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 230 6 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 230 7 spread spread NN work_zhl5dw75nfhy7oputsllvjjcqq 230 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 230 9 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 230 10 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 230 11 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 230 12 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 230 13 larger large JJR work_zhl5dw75nfhy7oputsllvjjcqq 230 14 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 230 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 230 16 indicating indicate VBG work_zhl5dw75nfhy7oputsllvjjcqq 230 17 greater great JJR work_zhl5dw75nfhy7oputsllvjjcqq 230 18 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 230 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 231 1 Finally finally RB work_zhl5dw75nfhy7oputsllvjjcqq 231 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 231 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 231 4 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 231 5 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 231 6 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 231 7 variance variance NN work_zhl5dw75nfhy7oputsllvjjcqq 231 8 usually usually RB work_zhl5dw75nfhy7oputsllvjjcqq 231 9 stabilizes stabilize VBZ work_zhl5dw75nfhy7oputsllvjjcqq 231 10 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 231 11 about about RB work_zhl5dw75nfhy7oputsllvjjcqq 231 12 25 25 CD work_zhl5dw75nfhy7oputsllvjjcqq 231 13 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 231 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 231 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 231 16 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 231 17 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 231 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 232 1 Figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 232 2 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 232 3 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 232 4 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 232 5 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 232 6 initially initially RB work_zhl5dw75nfhy7oputsllvjjcqq 232 7 increases increase VBZ work_zhl5dw75nfhy7oputsllvjjcqq 232 8 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 232 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 232 10 number number NN work_zhl5dw75nfhy7oputsllvjjcqq 232 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 232 12 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 232 13 trained train VBN work_zhl5dw75nfhy7oputsllvjjcqq 232 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 233 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 233 2 observe observe VBP work_zhl5dw75nfhy7oputsllvjjcqq 233 3 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 233 4 pattern pattern NN work_zhl5dw75nfhy7oputsllvjjcqq 233 5 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 233 6 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 233 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 233 8 algorithms algorithms NNP work_zhl5dw75nfhy7oputsllvjjcqq 233 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 233 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 233 11 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 233 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 234 1 116 116 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 2 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 3 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 4 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 5 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 6 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 7 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 8 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 9 8 8 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 10 9 9 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 11 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 12 RANK rank NN work_zhl5dw75nfhy7oputsllvjjcqq 234 13 0.05 0.05 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 14 0.00 0.00 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 15 0.05 0.05 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 16 0.10 0.10 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 17 0.15 0.15 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 18 0.20 0.20 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 19 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 234 20 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 234 21 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 234 22 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 234 23 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 234 24 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 234 25 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 234 26 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 234 27 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 234 28 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 234 29 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 234 30 IA ia NN work_zhl5dw75nfhy7oputsllvjjcqq 234 31 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 234 32 IO io NN work_zhl5dw75nfhy7oputsllvjjcqq 234 33 N N NNP work_zhl5dw75nfhy7oputsllvjjcqq 234 34 Document Document NNP work_zhl5dw75nfhy7oputsllvjjcqq 234 35 Size Size NNP work_zhl5dw75nfhy7oputsllvjjcqq 234 36 Comparison Comparison NNP work_zhl5dw75nfhy7oputsllvjjcqq 234 37 DOCUMENT DOCUMENT NNP work_zhl5dw75nfhy7oputsllvjjcqq 234 38 SIZE size NN work_zhl5dw75nfhy7oputsllvjjcqq 234 39 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 234 40 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 234 41 Figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 234 42 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 43 : : : work_zhl5dw75nfhy7oputsllvjjcqq 234 44 Standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 234 45 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 234 46 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 234 47 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 234 48 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 234 49 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 234 50 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 234 51 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 234 52 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 234 53 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 234 54 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 234 55 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 234 56 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 234 57 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 234 58 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 234 59 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 234 60 . . . work_zhl5dw75nfhy7oputsllvjjcqq 235 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 235 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 235 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 235 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 235 5 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 235 6 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 235 7 sizes size NNS work_zhl5dw75nfhy7oputsllvjjcqq 235 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 235 9 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 235 10 vs vs IN work_zhl5dw75nfhy7oputsllvjjcqq 235 11 whole whole JJ work_zhl5dw75nfhy7oputsllvjjcqq 235 12 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 235 13 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 235 14 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 235 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 235 16 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 235 17 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 235 18 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 235 19 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 235 20 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 235 21 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 235 22 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 235 23 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 235 24 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 235 25 . . . work_zhl5dw75nfhy7oputsllvjjcqq 236 1 1 1 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 2 2 2 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 3 3 3 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 4 4 4 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 5 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 6 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 7 7 7 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 8 8 8 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 9 9 9 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 10 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 11 RANK rank NN work_zhl5dw75nfhy7oputsllvjjcqq 236 12 0.02 0.02 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 13 0.00 0.00 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 14 0.02 0.02 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 15 0.04 0.04 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 16 0.06 0.06 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 17 0.08 0.08 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 18 0.10 0.10 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 19 0.12 0.12 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 20 0.14 0.14 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 21 S s NN work_zhl5dw75nfhy7oputsllvjjcqq 236 22 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 236 23 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 236 24 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 236 25 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 236 26 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 236 27 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 236 28 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 236 29 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 236 30 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 236 31 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 236 32 IA ia NN work_zhl5dw75nfhy7oputsllvjjcqq 236 33 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 236 34 IO io NN work_zhl5dw75nfhy7oputsllvjjcqq 236 35 N N NNP work_zhl5dw75nfhy7oputsllvjjcqq 236 36 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 236 37 Size Size NNP work_zhl5dw75nfhy7oputsllvjjcqq 236 38 Comparison Comparison NNP work_zhl5dw75nfhy7oputsllvjjcqq 236 39 CORPUS CORPUS NNP work_zhl5dw75nfhy7oputsllvjjcqq 236 40 SIZE SIZE VBD work_zhl5dw75nfhy7oputsllvjjcqq 236 41 0.2 0.2 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 42 1.0 1.0 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 43 Figure figure NN work_zhl5dw75nfhy7oputsllvjjcqq 236 44 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 45 : : : work_zhl5dw75nfhy7oputsllvjjcqq 236 46 Standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 236 47 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 236 48 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 236 49 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 236 50 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 236 51 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 236 52 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 236 53 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 236 54 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 236 55 N n CD work_zhl5dw75nfhy7oputsllvjjcqq 236 56 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 236 57 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 236 58 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 236 59 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 236 60 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 236 61 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 236 62 . . . work_zhl5dw75nfhy7oputsllvjjcqq 237 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 237 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 237 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 237 4 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 237 5 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 237 6 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 237 7 sizes size NNS work_zhl5dw75nfhy7oputsllvjjcqq 237 8 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 237 9 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 237 10 % % NN work_zhl5dw75nfhy7oputsllvjjcqq 237 11 vs vs IN work_zhl5dw75nfhy7oputsllvjjcqq 237 12 100 100 CD work_zhl5dw75nfhy7oputsllvjjcqq 237 13 % % NN work_zhl5dw75nfhy7oputsllvjjcqq 237 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 237 15 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 237 16 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 237 17 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 237 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 237 19 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 237 20 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 237 21 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 237 22 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 237 23 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 237 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 237 25 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 237 26 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 237 27 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 237 28 , , , work_zhl5dw75nfhy7oputsllvjjcqq 237 29 segmented segment VBN work_zhl5dw75nfhy7oputsllvjjcqq 237 30 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 237 31 sentence sentence NN work_zhl5dw75nfhy7oputsllvjjcqq 237 32 . . . work_zhl5dw75nfhy7oputsllvjjcqq 238 1 8 8 CD work_zhl5dw75nfhy7oputsllvjjcqq 238 2 Discussion discussion NN work_zhl5dw75nfhy7oputsllvjjcqq 238 3 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 238 4 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 238 5 obvious obvious JJ work_zhl5dw75nfhy7oputsllvjjcqq 238 6 result result NN work_zhl5dw75nfhy7oputsllvjjcqq 238 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 238 8 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 238 9 experiments experiment NNS work_zhl5dw75nfhy7oputsllvjjcqq 238 10 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 238 11 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 238 12 emphasize emphasize VB work_zhl5dw75nfhy7oputsllvjjcqq 238 13 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 238 14 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 238 15 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 238 16 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 238 17 even even RB work_zhl5dw75nfhy7oputsllvjjcqq 