id sid tid token lemma pos work_cxyxl5vs6zd6xlanudcx46qoqy 1 1 Joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 1 2 Semantic Semantic NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 3 Synthesis Synthesis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 1 5 Morphological Morphological NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 6 Analysis Analysis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 1 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 1 9 Derived Derived NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 10 Word Word NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 11 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 12 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 13 Department Department NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 1 15 Computer Computer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 16 Science Science NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 17 Johns Johns NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 18 Hopkins Hopkins NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 19 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 20 ryan.cotterell@jhu.edu ryan.cotterell@jhu.edu VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 1 21 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 22 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 23 CIS CIS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 24 LMU LMU NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 25 Munich Munich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 26 inquiries@cislmu.org inquiries@cislmu.org FW work_cxyxl5vs6zd6xlanudcx46qoqy 1 27 Abstract Abstract NNP work_cxyxl5vs6zd6xlanudcx46qoqy 1 28 Much much RB work_cxyxl5vs6zd6xlanudcx46qoqy 1 29 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 1 30 sentences sentence NNS work_cxyxl5vs6zd6xlanudcx46qoqy 1 31 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 1 32 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 1 33 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 1 34 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 1 35 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 1 36 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 1 37 themselves -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 1 38 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 1 39 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 1 40 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 1 41 smaller small JJR work_cxyxl5vs6zd6xlanudcx46qoqy 1 42 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 1 43 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 2 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 2 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 2 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 2 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 2 5 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 2 6 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 2 7 questionably questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 2 8 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 2 9 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 2 10 analyzed analyze VBN work_cxyxl5vs6zd6xlanudcx46qoqy 2 11 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 2 12 question+able+ly question+able+ly ADD work_cxyxl5vs6zd6xlanudcx46qoqy 2 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 3 1 However however RB work_cxyxl5vs6zd6xlanudcx46qoqy 3 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 3 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 3 4 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 3 5 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 3 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 3 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 3 8 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 3 9 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 3 10 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 3 11 directly directly RB work_cxyxl5vs6zd6xlanudcx46qoqy 3 12 give give VB work_cxyxl5vs6zd6xlanudcx46qoqy 3 13 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 3 14 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 3 15 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 3 16 representation representation NN work_cxyxl5vs6zd6xlanudcx46qoqy 3 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 3 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 3 19 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 3 20 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 3 21 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 3 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 4 1 Since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 4 2 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 4 3 obeys obey VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 4 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 4 5 principle principle NN work_cxyxl5vs6zd6xlanudcx46qoqy 4 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 4 7 compositionality compositionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 4 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 4 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 4 10 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 4 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 4 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 4 13 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 4 14 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 4 15 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 4 16 systematically systematically RB work_cxyxl5vs6zd6xlanudcx46qoqy 4 17 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 4 18 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 4 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 4 20 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 4 21 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 4 22 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 4 23 parts part NNS work_cxyxl5vs6zd6xlanudcx46qoqy 4 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 5 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 3 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 5 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 5 6 propose propose VBP work_cxyxl5vs6zd6xlanudcx46qoqy 5 7 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 8 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 5 9 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 5 10 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 12 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 13 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 14 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 5 15 captures capture VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 5 16 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 18 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 20 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 21 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 22 w w NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 23 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 24 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 5 25 constituent constituent NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 26 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 5 27 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 5 28 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 29 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 30 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 32 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 5 33 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 34 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 5 35 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 36 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 37 mean- mean- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 5 38 ings ing NNS work_cxyxl5vs6zd6xlanudcx46qoqy 5 39 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 5 40 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 5 41 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 5 42 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 6 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 6 2 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 6 3 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 6 4 learns learn VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 6 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 6 6 segment segment VB work_cxyxl5vs6zd6xlanudcx46qoqy 6 7 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 6 8 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 6 9 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 6 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 6 11 compose compose VB work_cxyxl5vs6zd6xlanudcx46qoqy 6 12 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 6 13 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 6 14 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 6 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 6 16 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 6 17 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 6 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 7 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 7 2 experiment experiment VBP work_cxyxl5vs6zd6xlanudcx46qoqy 7 3 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 7 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 7 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 7 6 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 7 7 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 7 8 CELEX CELEX NNP work_cxyxl