238 18 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 238 19 single single JJ work_zhl5dw75nfhy7oputsllvjjcqq 238 20 objective objective JJ work_zhl5dw75nfhy7oputsllvjjcqq 238 21 view view NN work_zhl5dw75nfhy7oputsllvjjcqq 238 22 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 238 23 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 238 24 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 238 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 238 26 much much RB work_zhl5dw75nfhy7oputsllvjjcqq 238 27 less less RBR work_zhl5dw75nfhy7oputsllvjjcqq 238 28 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 238 29 objective objective JJ work_zhl5dw75nfhy7oputsllvjjcqq 238 30 view view NN work_zhl5dw75nfhy7oputsllvjjcqq 238 31 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 238 32 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 238 33 . . . work_zhl5dw75nfhy7oputsllvjjcqq 239 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 239 2 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 239 3 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 239 4 itself -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 239 5 only only RB work_zhl5dw75nfhy7oputsllvjjcqq 239 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 239 7 sample sample NN work_zhl5dw75nfhy7oputsllvjjcqq 239 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 239 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 239 10 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 239 11 have have VBP work_zhl5dw75nfhy7oputsllvjjcqq 239 12 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 239 13 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 239 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 239 15 curation curation NN work_zhl5dw75nfhy7oputsllvjjcqq 239 16 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 239 17 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 239 18 sample sample NN work_zhl5dw75nfhy7oputsllvjjcqq 239 19 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 239 20 its -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 239 21 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 239 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 239 23 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 239 24 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 239 25 , , , work_zhl5dw75nfhy7oputsllvjjcqq 239 26 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 239 27 inclusion inclusion NN work_zhl5dw75nfhy7oputsllvjjcqq 239 28 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 239 29 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 239 30 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 239 31 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 239 32 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 239 33 cause cause VB work_zhl5dw75nfhy7oputsllvjjcqq 239 34 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 239 35 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 239 36 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 239 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 239 38 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 239 39 . . . work_zhl5dw75nfhy7oputsllvjjcqq 240 1 Happily happily RB work_zhl5dw75nfhy7oputsllvjjcqq 240 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 240 3 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 240 4 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 240 5 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 240 6 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 240 7 quan- quan- VBN work_zhl5dw75nfhy7oputsllvjjcqq 240 8 tified tifie VBN work_zhl5dw75nfhy7oputsllvjjcqq 240 9 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 240 10 averaging average VBG work_zhl5dw75nfhy7oputsllvjjcqq 240 11 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 240 12 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 240 13 multiple multiple JJ work_zhl5dw75nfhy7oputsllvjjcqq 240 14 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 240 15 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 240 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 241 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 241 2 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 241 3 make make VB work_zhl5dw75nfhy7oputsllvjjcqq 241 4 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 241 5 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 241 6 observations observation NNS work_zhl5dw75nfhy7oputsllvjjcqq 241 7 about about IN work_zhl5dw75nfhy7oputsllvjjcqq 241 8 al- al- JJ work_zhl5dw75nfhy7oputsllvjjcqq 241 9 gorithm gorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 241 10 sensitivities sensitivity NNS work_zhl5dw75nfhy7oputsllvjjcqq 241 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 242 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 242 2 general general JJ work_zhl5dw75nfhy7oputsllvjjcqq 242 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 242 4 LSA LSA NNP work_zhl5dw75nfhy7oputsllvjjcqq 242 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 242 6 GloVe GloVe NNP work_zhl5dw75nfhy7oputsllvjjcqq 242 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 242 8 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 242 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 242 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 242 11 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 242 12 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 242 13 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 242 14 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 242 15 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 242 16 document document VB work_zhl5dw75nfhy7oputsllvjjcqq 242 17 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 242 18 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 242 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 242 20 collections collection NNS work_zhl5dw75nfhy7oputsllvjjcqq 242 21 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 242 22 evaluated evaluate VBD work_zhl5dw75nfhy7oputsllvjjcqq 242 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 243 1 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 243 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 243 3 surprising surprising JJ work_zhl5dw75nfhy7oputsllvjjcqq 243 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 243 5 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 243 6 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 243 7 5 5 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 8 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 9 15 15 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 10 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 11 25 25 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 12 30 30 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 13 35 35 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 14 40 40 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 15 45 45 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 16 50 50 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 17 NUMBER number NN work_zhl5dw75nfhy7oputsllvjjcqq 243 18 OF of IN work_zhl5dw75nfhy7oputsllvjjcqq 243 19 ITERATIONS iterations NN work_zhl5dw75nfhy7oputsllvjjcqq 243 20 0.028 0.028 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 21 0.030 0.030 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 22 0.032 0.032 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 23 0.034 0.034 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 24 0.036 0.036 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 25 m m NN work_zhl5dw75nfhy7oputsllvjjcqq 243 26 e e NN work_zhl5dw75nfhy7oputsllvjjcqq 243 27 a a NN work_zhl5dw75nfhy7oputsllvjjcqq 243 28 n n NN work_zhl5dw75nfhy7oputsllvjjcqq 243 29 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 243 30 S S NNP work_zhl5dw75nfhy7oputsllvjjcqq 243 31 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 243 32 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 243 33 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 243 34 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 243 35 A a NN work_zhl5dw75nfhy7oputsllvjjcqq 243 36 R r NN work_zhl5dw75nfhy7oputsllvjjcqq 243 37 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 243 38 D d NN work_zhl5dw75nfhy7oputsllvjjcqq 243 39 E e NN work_zhl5dw75nfhy7oputsllvjjcqq 243 40 V v NN work_zhl5dw75nfhy7oputsllvjjcqq 243 41 IA ia NN work_zhl5dw75nfhy7oputsllvjjcqq 243 42 T t NN work_zhl5dw75nfhy7oputsllvjjcqq 243 43 IO io NN work_zhl5dw75nfhy7oputsllvjjcqq 243 44 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 243 45 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 243 46 Stability stability NN work_zhl5dw75nfhy7oputsllvjjcqq 243 47 over over IN work_zhl5dw75nfhy7oputsllvjjcqq 243 48 Iterations Iterations NNP work_zhl5dw75nfhy7oputsllvjjcqq 243 49 Figure Figure NNP work_zhl5dw75nfhy7oputsllvjjcqq 243 50 6 6 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 51 : : : work_zhl5dw75nfhy7oputsllvjjcqq 243 52 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 243 53 mean mean NN work_zhl5dw75nfhy7oputsllvjjcqq 243 54 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 243 55 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 243 56 standard standard JJ work_zhl5dw75nfhy7oputsllvjjcqq 243 57 deviation deviation NN work_zhl5dw75nfhy7oputsllvjjcqq 243 58 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 243 59 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 243 60 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 243 61 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 243 62 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 243 63 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 243 64 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 243 65 term term NN work_zhl5dw75nfhy7oputsllvjjcqq 243 66 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 243 67 its -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 243 68 20 20 CD work_zhl5dw75nfhy7oputsllvjjcqq 243 69 nearest near JJS work_zhl5dw75nfhy7oputsllvjjcqq 243 70 neighbors neighbor NNS work_zhl5dw75nfhy7oputsllvjjcqq 243 71 . . . work_zhl5dw75nfhy7oputsllvjjcqq 244 1 Results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 244 2 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 244 3 shown show VBN work_zhl5dw75nfhy7oputsllvjjcqq 244 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 244 5 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 244 6 numbers number NNS work_zhl5dw75nfhy7oputsllvjjcqq 244 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 244 8 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 244 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 244 10 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 244 11 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 244 12 setting setting NN work_zhl5dw75nfhy7oputsllvjjcqq 244 13 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 244 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 244 15 4th 4th NNP work_zhl5dw75nfhy7oputsllvjjcqq 244 16 Circuit Circuit NNP work_zhl5dw75nfhy7oputsllvjjcqq 244 17 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 244 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 245 1 had have VBD work_zhl5dw75nfhy7oputsllvjjcqq 245 2 expected expect VBN work_zhl5dw75nfhy7oputsllvjjcqq 245 3 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 245 4 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 245 5 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 245 6 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 245 7 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 245 8 document document VB work_zhl5dw75nfhy7oputsllvjjcqq 245 9 order order NN work_zhl5dw75nfhy7oputsllvjjcqq 245 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 245 11 anecdotally anecdotally RB work_zhl5dw75nfhy7oputsllvjjcqq 245 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 245 13 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 245 14 had have VBD work_zhl5dw75nfhy7oputsllvjjcqq 245 15 observed observe VBN work_zhl5dw75nfhy7oputsllvjjcqq 245 16 cases case NNS work_zhl5dw75nfhy7oputsllvjjcqq 245 17 where where WRB work_zhl5dw75nfhy7oputsllvjjcqq 245 18 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 245 19 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 245 20 were be VBD work_zhl5dw75nfhy7oputsllvjjcqq 245 21 affected affect VBN work_zhl5dw75nfhy7oputsllvjjcqq 245 22 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 245 23 groups group NNS work_zhl5dw75nfhy7oputsllvjjcqq 245 24 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 245 25 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 245 26 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 245 27 e.g. e.g. RB work_zhl5dw75nfhy7oputsllvjjcqq 246 1 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 246 2 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 246 3 different different JJ work_zhl5dw75nfhy7oputsllvjjcqq 246 4 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 246 5 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 246 6 at at IN work_zhl5dw75nfhy7oputsllvjjcqq 246 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 246 8 beginning beginning NN work_zhl5dw75nfhy7oputsllvjjcqq 246 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 246 10 train- train- JJ work_zhl5dw75nfhy7oputsllvjjcqq 246 11 ing ing NN work_zhl5dw75nfhy7oputsllvjjcqq 246 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 247 1 However however RB work_zhl5dw75nfhy7oputsllvjjcqq 247 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 247 3 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 247 4 four four CD work_zhl5dw75nfhy7oputsllvjjcqq 247 5 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 247 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 247 7 sensitive sensitive JJ work_zhl5dw75nfhy7oputsllvjjcqq 247 8 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 247 9 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 247 10 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 247 11 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 247 12 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 247 13 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 247 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 247 15 though though IN work_zhl5dw75nfhy7oputsllvjjcqq 247 16 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 247 17 effect effect NN work_zhl5dw75nfhy7oputsllvjjcqq 247 18 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 247 19 weaker weak JJR work_zhl5dw75nfhy7oputsllvjjcqq 247 20 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 247 21 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 247 22 . . . work_zhl5dw75nfhy7oputsllvjjcqq 248 1 Although although IN work_zhl5dw75nfhy7oputsllvjjcqq 248 2 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 248 3 appears appear VBZ work_zhl5dw75nfhy7oputsllvjjcqq 248 4 deterministic deterministic JJ work_zhl5dw75nfhy7oputsllvjjcqq 248 5 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 248 6 due due IN work_zhl5dw75nfhy7oputsllvjjcqq 248 7 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 248 8 its -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 248 9 pre pre JJ work_zhl5dw75nfhy7oputsllvjjcqq 248 10 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 248 11 computed computed JJ work_zhl5dw75nfhy7oputsllvjjcqq 248 12 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 248 13 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 248 14 context context NN work_zhl5dw75nfhy7oputsllvjjcqq 248 15 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 248 16 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 248 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 248 18 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 248 19 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 248 20 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 248 21 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 248 22 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 248 23 produced produce VBD work_zhl5dw75nfhy7oputsllvjjcqq 248 24 results result NNS work_zhl5dw75nfhy7oputsllvjjcqq 248 25 under under IN work_zhl5dw75nfhy7oputsllvjjcqq 248 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 248 27 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 248 28 ordering ordering NN work_zhl5dw75nfhy7oputsllvjjcqq 248 29 whose whose WP$ work_zhl5dw75nfhy7oputsllvjjcqq 248 30 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 248 31 was be VBD work_zhl5dw75nfhy7oputsllvjjcqq 248 32 closest close JJS work_zhl5dw75nfhy7oputsllvjjcqq 248 33 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 248 34 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 248 35 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 248 36 set- set- NN work_zhl5dw75nfhy7oputsllvjjcqq 248 37 ting ting NNP work_zhl5dw75nfhy7oputsllvjjcqq 248 38 . . . work_zhl5dw75nfhy7oputsllvjjcqq 249 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 249 2 attribute attribute VBP work_zhl5dw75nfhy7oputsllvjjcqq 249 3 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 249 4 intrinsic intrinsic JJ work_zhl5dw75nfhy7oputsllvjjcqq 249 5 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 249 6 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 249 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 249 8 use use NN work_zhl5dw75nfhy7oputsllvjjcqq 249 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 249 10 token token JJ work_zhl5dw75nfhy7oputsllvjjcqq 249 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 249 12 level level NN work_zhl5dw75nfhy7oputsllvjjcqq 249 13 subsampling subsampling NN work_zhl5dw75nfhy7oputsllvjjcqq 249 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 250 1 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 250 2 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 250 3 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 250 4 introduces introduce VBZ work_zhl5dw75nfhy7oputsllvjjcqq 250 5 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 250 6 into into IN work_zhl5dw75nfhy7oputsllvjjcqq 250 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 250 8 source source NN work_zhl5dw75nfhy7oputsllvjjcqq 250 9 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 250 10 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 250 11 ap- ap- XX work_zhl5dw75nfhy7oputsllvjjcqq 250 12 pears pear VBZ work_zhl5dw75nfhy7oputsllvjjcqq 250 13 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 250 14 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 250 15 comparable comparable JJ work_zhl5dw75nfhy7oputsllvjjcqq 250 16 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 250 17 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 250 18 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 250 19 resampling resampling NN work_zhl5dw75nfhy7oputsllvjjcqq 250 20 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 250 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 251 1 Sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 251 2 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 251 3 PPMI PPMI NNP work_zhl5dw75nfhy7oputsllvjjcqq 251 4 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 251 5 inspired inspire VBN work_zhl5dw75nfhy7oputsllvjjcqq 251 6 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 251 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 251 8 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 251 9 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 251 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 251 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 251 12 word2vec word2vec NN work_zhl5dw75nfhy7oputsllvjjcqq 251 13 implementation implementation NN work_zhl5dw75nfhy7oputsllvjjcqq 251 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 251 15 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 251 16 ( ( -LRB- work_zhl5dw75nfhy7oputsllvjjcqq 251 17 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 251 18 et et FW work_zhl5dw75nfhy7oputsllvjjcqq 251 19 al al NNP work_zhl5dw75nfhy7oputsllvjjcqq 251 20 . . NNP work_zhl5dw75nfhy7oputsllvjjcqq 251 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 251 22 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 251 23 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 251 24 . . . work_zhl5dw75nfhy7oputsllvjjcqq 252 1 It -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 252 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 252 3 therefore therefore RB work_zhl5dw75nfhy7oputsllvjjcqq 252 4 surprising surprising JJ work_zhl5dw75nfhy7oputsllvjjcqq 252 5 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 252 6 SGNS SGNS NNP work_zhl5dw75nfhy7oputsllvjjcqq 252 7 shows show VBZ work_zhl5dw75nfhy7oputsllvjjcqq 252 8 noticeable noticeable JJ work_zhl5dw75nfhy7oputsllvjjcqq 252 9 differentiation differentiation NN work_zhl5dw75nfhy7oputsllvjjcqq 252 10 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 252 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 252 12 BOOTSTRAP BOOTSTRAP NNP work_zhl5dw75nfhy7oputsllvjjcqq 252 13 setting set VBG work_zhl5dw75nfhy7oputsllvjjcqq 252 14 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 252 15 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 252 16 one one CD work_zhl5dw75nfhy7oputsllvjjcqq 252 17 hand hand NN work_zhl5dw75nfhy7oputsllvjjcqq 252 18 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 252 19 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 252 20 FIXED FIXED NNP work_zhl5dw75nfhy7oputsllvjjcqq 252 21 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 252 22 SHUFFLED shuffle VBD work_zhl5dw75nfhy7oputsllvjjcqq 252 23 settings setting NNS work_zhl5dw75nfhy7oputsllvjjcqq 252 24 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 252 25 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 252 26 other other JJ work_zhl5dw75nfhy7oputsllvjjcqq 252 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 253 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 253 2 use use NN work_zhl5dw75nfhy7oputsllvjjcqq 253 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 253 4 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 5 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 253 6 sources source NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 253 8 evidence evidence NN work_zhl5dw75nfhy7oputsllvjjcqq 253 9 needs need VBZ work_zhl5dw75nfhy7oputsllvjjcqq 253 10 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 253 11 be be VB work_zhl5dw75nfhy7oputsllvjjcqq 253 12 tempered temper VBN work_zhl5dw75nfhy7oputsllvjjcqq 253 13 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 253 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 253 15 understanding understanding NN work_zhl5dw75nfhy7oputsllvjjcqq 253 16 that that WDT work_zhl5dw75nfhy7oputsllvjjcqq 253 17 fine- fine- JJ work_zhl5dw75nfhy7oputsllvjjcqq 253 18 grained grained JJ work_zhl5dw75nfhy7oputsllvjjcqq 253 19 distinctions distinction NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 20 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 253 21 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 253 22 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 23 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 253 24 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 253 25 reliable reliable JJ work_zhl5dw75nfhy7oputsllvjjcqq 253 26 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 253 27 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 253 28 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 253 29 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 253 30 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 253 31 longer long JJR work_zhl5dw75nfhy7oputsllvjjcqq 253 32 docu- docu- NN work_zhl5dw75nfhy7oputsllvjjcqq 253 33 ments ment NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 34 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 253 35 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 253 36 susceptible susceptible JJ work_zhl5dw75nfhy7oputsllvjjcqq 253 37 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 253 38 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 253 39 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 253 40 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 253 41 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 253 42 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 43 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 253 44 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 253 45 . . . work_zhl5dw75nfhy7oputsllvjjcqq 254 1 When when WRB work_zhl5dw75nfhy7oputsllvjjcqq 254 2 studying study VBG work_zhl5dw75nfhy7oputsllvjjcqq 254 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 254 4 top top JJ work_zhl5dw75nfhy7oputsllvjjcqq 254 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 254 6 N n NN work_zhl5dw75nfhy7oputsllvjjcqq 254 7 most most RBS work_zhl5dw75nfhy7oputsllvjjcqq 254 8 similar similar JJ work_zhl5dw75nfhy7oputsllvjjcqq 254 9 words word NNS work_zhl5dw75nfhy7oputsllvjjcqq 254 10 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 254 11 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 254 12 query query NN work_zhl5dw75nfhy7oputsllvjjcqq 254 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 254 14 it -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 254 15 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 254 16 important important JJ work_zhl5dw75nfhy7oputsllvjjcqq 254 17 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 254 18 account account VB work_zhl5dw75nfhy7oputsllvjjcqq 254 19 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 254 20 variation variation NN work_zhl5dw75nfhy7oputsllvjjcqq 254 21 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 254 22 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 254 23 lists list NNS work_zhl5dw75nfhy7oputsllvjjcqq 254 24 , , , work_zhl5dw75nfhy7oputsllvjjcqq 254 25 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 254 26 both both DT work_zhl5dw75nfhy7oputsllvjjcqq 254 27 rank rank NN work_zhl5dw75nfhy7oputsllvjjcqq 254 28 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 254 29 membership membership NN work_zhl5dw75nfhy7oputsllvjjcqq 254 30 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 254 31 significantly significantly RB work_zhl5dw75nfhy7oputsllvjjcqq 254 32 change change VB work_zhl5dw75nfhy7oputsllvjjcqq 254 33 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 254 34 runs run NNS work_zhl5dw75nfhy7oputsllvjjcqq 254 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 255 1 Therefore therefore RB work_zhl5dw75nfhy7oputsllvjjcqq 255 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 255 3 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 255 4 emphasize emphasize VBP work_zhl5dw75nfhy7oputsllvjjcqq 255 5 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 255 6 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 255 7 smaller small JJR work_zhl5dw75nfhy7oputsllvjjcqq 255 8 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 255 9 comes come VBZ work_zhl5dw75nfhy7oputsllvjjcqq 255 10 greater great JJR work_zhl5dw75nfhy7oputsllvjjcqq 255 11 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 255 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 255 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 255 14 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 255 15 recommend recommend VBP work_zhl5dw75nfhy7oputsllvjjcqq 255 16 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 255 17 practitioners practitioner NNS work_zhl5dw75nfhy7oputsllvjjcqq 255 18 use use VBP work_zhl5dw75nfhy7oputsllvjjcqq 255 19 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 255 20 sampling sampling NN work_zhl5dw75nfhy7oputsllvjjcqq 255 21 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 255 22 generate generate VB work_zhl5dw75nfhy7oputsllvjjcqq 255 23 an an DT work_zhl5dw75nfhy7oputsllvjjcqq 255 24 117 117 CD work_zhl5dw75nfhy7oputsllvjjcqq 255 25 ensemble ensemble NN work_zhl5dw75nfhy7oputsllvjjcqq 255 26 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 255 27 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 255 28 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 255 29 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 255 30 each each DT work_zhl5dw75nfhy7oputsllvjjcqq 255 31 sub sub JJ work_zhl5dw75nfhy7oputsllvjjcqq 255 32 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 255 33 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 255 34 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 255 35 present present VB work_zhl5dw75nfhy7oputsllvjjcqq 255 36 both both CC work_zhl5dw75nfhy7oputsllvjjcqq 255 37 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 255 38 mean mean NN work_zhl5dw75nfhy7oputsllvjjcqq 255 39 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 255 40 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 255 41 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 255 42 any any DT work_zhl5dw75nfhy7oputsllvjjcqq 255 43 sum- sum- NNP work_zhl5dw75nfhy7oputsllvjjcqq 255 44 mary mary NNP work_zhl5dw75nfhy7oputsllvjjcqq 255 45 statistics statistic NNS work_zhl5dw75nfhy7oputsllvjjcqq 255 46 such such JJ work_zhl5dw75nfhy7oputsllvjjcqq 255 47 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 255 48 ordered order VBN work_zhl5dw75nfhy7oputsllvjjcqq 255 49 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 255 50 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 255 51 . . . work_zhl5dw75nfhy7oputsllvjjcqq 256 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 256 2 leave leave VBP work_zhl5dw75nfhy7oputsllvjjcqq 256 3 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 256 4 future future JJ work_zhl5dw75nfhy7oputsllvjjcqq 256 5 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 256 6 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 256 7 full full JJ work_zhl5dw75nfhy7oputsllvjjcqq 256 8 hyperparameter hyperparameter NN work_zhl5dw75nfhy7oputsllvjjcqq 256 9 sweep sweep NN work_zhl5dw75nfhy7oputsllvjjcqq 256 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 256 11 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 256 12 three three CD work_zhl5dw75nfhy7oputsllvjjcqq 256 13 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 256 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 257 1 While while IN work_zhl5dw75nfhy7oputsllvjjcqq 257 2 these these DT work_zhl5dw75nfhy7oputsllvjjcqq 257 3 hyperpa- hyperpa- JJ work_zhl5dw75nfhy7oputsllvjjcqq 257 4 rameters rameter NNS work_zhl5dw75nfhy7oputsllvjjcqq 257 5 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 257 6 substantially substantially RB work_zhl5dw75nfhy7oputsllvjjcqq 257 7 impact impact VB work_zhl5dw75nfhy7oputsllvjjcqq 257 8 performance performance NN work_zhl5dw75nfhy7oputsllvjjcqq 257 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 257 10 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 257 11 goal goal NN work_zhl5dw75nfhy7oputsllvjjcqq 257 12 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 257 13 this this DT work_zhl5dw75nfhy7oputsllvjjcqq 257 14 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 257 15 was be VBD work_zhl5dw75nfhy7oputsllvjjcqq 257 16 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 257 17 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 257 18 achieve achieve VB work_zhl5dw75nfhy7oputsllvjjcqq 257 19 high high JJ work_zhl5dw75nfhy7oputsllvjjcqq 257 20 perfor- perfor- NN work_zhl5dw75nfhy7oputsllvjjcqq 257 21 mance mance NN work_zhl5dw75nfhy7oputsllvjjcqq 257 22 but but CC work_zhl5dw75nfhy7oputsllvjjcqq 257 23 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 257 24 examine examine VB work_zhl5dw75nfhy7oputsllvjjcqq 257 25 how how WRB work_zhl5dw75nfhy7oputsllvjjcqq 257 26 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 257 27 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 257 28 respond respond VBP work_zhl5dw75nfhy7oputsllvjjcqq 257 29 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 257 30 changes change NNS work_zhl5dw75nfhy7oputsllvjjcqq 257 31 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 257 32 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 257 33 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 257 34 . . . work_zhl5dw75nfhy7oputsllvjjcqq 258 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 258 2 make make VBP work_zhl5dw75nfhy7oputsllvjjcqq 258 3 no no DT work_zhl5dw75nfhy7oputsllvjjcqq 258 4 claim claim NN work_zhl5dw75nfhy7oputsllvjjcqq 258 5 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 258 6 one one CD work_zhl5dw75nfhy7oputsllvjjcqq 258 7 algorithm algorithm NN work_zhl5dw75nfhy7oputsllvjjcqq 258 8 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 258 9 better well JJR work_zhl5dw75nfhy7oputsllvjjcqq 258 10 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 258 11 another another DT work_zhl5dw75nfhy7oputsllvjjcqq 258 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 259 1 9 9 CD work_zhl5dw75nfhy7oputsllvjjcqq 259 2 Conclusion conclusion NN work_zhl5dw75nfhy7oputsllvjjcqq 259 3 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 259 4 find find VBP work_zhl5dw75nfhy7oputsllvjjcqq 259 5 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 259 6 there there EX work_zhl5dw75nfhy7oputsllvjjcqq 259 7 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 259 8 several several JJ work_zhl5dw75nfhy7oputsllvjjcqq 259 9 sources source NNS work_zhl5dw75nfhy7oputsllvjjcqq 259 10 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 259 11 variability variability NN work_zhl5dw75nfhy7oputsllvjjcqq 259 12 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 259 13 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 259 14 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 259 15 between between IN work_zhl5dw75nfhy7oputsllvjjcqq 259 16 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 259 17 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 259 18 vec- vec- NN work_zhl5dw75nfhy7oputsllvjjcqq 259 19 tors tor NNS work_zhl5dw75nfhy7oputsllvjjcqq 259 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 260 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 260 2 size size NN work_zhl5dw75nfhy7oputsllvjjcqq 260 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 260 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 260 5 corpus corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 260 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 260 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 260 8 length length NN work_zhl5dw75nfhy7oputsllvjjcqq 260 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 260 10 individual individual JJ work_zhl5dw75nfhy7oputsllvjjcqq 260 11 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 260 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 260 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 260 14 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 260 15 presence presence NN work_zhl5dw75nfhy7oputsllvjjcqq 260 16 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 260 17 absence absence NN work_zhl5dw75nfhy7oputsllvjjcqq 260 18 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 260 19 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 260 20 documents document NNS work_zhl5dw75nfhy7oputsllvjjcqq 260 21 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 260 22 all all DT work_zhl5dw75nfhy7oputsllvjjcqq 260 23 affect affect VB work_zhl5dw75nfhy7oputsllvjjcqq 260 24 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 260 25 resulting result VBG work_zhl5dw75nfhy7oputsllvjjcqq 260 26 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 260 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 261 1 While while IN work_zhl5dw75nfhy7oputsllvjjcqq 261 2 differences difference NNS work_zhl5dw75nfhy7oputsllvjjcqq 261 3 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 261 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 261 5 association association NNP work_zhl5dw75nfhy7oputsllvjjcqq 261 6 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 261 7 measur- measur- JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 8 able able JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 261 10 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 261 11 often often RB work_zhl5dw75nfhy7oputsllvjjcqq 261 12 significant significant JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 261 14 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 15 differences difference NNS work_zhl5dw75nfhy7oputsllvjjcqq 261 16 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 261 17 cosine cosine NN work_zhl5dw75nfhy7oputsllvjjcqq 261 18 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 261 19 are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 261 20 not not RB work_zhl5dw75nfhy7oputsllvjjcqq 261 21 reliable reliable JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 22 , , , work_zhl5dw75nfhy7oputsllvjjcqq 261 23 especially especially RB work_zhl5dw75nfhy7oputsllvjjcqq 261 24 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 261 25 small small JJ work_zhl5dw75nfhy7oputsllvjjcqq 261 26 corpora corpora NN work_zhl5dw75nfhy7oputsllvjjcqq 261 27 . . . work_zhl5dw75nfhy7oputsllvjjcqq 262 1 If if IN work_zhl5dw75nfhy7oputsllvjjcqq 262 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 262 3 intention intention NN work_zhl5dw75nfhy7oputsllvjjcqq 262 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 262 5 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 262 6 study study NN work_zhl5dw75nfhy7oputsllvjjcqq 262 7 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 262 8 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 262 9 learn learn VB work_zhl5dw75nfhy7oputsllvjjcqq 262 10 about about IN work_zhl5dw75nfhy7oputsllvjjcqq 262 11 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 262 12 specific specific JJ work_zhl5dw75nfhy7oputsllvjjcqq 262 13 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 262 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 262 15 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 262 16 recommend recommend VBP work_zhl5dw75nfhy7oputsllvjjcqq 262 17 that that IN work_zhl5dw75nfhy7oputsllvjjcqq 262 18 practitioners practitioner NNS work_zhl5dw75nfhy7oputsllvjjcqq 262 19 test test VBP work_zhl5dw75nfhy7oputsllvjjcqq 262 20 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 262 21 statistical statistical JJ work_zhl5dw75nfhy7oputsllvjjcqq 262 22 confidence confidence NN work_zhl5dw75nfhy7oputsllvjjcqq 262 23 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 262 24 similarities similarity NNS work_zhl5dw75nfhy7oputsllvjjcqq 262 25 based base VBN work_zhl5dw75nfhy7oputsllvjjcqq 262 26 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 262 27 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 262 28 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 262 29 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 262 30 training train VBG work_zhl5dw75nfhy7oputsllvjjcqq 262 31 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 262 32 multiple multiple JJ work_zhl5dw75nfhy7oputsllvjjcqq 262 33 bootstrap bootstrap NN work_zhl5dw75nfhy7oputsllvjjcqq 262 34 samples sample NNS work_zhl5dw75nfhy7oputsllvjjcqq 262 35 . . . work_zhl5dw75nfhy7oputsllvjjcqq 263 1 10 10 CD work_zhl5dw75nfhy7oputsllvjjcqq 263 2 Acknowledgements acknowledgement NNS work_zhl5dw75nfhy7oputsllvjjcqq 263 3 This this DT work_zhl5dw75nfhy7oputsllvjjcqq 263 4 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 263 5 was be VBD work_zhl5dw75nfhy7oputsllvjjcqq 263 6 supported support VBN work_zhl5dw75nfhy7oputsllvjjcqq 263 7 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 263 8 NSF NSF NNP work_zhl5dw75nfhy7oputsllvjjcqq 263 9 # # $ work_zhl5dw75nfhy7oputsllvjjcqq 263 10 1526155 1526155 CD work_zhl5dw75nfhy7oputsllvjjcqq 263 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 263 12 # # NN work_zhl5dw75nfhy7oputsllvjjcqq 263 13 1652536 1652536 CD work_zhl5dw75nfhy7oputsllvjjcqq 263 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 263 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 263 16 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 263 17 Alfred Alfred NNP work_zhl5dw75nfhy7oputsllvjjcqq 263 18 P. P. NNP work_zhl5dw75nfhy7oputsllvjjcqq 263 19 Sloan Sloan NNP work_zhl5dw75nfhy7oputsllvjjcqq 263 20 Foundation Foundation NNP work_zhl5dw75nfhy7oputsllvjjcqq 263 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 264 1 We -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 264 2 would would MD work_zhl5dw75nfhy7oputsllvjjcqq 264 3 like like VB work_zhl5dw75nfhy7oputsllvjjcqq 264 4 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 264 5 thank thank VB work_zhl5dw75nfhy7oputsllvjjcqq 264 6 Alexandra Alexandra NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 7 Schofield Schofield NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 264 9 Laure Laure NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 10 Thompson Thompson NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 264 12 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 264 13 Action Action NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 14 Editor Editor NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 15 Ivan Ivan NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 16 Titov Titov NNP work_zhl5dw75nfhy7oputsllvjjcqq 264 17 , , , work_zhl5dw75nfhy7oputsllvjjcqq 264 18 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 264 19 our -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 264 20 anonymous anonymous JJ work_zhl5dw75nfhy7oputsllvjjcqq 264 21 reviewers reviewer NNS work_zhl5dw75nfhy7oputsllvjjcqq 264 22 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 264 23 their -PRON- PRP$ work_zhl5dw75nfhy7oputsllvjjcqq 264 24 helpful helpful JJ work_zhl5dw75nfhy7oputsllvjjcqq 264 25 comments comment NNS work_zhl5dw75nfhy7oputsllvjjcqq 264 26 . . . work_zhl5dw75nfhy7oputsllvjjcqq 265 1 References References NNPS work_zhl5dw75nfhy7oputsllvjjcqq 265 2 Yoshua Yoshua NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 3 Bengio Bengio NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 265 5 Réjean Réjean NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 6 Ducharme Ducharme NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 265 8 Pascal Pascal NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 9 Vincent Vincent NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 265 11 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 265 12 Christian Christian NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 13 Jauvin Jauvin NNP work_zhl5dw75nfhy7oputsllvjjcqq 265 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 266 1 2003 2003 CD work_zhl5dw75nfhy7oputsllvjjcqq 266 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 267 1 A a DT work_zhl5dw75nfhy7oputsllvjjcqq 267 2 neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 267 3 probabilistic probabilistic JJ work_zhl5dw75nfhy7oputsllvjjcqq 267 4 lan- lan- NN work_zhl5dw75nfhy7oputsllvjjcqq 267 5 guage guage NN work_zhl5dw75nfhy7oputsllvjjcqq 267 6 model model NN work_zhl5dw75nfhy7oputsllvjjcqq 267 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 268 1 Journal Journal NNP work_zhl5dw75nfhy7oputsllvjjcqq 268 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 268 3 Machine Machine NNP work_zhl5dw75nfhy7oputsllvjjcqq 268 4 Learning Learning NNP work_zhl5dw75nfhy7oputsllvjjcqq 268 5 Research Research NNP work_zhl5dw75nfhy7oputsllvjjcqq 268 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 268 7 3(Feb):1137–1155 3(feb):1137–1155 ADD work_zhl5dw75nfhy7oputsllvjjcqq 268 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 269 1 David David NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 2 M. M. NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 3 Blei Blei NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 269 5 Andrew Andrew NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 6 Y. Y. NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 7 Ng Ng NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 269 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 269 10 Michael Michael NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 11 I. I. NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 12 Jordan Jordan NNP work_zhl5dw75nfhy7oputsllvjjcqq 269 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 270 1 2003 2003 CD work_zhl5dw75nfhy7oputsllvjjcqq 270 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 271 1 Latent latent JJ work_zhl5dw75nfhy7oputsllvjjcqq 271 2 dirichlet dirichlet NN work_zhl5dw75nfhy7oputsllvjjcqq 271 3 allocation allocation NN work_zhl5dw75nfhy7oputsllvjjcqq 271 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 272 1 Journal Journal NNP work_zhl5dw75nfhy7oputsllvjjcqq 272 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 272 3 Machine Machine NNP work_zhl5dw75nfhy7oputsllvjjcqq 272 4 Learning Learning NNP work_zhl5dw75nfhy7oputsllvjjcqq 272 5 research research NN work_zhl5dw75nfhy7oputsllvjjcqq 272 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 272 7 3(Jan):993–1022 3(jan):993–1022 CD work_zhl5dw75nfhy7oputsllvjjcqq 272 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 273 1 Tolga Tolga NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 2 Bolukbasi Bolukbasi NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 273 4 Kai Kai NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 273 6 Wei Wei NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 7 Chang Chang NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 273 9 James James NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 10 Y. Y. NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 11 Zou Zou NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 273 13 Venkatesh Venkatesh NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 14 Saligrama Saligrama NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 273 16 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 273 17 Adam Adam NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 18 T. T. NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 19 Kalai Kalai NNP work_zhl5dw75nfhy7oputsllvjjcqq 273 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 274 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 274 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 275 1 Man man NN work_zhl5dw75nfhy7oputsllvjjcqq 275 2 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 275 3 to to TO work_zhl5dw75nfhy7oputsllvjjcqq 275 4 computer computer VB work_zhl5dw75nfhy7oputsllvjjcqq 275 5 programmer programmer NN work_zhl5dw75nfhy7oputsllvjjcqq 275 6 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 275 7 woman woman NN work_zhl5dw75nfhy7oputsllvjjcqq 275 8 is be VBZ work_zhl5dw75nfhy7oputsllvjjcqq 275 9 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 275 10 homemaker homemaker NN work_zhl5dw75nfhy7oputsllvjjcqq 275 11 ? ? . work_zhl5dw75nfhy7oputsllvjjcqq 276 1 Debiasing debiasing JJ work_zhl5dw75nfhy7oputsllvjjcqq 276 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 276 3 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 276 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 277 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 277 2 NIPS NIPS NNP work_zhl5dw75nfhy7oputsllvjjcqq 277 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 277 4 pages page NNS work_zhl5dw75nfhy7oputsllvjjcqq 277 5 4349 4349 CD work_zhl5dw75nfhy7oputsllvjjcqq 277 6 – – : work_zhl5dw75nfhy7oputsllvjjcqq 277 7 4357 4357 CD work_zhl5dw75nfhy7oputsllvjjcqq 277 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 278 1 Léon léon LS work_zhl5dw75nfhy7oputsllvjjcqq 278 2 Bottou Bottou NNP work_zhl5dw75nfhy7oputsllvjjcqq 278 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 279 1 2012 2012 CD work_zhl5dw75nfhy7oputsllvjjcqq 279 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 280 1 Stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 280 2 gradient gradient JJ work_zhl5dw75nfhy7oputsllvjjcqq 280 3 descent descent NN work_zhl5dw75nfhy7oputsllvjjcqq 280 4 tricks trick NNS work_zhl5dw75nfhy7oputsllvjjcqq 280 5 . . . work_zhl5dw75nfhy7oputsllvjjcqq 281 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 281 2 Neural Neural NNP work_zhl5dw75nfhy7oputsllvjjcqq 281 3 Networks Networks NNPS work_zhl5dw75nfhy7oputsllvjjcqq 281 4 : : : work_zhl5dw75nfhy7oputsllvjjcqq 281 5 Tricks trick NNS work_zhl5dw75nfhy7oputsllvjjcqq 281 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 281 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 281 8 Trade Trade NNP work_zhl5dw75nfhy7oputsllvjjcqq 281 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 281 10 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 281 11 421–436 421–436 CD work_zhl5dw75nfhy7oputsllvjjcqq 281 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 282 1 Springer Springer NNP work_zhl5dw75nfhy7oputsllvjjcqq 282 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 283 1 Andreas Andreas NNP work_zhl5dw75nfhy7oputsllvjjcqq 283 2 Broscheid Broscheid NNP work_zhl5dw75nfhy7oputsllvjjcqq 283 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 284 1 2011 2011 CD work_zhl5dw75nfhy7oputsllvjjcqq 284 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 285 1 Comparing compare VBG work_zhl5dw75nfhy7oputsllvjjcqq 285 2 circuits circuit NNS work_zhl5dw75nfhy7oputsllvjjcqq 285 3 : : : work_zhl5dw75nfhy7oputsllvjjcqq 285 4 Are be VBP work_zhl5dw75nfhy7oputsllvjjcqq 285 5 some some DT work_zhl5dw75nfhy7oputsllvjjcqq 285 6 U.S. U.S. NNP work_zhl5dw75nfhy7oputsllvjjcqq 285 7 Courts Courts NNPS work_zhl5dw75nfhy7oputsllvjjcqq 285 8 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 285 9 Appeals Appeals NNPS work_zhl5dw75nfhy7oputsllvjjcqq 285 10 more more RBR work_zhl5dw75nfhy7oputsllvjjcqq 285 11 liberal liberal JJ work_zhl5dw75nfhy7oputsllvjjcqq 285 12 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 285 13 conservative conservative JJ work_zhl5dw75nfhy7oputsllvjjcqq 285 14 than than IN work_zhl5dw75nfhy7oputsllvjjcqq 285 15 others other NNS work_zhl5dw75nfhy7oputsllvjjcqq 285 16 ? ? . work_zhl5dw75nfhy7oputsllvjjcqq 286 1 Law Law NNP work_zhl5dw75nfhy7oputsllvjjcqq 286 2 & & CC work_zhl5dw75nfhy7oputsllvjjcqq 286 3 Society Society NNP work_zhl5dw75nfhy7oputsllvjjcqq 286 4 Review Review NNP work_zhl5dw75nfhy7oputsllvjjcqq 286 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 286 6 45(1 45(1 LS work_zhl5dw75nfhy7oputsllvjjcqq 286 7 ) ) -RRB- work_zhl5dw75nfhy7oputsllvjjcqq 286 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 286 9 March March NNP work_zhl5dw75nfhy7oputsllvjjcqq 286 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 287 1 Dallas Dallas NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 2 Card Card NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 287 4 Amber Amber NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 5 E. E. NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 6 Boydstun Boydstun NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 287 8 Justin Justin NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 9 H. H. NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 10 Gross Gross NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 287 12 Philip Philip NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 13 Resnik Resnik NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 287 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 287 16 Noah Noah NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 17 A. A. NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 18 Smith Smith NNP work_zhl5dw75nfhy7oputsllvjjcqq 287 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 288 1 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 288 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 289 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 289 2 media media NN work_zhl5dw75nfhy7oputsllvjjcqq 289 3 frames frame VBZ work_zhl5dw75nfhy7oputsllvjjcqq 289 4 corpus corpus NN work_zhl5dw75nfhy7oputsllvjjcqq 289 5 : : : work_zhl5dw75nfhy7oputsllvjjcqq 289 6 Annotations annotation NNS work_zhl5dw75nfhy7oputsllvjjcqq 289 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 289 8 frames frame NNS work_zhl5dw75nfhy7oputsllvjjcqq 289 9 across across IN work_zhl5dw75nfhy7oputsllvjjcqq 289 10 issues issue NNS work_zhl5dw75nfhy7oputsllvjjcqq 289 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 290 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 290 2 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 290 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 291 1 Danqi Danqi NNP work_zhl5dw75nfhy7oputsllvjjcqq 291 2 Chen Chen NNP work_zhl5dw75nfhy7oputsllvjjcqq 291 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 291 4 Christopher Christopher NNP work_zhl5dw75nfhy7oputsllvjjcqq 291 5 D. D. NNP work_zhl5dw75nfhy7oputsllvjjcqq 291 6 Manning Manning NNP work_zhl5dw75nfhy7oputsllvjjcqq 291 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 292 1 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 292 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 293 1 A a DT work_zhl5dw75nfhy7oputsllvjjcqq 293 2 fast fast JJ work_zhl5dw75nfhy7oputsllvjjcqq 293 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 293 4 accurate accurate JJ work_zhl5dw75nfhy7oputsllvjjcqq 293 5 dependency dependency NN work_zhl5dw75nfhy7oputsllvjjcqq 293 6 parser parser NN work_zhl5dw75nfhy7oputsllvjjcqq 293 7 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 293 8 neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 293 9 networks network NNS work_zhl5dw75nfhy7oputsllvjjcqq 293 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 294 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 294 2 EMNLP EMNLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 294 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 294 4 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 294 5 740–750 740–750 CD work_zhl5dw75nfhy7oputsllvjjcqq 294 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 295 1 Colin Colin NNP work_zhl5dw75nfhy7oputsllvjjcqq 295 2 Cherry Cherry NNP work_zhl5dw75nfhy7oputsllvjjcqq 295 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 295 4 Hongyu Hongyu NNP work_zhl5dw75nfhy7oputsllvjjcqq 295 5 Guo Guo NNP work_zhl5dw75nfhy7oputsllvjjcqq 295 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 296 1 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 296 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 297 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 297 2 unreasonable unreasonable JJ work_zhl5dw75nfhy7oputsllvjjcqq 297 3 effectiveness effectiveness NN work_zhl5dw75nfhy7oputsllvjjcqq 297 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 297 5 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 297 6 representations representation NNS work_zhl5dw75nfhy7oputsllvjjcqq 297 7 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 297 8 Twitter Twitter NNP work_zhl5dw75nfhy7oputsllvjjcqq 297 9 named name VBN work_zhl5dw75nfhy7oputsllvjjcqq 297 10 entity entity NN work_zhl5dw75nfhy7oputsllvjjcqq 297 11 recognition recognition NN work_zhl5dw75nfhy7oputsllvjjcqq 297 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 298 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 298 2 HLT HLT NNP work_zhl5dw75nfhy7oputsllvjjcqq 298 3 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 298 4 NAACL NAACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 298 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 298 6 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 298 7 735–745 735–745 CD work_zhl5dw75nfhy7oputsllvjjcqq 298 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 299 1 Scott Scott NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 2 Deerwester Deerwester NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 299 4 Susan Susan NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 5 T. T. NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 6 Dumais Dumais NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 299 8 George George NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 9 W. W. NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 10 Furnas Furnas NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 299 12 Thomas Thomas NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 13 K. K. NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 14 Landauer Landauer NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 299 16 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 299 17 Richard Richard NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 18 Harshman Harshman NNP work_zhl5dw75nfhy7oputsllvjjcqq 299 19 . . . work_zhl5dw75nfhy7oputsllvjjcqq 300 1 1990 1990 CD work_zhl5dw75nfhy7oputsllvjjcqq 300 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 301 1 Indexing indexing NN work_zhl5dw75nfhy7oputsllvjjcqq 301 2 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 301 3 latent latent JJ work_zhl5dw75nfhy7oputsllvjjcqq 301 4 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 301 5 analysis analysis NN work_zhl5dw75nfhy7oputsllvjjcqq 301 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 302 1 Journal Journal NNP work_zhl5dw75nfhy7oputsllvjjcqq 302 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 302 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 302 4 American American NNP work_zhl5dw75nfhy7oputsllvjjcqq 302 5 Society Society NNP work_zhl5dw75nfhy7oputsllvjjcqq 302 6 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 302 7 Information Information NNP work_zhl5dw75nfhy7oputsllvjjcqq 302 8 Science Science NNP work_zhl5dw75nfhy7oputsllvjjcqq 302 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 302 10 41(6):391 41(6):391 CD work_zhl5dw75nfhy7oputsllvjjcqq 302 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 303 1 Manaal Manaal NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 2 Faruqui Faruqui NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 303 4 Jesse Jesse NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 5 Dodge Dodge NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 303 7 Sujay Sujay NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 8 K. K. NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 9 Jauhar Jauhar NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 10 , , , work_zhl5dw75nfhy7oputsllvjjcqq 303 11 Chris Chris NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 12 Dyer Dyer NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 303 14 Eduard Eduard NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 15 Hovy Hovy NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 303 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 303 18 Noah Noah NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 19 A. A. NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 20 Smith Smith NNP work_zhl5dw75nfhy7oputsllvjjcqq 303 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 304 1 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 304 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 305 1 Retrofitting retrofit VBG work_zhl5dw75nfhy7oputsllvjjcqq 305 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 305 3 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 305 4 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 305 5 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 305 6 lexicons lexicon NNS work_zhl5dw75nfhy7oputsllvjjcqq 305 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 306 1 HLT HLT NNP work_zhl5dw75nfhy7oputsllvjjcqq 306 2 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 306 3 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 306 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 306 5 pages page NNS work_zhl5dw75nfhy7oputsllvjjcqq 306 6 1606–1615 1606–1615 CD work_zhl5dw75nfhy7oputsllvjjcqq 306 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 307 1 Anna Anna NNP work_zhl5dw75nfhy7oputsllvjjcqq 307 2 Gladkova Gladkova NNP work_zhl5dw75nfhy7oputsllvjjcqq 307 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 307 4 Aleksandr Aleksandr NNP work_zhl5dw75nfhy7oputsllvjjcqq 307 5 Drozd Drozd NNP work_zhl5dw75nfhy7oputsllvjjcqq 307 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 308 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 308 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 309 1 Intrinsic intrinsic JJ work_zhl5dw75nfhy7oputsllvjjcqq 309 2 evaluations evaluation NNS work_zhl5dw75nfhy7oputsllvjjcqq 309 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 309 4 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 309 5 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 309 6 : : : work_zhl5dw75nfhy7oputsllvjjcqq 309 7 What what WP work_zhl5dw75nfhy7oputsllvjjcqq 309 8 can can MD work_zhl5dw75nfhy7oputsllvjjcqq 309 9 we -PRON- PRP work_zhl5dw75nfhy7oputsllvjjcqq 309 10 do do VB work_zhl5dw75nfhy7oputsllvjjcqq 309 11 bet- bet- NN work_zhl5dw75nfhy7oputsllvjjcqq 309 12 ter ter NN work_zhl5dw75nfhy7oputsllvjjcqq 309 13 ? ? . work_zhl5dw75nfhy7oputsllvjjcqq 310 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 310 2 Proceedings proceeding NNS work_zhl5dw75nfhy7oputsllvjjcqq 310 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 310 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 310 5 1st 1st JJ work_zhl5dw75nfhy7oputsllvjjcqq 310 6 Workshop Workshop NNP work_zhl5dw75nfhy7oputsllvjjcqq 310 7 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 310 8 Evaluating Evaluating NNP work_zhl5dw75nfhy7oputsllvjjcqq 310 9 Vector Vector NNP work_zhl5dw75nfhy7oputsllvjjcqq 310 10 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 310 11 Space Space NNP work_zhl5dw75nfhy7oputsllvjjcqq 310 12 Representations Representations NNPS work_zhl5dw75nfhy7oputsllvjjcqq 310 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 310 14 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 310 15 , , , work_zhl5dw75nfhy7oputsllvjjcqq 310 16 pages page NNS work_zhl5dw75nfhy7oputsllvjjcqq 310 17 36–42 36–42 CD work_zhl5dw75nfhy7oputsllvjjcqq 310 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 311 1 Yoav Yoav NNP work_zhl5dw75nfhy7oputsllvjjcqq 311 2 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 311 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 312 1 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 312 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 313 1 Neural Neural NNP work_zhl5dw75nfhy7oputsllvjjcqq 313 2 Network Network NNP work_zhl5dw75nfhy7oputsllvjjcqq 313 3 Methods Methods NNPS work_zhl5dw75nfhy7oputsllvjjcqq 313 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 313 5 Nat- Nat- NNP work_zhl5dw75nfhy7oputsllvjjcqq 313 6 ural ural JJ work_zhl5dw75nfhy7oputsllvjjcqq 313 7 Language Language NNP work_zhl5dw75nfhy7oputsllvjjcqq 313 8 Processing Processing NNP work_zhl5dw75nfhy7oputsllvjjcqq 313 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 314 1 Synthesis Synthesis NNP work_zhl5dw75nfhy7oputsllvjjcqq 314 2 Lectures Lectures NNP work_zhl5dw75nfhy7oputsllvjjcqq 314 3 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 314 4 Hu- Hu- NNP work_zhl5dw75nfhy7oputsllvjjcqq 314 5 man man NN work_zhl5dw75nfhy7oputsllvjjcqq 314 6 Language Language NNP work_zhl5dw75nfhy7oputsllvjjcqq 314 7 Technologies Technologies NNPS work_zhl5dw75nfhy7oputsllvjjcqq 314 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 315 1 Morgan Morgan NNP work_zhl5dw75nfhy7oputsllvjjcqq 315 2 & & CC work_zhl5dw75nfhy7oputsllvjjcqq 315 3 Claypool Claypool NNP work_zhl5dw75nfhy7oputsllvjjcqq 315 4 Pub- Pub- NNP work_zhl5dw75nfhy7oputsllvjjcqq 315 5 lishers lisher NNS work_zhl5dw75nfhy7oputsllvjjcqq 315 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 316 1 Ian Ian NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 2 Goodfellow Goodfellow NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 316 4 Yoshua Yoshua NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 5 Bengio Bengio NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 316 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 316 8 Aaron Aaron NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 9 Courville Courville NNP work_zhl5dw75nfhy7oputsllvjjcqq 316 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 317 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 317 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 318 1 Deep Deep NNP work_zhl5dw75nfhy7oputsllvjjcqq 318 2 Learning Learning NNP work_zhl5dw75nfhy7oputsllvjjcqq 318 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 319 1 MIT MIT NNP work_zhl5dw75nfhy7oputsllvjjcqq 319 2 Press Press NNP work_zhl5dw75nfhy7oputsllvjjcqq 319 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 320 1 Nathan Nathan NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 2 Halko Halko NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 320 4 Per Per NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 320 6 Gunnar Gunnar NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 7 Martinsson Martinsson NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 320 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 320 10 Joel Joel NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 11 A. A. NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 12 Tropp Tropp NNP work_zhl5dw75nfhy7oputsllvjjcqq 320 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 321 1 September September NNP work_zhl5dw75nfhy7oputsllvjjcqq 321 2 , , , work_zhl5dw75nfhy7oputsllvjjcqq 321 3 2009 2009 CD work_zhl5dw75nfhy7oputsllvjjcqq 321 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 322 1 Finding find VBG work_zhl5dw75nfhy7oputsllvjjcqq 322 2 structure structure NN work_zhl5dw75nfhy7oputsllvjjcqq 322 3 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 322 4 randomness randomness NN work_zhl5dw75nfhy7oputsllvjjcqq 322 5 : : : work_zhl5dw75nfhy7oputsllvjjcqq 322 6 Stochastic stochastic JJ work_zhl5dw75nfhy7oputsllvjjcqq 322 7 algorithms algorithm NNS work_zhl5dw75nfhy7oputsllvjjcqq 322 8 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 322 9 constructing construct VBG work_zhl5dw75nfhy7oputsllvjjcqq 322 10 approximate approximate RB work_zhl5dw75nfhy7oputsllvjjcqq 322 11 ma- ma- JJ work_zhl5dw75nfhy7oputsllvjjcqq 322 12 trix trix NN work_zhl5dw75nfhy7oputsllvjjcqq 322 13 decompositions decomposition NNS work_zhl5dw75nfhy7oputsllvjjcqq 322 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 323 1 Technical Technical NNP work_zhl5dw75nfhy7oputsllvjjcqq 323 2 Report Report NNP work_zhl5dw75nfhy7oputsllvjjcqq 323 3 No no UH work_zhl5dw75nfhy7oputsllvjjcqq 323 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 324 1 2009 2009 CD work_zhl5dw75nfhy7oputsllvjjcqq 324 2 - - SYM work_zhl5dw75nfhy7oputsllvjjcqq 324 3 05 05 CD work_zhl5dw75nfhy7oputsllvjjcqq 324 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 325 1 Applied Applied NNP work_zhl5dw75nfhy7oputsllvjjcqq 325 2 & & CC work_zhl5dw75nfhy7oputsllvjjcqq 325 3 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 325 4 Mathematics Mathematics NNPS work_zhl5dw75nfhy7oputsllvjjcqq 325 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 325 6 California California NNP work_zhl5dw75nfhy7oputsllvjjcqq 325 7 In- In- NNP work_zhl5dw75nfhy7oputsllvjjcqq 325 8 stitute stitute NN work_zhl5dw75nfhy7oputsllvjjcqq 325 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 325 10 Technology Technology NNP work_zhl5dw75nfhy7oputsllvjjcqq 325 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 326 1 William William NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 2 L. L. NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 3 Hamilton Hamilton NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 326 5 Jure Jure NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 6 Leskovec Leskovec NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 326 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 326 9 Dan Dan NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 10 Jurafsky Jurafsky NNP work_zhl5dw75nfhy7oputsllvjjcqq 326 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 327 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 327 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 328 1 Diachronic diachronic JJ work_zhl5dw75nfhy7oputsllvjjcqq 328 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 328 3 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 328 4 reveal reveal VBP work_zhl5dw75nfhy7oputsllvjjcqq 328 5 statistical statistical JJ work_zhl5dw75nfhy7oputsllvjjcqq 328 6 laws law NNS work_zhl5dw75nfhy7oputsllvjjcqq 328 7 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 328 8 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 328 9 change change NN work_zhl5dw75nfhy7oputsllvjjcqq 328 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 329 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 329 2 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 329 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 330 1 Johannes Johannes NNP work_zhl5dw75nfhy7oputsllvjjcqq 330 2 Hellrich Hellrich NNP work_zhl5dw75nfhy7oputsllvjjcqq 330 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 330 4 Udo Udo NNP work_zhl5dw75nfhy7oputsllvjjcqq 330 5 Hahn Hahn NNP work_zhl5dw75nfhy7oputsllvjjcqq 330 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 331 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 331 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 332 1 Bad bad JJ work_zhl5dw75nfhy7oputsllvjjcqq 332 2 company company NN work_zhl5dw75nfhy7oputsllvjjcqq 332 3 – – : work_zhl5dw75nfhy7oputsllvjjcqq 332 4 neighborhoods neighborhood NNS work_zhl5dw75nfhy7oputsllvjjcqq 332 5 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 332 6 neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 332 7 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 332 8 spaces space NNS work_zhl5dw75nfhy7oputsllvjjcqq 332 9 considered consider VBN work_zhl5dw75nfhy7oputsllvjjcqq 332 10 harmful harmful JJ work_zhl5dw75nfhy7oputsllvjjcqq 332 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 333 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 333 2 Proceedings Proceedings NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 333 4 COLING COLING NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 5 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 333 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 333 7 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 333 8 26th 26th JJ work_zhl5dw75nfhy7oputsllvjjcqq 333 9 In- In- NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 10 ternational ternational JJ work_zhl5dw75nfhy7oputsllvjjcqq 333 11 Conference Conference NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 12 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 333 13 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 14 Linguistics Linguistics NNPS work_zhl5dw75nfhy7oputsllvjjcqq 333 15 : : : work_zhl5dw75nfhy7oputsllvjjcqq 333 16 Technical Technical NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 17 Papers Papers NNP work_zhl5dw75nfhy7oputsllvjjcqq 333 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 333 19 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 333 20 2785–2796 2785–2796 CD work_zhl5dw75nfhy7oputsllvjjcqq 333 21 . . . work_zhl5dw75nfhy7oputsllvjjcqq 334 1 Ryan Ryan NNP work_zhl5dw75nfhy7oputsllvjjcqq 334 2 Heuser Heuser NNP work_zhl5dw75nfhy7oputsllvjjcqq 334 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 335 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 335 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 336 1 Word word NN work_zhl5dw75nfhy7oputsllvjjcqq 336 2 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 336 3 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 336 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 336 5 eighteenth- eighteenth- CD work_zhl5dw75nfhy7oputsllvjjcqq 336 6 century century NN work_zhl5dw75nfhy7oputsllvjjcqq 336 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 337 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 337 2 IPAM IPAM NNP work_zhl5dw75nfhy7oputsllvjjcqq 337 3 Workshop Workshop NNP work_zhl5dw75nfhy7oputsllvjjcqq 337 4 : : : work_zhl5dw75nfhy7oputsllvjjcqq 337 5 Cultural Cultural NNP work_zhl5dw75nfhy7oputsllvjjcqq 337 6 Analytics Analytics NNPS work_zhl5dw75nfhy7oputsllvjjcqq 337 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 338 1 Yoon Yoon NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 2 Kim Kim NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 338 4 Yi Yi NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 338 6 I I NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 7 Chiu Chiu NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 338 9 Kentaro Kentaro NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 10 Hanaki Hanaki NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 11 , , , work_zhl5dw75nfhy7oputsllvjjcqq 338 12 Darshan Darshan NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 13 Hegde Hegde NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 338 15 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 338 16 Slav Slav NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 17 Petrov Petrov NNP work_zhl5dw75nfhy7oputsllvjjcqq 338 18 . . . work_zhl5dw75nfhy7oputsllvjjcqq 339 1 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 339 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 340 1 Temporal temporal JJ work_zhl5dw75nfhy7oputsllvjjcqq 340 2 analysis analysis NN work_zhl5dw75nfhy7oputsllvjjcqq 340 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 340 4 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 340 5 through through IN work_zhl5dw75nfhy7oputsllvjjcqq 340 6 neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 340 7 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 340 8 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 340 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 341 1 Proceedings proceeding NNS work_zhl5dw75nfhy7oputsllvjjcqq 341 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 341 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 341 4 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 5 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 341 6 Workshop Workshop NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 7 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 341 8 Language Language NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 9 Technologies Technologies NNPS work_zhl5dw75nfhy7oputsllvjjcqq 341 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 341 11 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 12 Social Social NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 13 Science Science NNP work_zhl5dw75nfhy7oputsllvjjcqq 341 14 , , , work_zhl5dw75nfhy7oputsllvjjcqq 341 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 342 1 118 118 CD work_zhl5dw75nfhy7oputsllvjjcqq 342 2 Vivek Vivek NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 3 Kulkarni Kulkarni NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 342 5 Bryan Bryan NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 6 Perozzi Perozzi NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 342 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 342 9 Steven Steven NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 10 Skiena Skiena NNP work_zhl5dw75nfhy7oputsllvjjcqq 342 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 343 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 343 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 344 1 Freshman freshman NN work_zhl5dw75nfhy7oputsllvjjcqq 344 2 or or CC work_zhl5dw75nfhy7oputsllvjjcqq 344 3 fresher fresher NN work_zhl5dw75nfhy7oputsllvjjcqq 344 4 ? ? . work_zhl5dw75nfhy7oputsllvjjcqq 345 1 Quantifying quantify VBG work_zhl5dw75nfhy7oputsllvjjcqq 345 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 345 3 geographic geographic JJ work_zhl5dw75nfhy7oputsllvjjcqq 345 4 vari- vari- JJ work_zhl5dw75nfhy7oputsllvjjcqq 345 5 ation ation NN work_zhl5dw75nfhy7oputsllvjjcqq 345 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 345 7 language language NN work_zhl5dw75nfhy7oputsllvjjcqq 345 8 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 345 9 online online JJ work_zhl5dw75nfhy7oputsllvjjcqq 345 10 social social JJ work_zhl5dw75nfhy7oputsllvjjcqq 345 11 media medium NNS work_zhl5dw75nfhy7oputsllvjjcqq 345 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 346 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 346 2 ICWSM ICWSM NNP work_zhl5dw75nfhy7oputsllvjjcqq 346 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 346 4 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 346 5 615–618 615–618 CD work_zhl5dw75nfhy7oputsllvjjcqq 346 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 347 1 Thomas Thomas NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 2 K. K. NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 3 Landauer Landauer NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 4 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 347 5 Susan Susan NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 6 T. T. NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 7 Dumais Dumais NNP work_zhl5dw75nfhy7oputsllvjjcqq 347 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 348 1 1997 1997 CD work_zhl5dw75nfhy7oputsllvjjcqq 348 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 349 1 A a DT work_zhl5dw75nfhy7oputsllvjjcqq 349 2 so- so- JJ work_zhl5dw75nfhy7oputsllvjjcqq 349 3 lution lution NN work_zhl5dw75nfhy7oputsllvjjcqq 349 4 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 349 5 Plato Plato NNP work_zhl5dw75nfhy7oputsllvjjcqq 349 6 ’s ’s POS work_zhl5dw75nfhy7oputsllvjjcqq 349 7 problem problem NN work_zhl5dw75nfhy7oputsllvjjcqq 349 8 : : : work_zhl5dw75nfhy7oputsllvjjcqq 349 9 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 349 10 latent latent JJ work_zhl5dw75nfhy7oputsllvjjcqq 349 11 semantic semantic JJ work_zhl5dw75nfhy7oputsllvjjcqq 349 12 analysis analysis NN work_zhl5dw75nfhy7oputsllvjjcqq 349 13 theory theory NN work_zhl5dw75nfhy7oputsllvjjcqq 349 14 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 349 15 acquisition acquisition NN work_zhl5dw75nfhy7oputsllvjjcqq 349 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 349 17 induction induction NN work_zhl5dw75nfhy7oputsllvjjcqq 349 18 , , , work_zhl5dw75nfhy7oputsllvjjcqq 349 19 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 349 20 representation representation NN work_zhl5dw75nfhy7oputsllvjjcqq 349 21 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 349 22 knowledge knowledge NN work_zhl5dw75nfhy7oputsllvjjcqq 349 23 . . . work_zhl5dw75nfhy7oputsllvjjcqq 350 1 Psychological Psychological NNP work_zhl5dw75nfhy7oputsllvjjcqq 350 2 Review Review NNP work_zhl5dw75nfhy7oputsllvjjcqq 350 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 350 4 104(2):211 104(2):211 CD work_zhl5dw75nfhy7oputsllvjjcqq 350 5 . . . work_zhl5dw75nfhy7oputsllvjjcqq 351 1 Omer Omer NNP work_zhl5dw75nfhy7oputsllvjjcqq 351 2 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 351 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 351 4 Yoav Yoav NNP work_zhl5dw75nfhy7oputsllvjjcqq 351 5 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 351 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 352 1 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 352 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 353 1 Neural neural JJ work_zhl5dw75nfhy7oputsllvjjcqq 353 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 353 3 embedding embed VBG work_zhl5dw75nfhy7oputsllvjjcqq 353 4 as as IN work_zhl5dw75nfhy7oputsllvjjcqq 353 5 implicit implicit JJ work_zhl5dw75nfhy7oputsllvjjcqq 353 6 matrix matrix NN work_zhl5dw75nfhy7oputsllvjjcqq 353 7 factorization factorization NN work_zhl5dw75nfhy7oputsllvjjcqq 353 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 354 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 354 2 NIPS NIPS NNP work_zhl5dw75nfhy7oputsllvjjcqq 354 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 354 4 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 354 5 2177–2185 2177–2185 CD work_zhl5dw75nfhy7oputsllvjjcqq 354 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 355 1 Omer Omer NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 2 Levy Levy NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 355 4 Yoav Yoav NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 5 Goldberg Goldberg NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 355 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 355 8 Ido Ido NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 9 Dagan Dagan NNP work_zhl5dw75nfhy7oputsllvjjcqq 355 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 356 1 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 356 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 357 1 Im- im- XX work_zhl5dw75nfhy7oputsllvjjcqq 357 2 proving prove VBG work_zhl5dw75nfhy7oputsllvjjcqq 357 3 distributional distributional JJ work_zhl5dw75nfhy7oputsllvjjcqq 357 4 similarity similarity NN work_zhl5dw75nfhy7oputsllvjjcqq 357 5 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 357 6 lessons lesson NNS work_zhl5dw75nfhy7oputsllvjjcqq 357 7 learned learn VBN work_zhl5dw75nfhy7oputsllvjjcqq 357 8 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 357 9 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 357 10 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 357 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 358 1 Transactions transaction NNS work_zhl5dw75nfhy7oputsllvjjcqq 358 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 358 3 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 358 4 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 358 5 , , , work_zhl5dw75nfhy7oputsllvjjcqq 358 6 3:211–225 3:211–225 CD work_zhl5dw75nfhy7oputsllvjjcqq 358 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 359 1 Rasmus Rasmus NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 2 E. E. NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 3 Madsen Madsen NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 4 , , , work_zhl5dw75nfhy7oputsllvjjcqq 359 5 David David NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 6 Kauchak Kauchak NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 359 8 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 359 9 Charles Charles NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 10 Elkan Elkan NNP work_zhl5dw75nfhy7oputsllvjjcqq 359 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 360 1 2005 2005 CD work_zhl5dw75nfhy7oputsllvjjcqq 360 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 361 1 Modeling model VBG work_zhl5dw75nfhy7oputsllvjjcqq 361 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 361 3 burstiness burstiness NN work_zhl5dw75nfhy7oputsllvjjcqq 361 4 using use VBG work_zhl5dw75nfhy7oputsllvjjcqq 361 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 361 6 dirichlet dirichlet NN work_zhl5dw75nfhy7oputsllvjjcqq 361 7 dis- dis- IN work_zhl5dw75nfhy7oputsllvjjcqq 361 8 tribution tribution NN work_zhl5dw75nfhy7oputsllvjjcqq 361 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 362 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 362 2 Proceedings proceeding NNS work_zhl5dw75nfhy7oputsllvjjcqq 362 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 362 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 362 5 22nd 22nd JJ work_zhl5dw75nfhy7oputsllvjjcqq 362 6 International International NNP work_zhl5dw75nfhy7oputsllvjjcqq 362 7 Con- Con- NNP work_zhl5dw75nfhy7oputsllvjjcqq 362 8 ference ference NN work_zhl5dw75nfhy7oputsllvjjcqq 362 9 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 362 10 Machine Machine NNP work_zhl5dw75nfhy7oputsllvjjcqq 362 11 Learning Learning NNP work_zhl5dw75nfhy7oputsllvjjcqq 362 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 362 13 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 362 14 545–552 545–552 CD work_zhl5dw75nfhy7oputsllvjjcqq 362 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 363 1 ACM ACM NNP work_zhl5dw75nfhy7oputsllvjjcqq 363 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 364 1 Tomas Tomas NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 2 Mikolov Mikolov NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 364 4 Wen Wen NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 364 6 tau tau NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 7 Yih Yih NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 8 , , , work_zhl5dw75nfhy7oputsllvjjcqq 364 9 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 364 10 Geoffrey Geoffrey NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 11 Zweig Zweig NNP work_zhl5dw75nfhy7oputsllvjjcqq 364 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 365 1 2013 2013 CD work_zhl5dw75nfhy7oputsllvjjcqq 365 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 366 1 Linguistic linguistic JJ work_zhl5dw75nfhy7oputsllvjjcqq 366 2 Regularities Regularities NNPS work_zhl5dw75nfhy7oputsllvjjcqq 366 3 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 366 4 Continuous continuous JJ work_zhl5dw75nfhy7oputsllvjjcqq 366 5 Space Space NNP work_zhl5dw75nfhy7oputsllvjjcqq 366 6 Word Word NNP work_zhl5dw75nfhy7oputsllvjjcqq 366 7 Rep- Rep- NNP work_zhl5dw75nfhy7oputsllvjjcqq 366 8 resentations resentation NNS work_zhl5dw75nfhy7oputsllvjjcqq 366 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 367 1 HLT HLT NNP work_zhl5dw75nfhy7oputsllvjjcqq 367 2 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 367 3 NAACL NAACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 367 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 368 1 Jeffrey Jeffrey NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 2 Pennington Pennington NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 368 4 Richard Richard NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 5 Socher Socher NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 368 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 368 8 Christopher Christopher NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 9 D. D. NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 10 Manning Manning NNP work_zhl5dw75nfhy7oputsllvjjcqq 368 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 369 1 2014 2014 CD work_zhl5dw75nfhy7oputsllvjjcqq 369 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 370 1 GloVe GloVe VBN work_zhl5dw75nfhy7oputsllvjjcqq 370 2 : : : work_zhl5dw75nfhy7oputsllvjjcqq 370 3 Global global JJ work_zhl5dw75nfhy7oputsllvjjcqq 370 4 vectors vector NNS work_zhl5dw75nfhy7oputsllvjjcqq 370 5 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 370 6 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 370 7 representation representation NN work_zhl5dw75nfhy7oputsllvjjcqq 370 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 371 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 371 2 EMNLP emnlp NN work_zhl5dw75nfhy7oputsllvjjcqq 371 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 371 4 volume volume NN work_zhl5dw75nfhy7oputsllvjjcqq 371 5 14 14 CD work_zhl5dw75nfhy7oputsllvjjcqq 371 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 371 7 pages page NNS work_zhl5dw75nfhy7oputsllvjjcqq 371 8 1532–43 1532–43 JJ work_zhl5dw75nfhy7oputsllvjjcqq 371 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 372 1 Lawrence Lawrence NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 2 Phillips Phillips NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 372 4 Kyle Kyle NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 5 Shaffer Shaffer NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 372 7 Dustin Dustin NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 8 Arendt Arendt NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 372 10 Nathan Nathan NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 11 Hodas Hodas NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 372 13 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 372 14 Svitlana Svitlana NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 15 Volkova Volkova NNP work_zhl5dw75nfhy7oputsllvjjcqq 372 16 . . . work_zhl5dw75nfhy7oputsllvjjcqq 373 1 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 373 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 374 1 Intrinsic intrinsic JJ work_zhl5dw75nfhy7oputsllvjjcqq 374 2 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 374 3 ex- ex- XX work_zhl5dw75nfhy7oputsllvjjcqq 374 4 trinsic trinsic NN work_zhl5dw75nfhy7oputsllvjjcqq 374 5 evaluation evaluation NN work_zhl5dw75nfhy7oputsllvjjcqq 374 6 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 374 7 spatiotemporal spatiotemporal JJ work_zhl5dw75nfhy7oputsllvjjcqq 374 8 text text NN work_zhl5dw75nfhy7oputsllvjjcqq 374 9 representations representation NNS work_zhl5dw75nfhy7oputsllvjjcqq 374 10 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 374 11 Twitter Twitter NNP work_zhl5dw75nfhy7oputsllvjjcqq 374 12 streams stream NNS work_zhl5dw75nfhy7oputsllvjjcqq 374 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 375 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 375 2 Proceedings proceeding NNS work_zhl5dw75nfhy7oputsllvjjcqq 375 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 375 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 375 5 2nd 2nd JJ work_zhl5dw75nfhy7oputsllvjjcqq 375 6 Workshop Workshop NNP work_zhl5dw75nfhy7oputsllvjjcqq 375 7 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 375 8 Representation Representation NNP work_zhl5dw75nfhy7oputsllvjjcqq 375 9 Learning Learning NNP work_zhl5dw75nfhy7oputsllvjjcqq 375 10 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 375 11 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 375 12 , , , work_zhl5dw75nfhy7oputsllvjjcqq 375 13 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 375 14 201–210 201–210 CD work_zhl5dw75nfhy7oputsllvjjcqq 375 15 . . . work_zhl5dw75nfhy7oputsllvjjcqq 376 1 Radim Radim NNP work_zhl5dw75nfhy7oputsllvjjcqq 376 2 Řehůřek řehůřek CD work_zhl5dw75nfhy7oputsllvjjcqq 376 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 376 4 Petr Petr VBN work_zhl5dw75nfhy7oputsllvjjcqq 376 5 Sojka sojka RB work_zhl5dw75nfhy7oputsllvjjcqq 376 6 . . . work_zhl5dw75nfhy7oputsllvjjcqq 377 1 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 377 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 378 1 Software Software NNP work_zhl5dw75nfhy7oputsllvjjcqq 378 2 Frame- Frame- NNP work_zhl5dw75nfhy7oputsllvjjcqq 378 3 work work NN work_zhl5dw75nfhy7oputsllvjjcqq 378 4 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 378 5 Topic Topic NNP work_zhl5dw75nfhy7oputsllvjjcqq 378 6 Modelling Modelling NNP work_zhl5dw75nfhy7oputsllvjjcqq 378 7 with with IN work_zhl5dw75nfhy7oputsllvjjcqq 378 8 Large large JJ work_zhl5dw75nfhy7oputsllvjjcqq 378 9 Corpora Corpora NNP work_zhl5dw75nfhy7oputsllvjjcqq 378 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 379 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 379 2 Pro- Pro- NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 3 ceedings ceeding NNS work_zhl5dw75nfhy7oputsllvjjcqq 379 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 379 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 379 6 LREC LREC NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 7 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 379 8 Workshop Workshop NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 9 on on IN work_zhl5dw75nfhy7oputsllvjjcqq 379 10 New New NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 11 Chal- Chal- NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 12 lenges lenge NNS work_zhl5dw75nfhy7oputsllvjjcqq 379 13 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 379 14 NLP NLP NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 15 Frameworks Frameworks NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 379 17 pages page NNS work_zhl5dw75nfhy7oputsllvjjcqq 379 18 45–50 45–50 CD work_zhl5dw75nfhy7oputsllvjjcqq 379 19 , , , work_zhl5dw75nfhy7oputsllvjjcqq 379 20 Valletta Valletta NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 21 , , , work_zhl5dw75nfhy7oputsllvjjcqq 379 22 Malta Malta NNP work_zhl5dw75nfhy7oputsllvjjcqq 379 23 , , , work_zhl5dw75nfhy7oputsllvjjcqq 379 24 May. May NNP work_zhl5dw75nfhy7oputsllvjjcqq 380 1 ELRA ELRA NNS work_zhl5dw75nfhy7oputsllvjjcqq 380 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 381 1 Evan Evan NNP work_zhl5dw75nfhy7oputsllvjjcqq 381 2 Sandhaus Sandhaus NNP work_zhl5dw75nfhy7oputsllvjjcqq 381 3 . . . work_zhl5dw75nfhy7oputsllvjjcqq 382 1 2008 2008 CD work_zhl5dw75nfhy7oputsllvjjcqq 382 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 383 1 The the DT work_zhl5dw75nfhy7oputsllvjjcqq 383 2 New New NNP work_zhl5dw75nfhy7oputsllvjjcqq 383 3 York York NNP work_zhl5dw75nfhy7oputsllvjjcqq 383 4 Times Times NNP work_zhl5dw75nfhy7oputsllvjjcqq 383 5 Annotated Annotated NNP work_zhl5dw75nfhy7oputsllvjjcqq 383 6 Corpus Corpus NNP work_zhl5dw75nfhy7oputsllvjjcqq 383 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 384 1 LDC2008T19 LDC2008T19 NNP work_zhl5dw75nfhy7oputsllvjjcqq 384 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 385 1 Linguistic Linguistic NNP work_zhl5dw75nfhy7oputsllvjjcqq 385 2 Data Data NNP work_zhl5dw75nfhy7oputsllvjjcqq 385 3 Consortium Consortium NNP work_zhl5dw75nfhy7oputsllvjjcqq 385 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 386 1 Noam Noam NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 2 Shazeer Shazeer NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 386 4 Ryan Ryan NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 5 Doherty Doherty NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 386 7 Colin Colin NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 8 Evans Evans NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 386 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 386 11 Chris Chris NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 12 Waterson Waterson NNP work_zhl5dw75nfhy7oputsllvjjcqq 386 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 387 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 387 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 388 1 Swivel swivel NN work_zhl5dw75nfhy7oputsllvjjcqq 388 2 : : : work_zhl5dw75nfhy7oputsllvjjcqq 388 3 Improving improve VBG work_zhl5dw75nfhy7oputsllvjjcqq 388 4 Embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 388 5 by by IN work_zhl5dw75nfhy7oputsllvjjcqq 388 6 Noticing notice VBG work_zhl5dw75nfhy7oputsllvjjcqq 388 7 What what WP work_zhl5dw75nfhy7oputsllvjjcqq 388 8 ’s ’ VBZ work_zhl5dw75nfhy7oputsllvjjcqq 388 9 Missing miss VBG work_zhl5dw75nfhy7oputsllvjjcqq 388 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 389 1 arXiv:1602.02215 arXiv:1602.02215 NNP work_zhl5dw75nfhy7oputsllvjjcqq 389 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 390 1 Yingtao Yingtao NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 2 Tian Tian NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 390 4 Vivek Vivek NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 5 Kulkarni Kulkarni NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 390 7 Bryan Bryan NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 8 Perozzi Perozzi NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 9 , , , work_zhl5dw75nfhy7oputsllvjjcqq 390 10 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 390 11 Steven Steven NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 12 Skiena Skiena NNP work_zhl5dw75nfhy7oputsllvjjcqq 390 13 . . . work_zhl5dw75nfhy7oputsllvjjcqq 391 1 2016 2016 CD work_zhl5dw75nfhy7oputsllvjjcqq 391 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 392 1 On on IN work_zhl5dw75nfhy7oputsllvjjcqq 392 2 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 392 3 convergent convergent NN work_zhl5dw75nfhy7oputsllvjjcqq 392 4 properties property NNS work_zhl5dw75nfhy7oputsllvjjcqq 392 5 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 392 6 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 392 7 embedding embedding NN work_zhl5dw75nfhy7oputsllvjjcqq 392 8 methods method NNS work_zhl5dw75nfhy7oputsllvjjcqq 392 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 393 1 arXiv arXiv NNP work_zhl5dw75nfhy7oputsllvjjcqq 393 2 preprint preprint NN work_zhl5dw75nfhy7oputsllvjjcqq 393 3 arXiv:1605.03956 arXiv:1605.03956 NNP work_zhl5dw75nfhy7oputsllvjjcqq 393 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 394 1 Joseph Joseph NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 2 Turian Turian NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 394 4 Lev Lev NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 5 Ratinov Ratinov NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 394 7 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 394 8 Yoshua Yoshua NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 9 Bengio Bengio NNP work_zhl5dw75nfhy7oputsllvjjcqq 394 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 395 1 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 395 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 396 1 Word word NN work_zhl5dw75nfhy7oputsllvjjcqq 396 2 representations representation NNS work_zhl5dw75nfhy7oputsllvjjcqq 396 3 : : : work_zhl5dw75nfhy7oputsllvjjcqq 396 4 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 396 5 simple simple JJ work_zhl5dw75nfhy7oputsllvjjcqq 396 6 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 396 7 general general JJ work_zhl5dw75nfhy7oputsllvjjcqq 396 8 method method NN work_zhl5dw75nfhy7oputsllvjjcqq 396 9 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 396 10 semi semi JJ work_zhl5dw75nfhy7oputsllvjjcqq 396 11 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 396 12 supervised supervised JJ work_zhl5dw75nfhy7oputsllvjjcqq 396 13 learning learning NN work_zhl5dw75nfhy7oputsllvjjcqq 396 14 . . . work_zhl5dw75nfhy7oputsllvjjcqq 397 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 397 2 Proceedings Proceedings NNP work_zhl5dw75nfhy7oputsllvjjcqq 397 3 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 397 4 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 397 5 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 397 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 397 7 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 397 8 384–394 384–394 CD work_zhl5dw75nfhy7oputsllvjjcqq 397 9 . . . work_zhl5dw75nfhy7oputsllvjjcqq 398 1 Association Association NNP work_zhl5dw75nfhy7oputsllvjjcqq 398 2 for for IN work_zhl5dw75nfhy7oputsllvjjcqq 398 3 Computational Computational NNP work_zhl5dw75nfhy7oputsllvjjcqq 398 4 Linguistics Linguistics NNP work_zhl5dw75nfhy7oputsllvjjcqq 398 5 . . . work_zhl5dw75nfhy7oputsllvjjcqq 399 1 Peter Peter NNP work_zhl5dw75nfhy7oputsllvjjcqq 399 2 D. D. NNP work_zhl5dw75nfhy7oputsllvjjcqq 399 3 Turney Turney NNP work_zhl5dw75nfhy7oputsllvjjcqq 399 4 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 399 5 Patrick Patrick NNP work_zhl5dw75nfhy7oputsllvjjcqq 399 6 Pantel Pantel NNP work_zhl5dw75nfhy7oputsllvjjcqq 399 7 . . . work_zhl5dw75nfhy7oputsllvjjcqq 400 1 2010 2010 CD work_zhl5dw75nfhy7oputsllvjjcqq 400 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 401 1 From from IN work_zhl5dw75nfhy7oputsllvjjcqq 401 2 frequency frequency NN work_zhl5dw75nfhy7oputsllvjjcqq 401 3 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 401 4 meaning meaning NN work_zhl5dw75nfhy7oputsllvjjcqq 401 5 : : : work_zhl5dw75nfhy7oputsllvjjcqq 401 6 Vector vector NN work_zhl5dw75nfhy7oputsllvjjcqq 401 7 space space NN work_zhl5dw75nfhy7oputsllvjjcqq 401 8 models model NNS work_zhl5dw75nfhy7oputsllvjjcqq 401 9 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 401 10 semantics semantic NNS work_zhl5dw75nfhy7oputsllvjjcqq 401 11 . . . work_zhl5dw75nfhy7oputsllvjjcqq 402 1 Journal Journal NNP work_zhl5dw75nfhy7oputsllvjjcqq 402 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 402 3 Artificial Artificial NNP work_zhl5dw75nfhy7oputsllvjjcqq 402 4 Intelligence Intelligence NNP work_zhl5dw75nfhy7oputsllvjjcqq 402 5 Research Research NNP work_zhl5dw75nfhy7oputsllvjjcqq 402 6 , , , work_zhl5dw75nfhy7oputsllvjjcqq 402 7 37:141–188 37:141–188 CD work_zhl5dw75nfhy7oputsllvjjcqq 402 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 403 1 Ivan Ivan NNP work_zhl5dw75nfhy7oputsllvjjcqq 403 2 Vulic Vulic NNP work_zhl5dw75nfhy7oputsllvjjcqq 403 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 403 4 Marie Marie NNP work_zhl5dw75nfhy7oputsllvjjcqq 403 5 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 403 6 Francine Francine NNP work_zhl5dw75nfhy7oputsllvjjcqq 403 7 Moens Moens NNPS work_zhl5dw75nfhy7oputsllvjjcqq 403 8 . . . work_zhl5dw75nfhy7oputsllvjjcqq 404 1 2015 2015 CD work_zhl5dw75nfhy7oputsllvjjcqq 404 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 405 1 Bilingual bilingual JJ work_zhl5dw75nfhy7oputsllvjjcqq 405 2 word word NN work_zhl5dw75nfhy7oputsllvjjcqq 405 3 embeddings embedding NNS work_zhl5dw75nfhy7oputsllvjjcqq 405 4 from from IN work_zhl5dw75nfhy7oputsllvjjcqq 405 5 non non JJ work_zhl5dw75nfhy7oputsllvjjcqq 405 6 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 405 7 parallel parallel JJ work_zhl5dw75nfhy7oputsllvjjcqq 405 8 document document NN work_zhl5dw75nfhy7oputsllvjjcqq 405 9 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 405 10 aligned align VBN work_zhl5dw75nfhy7oputsllvjjcqq 405 11 data datum NNS work_zhl5dw75nfhy7oputsllvjjcqq 405 12 applied apply VBN work_zhl5dw75nfhy7oputsllvjjcqq 405 13 to to IN work_zhl5dw75nfhy7oputsllvjjcqq 405 14 bilingual bilingual NNP work_zhl5dw75nfhy7oputsllvjjcqq 405 15 lexicon lexicon NNP work_zhl5dw75nfhy7oputsllvjjcqq 405 16 induction induction NNP work_zhl5dw75nfhy7oputsllvjjcqq 405 17 . . . work_zhl5dw75nfhy7oputsllvjjcqq 406 1 In in IN work_zhl5dw75nfhy7oputsllvjjcqq 406 2 Proceed- Proceed- NNP work_zhl5dw75nfhy7oputsllvjjcqq 406 3 ings ing NNS work_zhl5dw75nfhy7oputsllvjjcqq 406 4 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 406 5 the the DT work_zhl5dw75nfhy7oputsllvjjcqq 406 6 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 406 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 406 8 pages page VBZ work_zhl5dw75nfhy7oputsllvjjcqq 406 9 719–725 719–725 CD work_zhl5dw75nfhy7oputsllvjjcqq 406 10 . . . work_zhl5dw75nfhy7oputsllvjjcqq 407 1 ACL ACL NNP work_zhl5dw75nfhy7oputsllvjjcqq 407 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 408 1 Justine Justine NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 2 Zhang Zhang NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 3 , , , work_zhl5dw75nfhy7oputsllvjjcqq 408 4 William William NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 5 L. L. NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 6 Hamilton Hamilton NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 7 , , , work_zhl5dw75nfhy7oputsllvjjcqq 408 8 Cristian Cristian NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 9 Danescu- Danescu- NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 10 Niculescu Niculescu NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 11 - - HYPH work_zhl5dw75nfhy7oputsllvjjcqq 408 12 Mizil Mizil NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 13 , , , work_zhl5dw75nfhy7oputsllvjjcqq 408 14 Dan Dan NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 15 Jurafsky Jurafsky NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 16 , , , work_zhl5dw75nfhy7oputsllvjjcqq 408 17 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 408 18 Jure Jure NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 19 Leskovec Leskovec NNP work_zhl5dw75nfhy7oputsllvjjcqq 408 20 . . . work_zhl5dw75nfhy7oputsllvjjcqq 409 1 2017 2017 CD work_zhl5dw75nfhy7oputsllvjjcqq 409 2 . . . work_zhl5dw75nfhy7oputsllvjjcqq 410 1 Community community NN work_zhl5dw75nfhy7oputsllvjjcqq 410 2 identity identity NN work_zhl5dw75nfhy7oputsllvjjcqq 410 3 and and CC work_zhl5dw75nfhy7oputsllvjjcqq 410 4 user user NN work_zhl5dw75nfhy7oputsllvjjcqq 410 5 engagement engagement NN work_zhl5dw75nfhy7oputsllvjjcqq 410 6 in in IN work_zhl5dw75nfhy7oputsllvjjcqq 410 7 a a DT work_zhl5dw75nfhy7oputsllvjjcqq 410 8 multi multi JJ work_zhl5dw75nfhy7oputsllvjjcqq 410 9 - - JJ work_zhl5dw75nfhy7oputsllvjjcqq 410 10 community community JJ work_zhl5dw75nfhy7oputsllvjjcqq 410 11 landscape landscape NN work_zhl5dw75nfhy7oputsllvjjcqq 410 12 . . . work_zhl5dw75nfhy7oputsllvjjcqq 411 1 Proceedings Proceedings NNP work_zhl5dw75nfhy7oputsllvjjcqq 411 2 of of IN work_zhl5dw75nfhy7oputsllvjjcqq 411 3 ICWSM ICWSM NNP work_zhl5dw75nfhy7oputsllvjjcqq 411 4 . . . work_zhl5dw75nfhy7oputsllvjjcqq 412 1 119 119 CD work_zhl5dw75nfhy7oputsllvjjcqq 412 2 120 120 CD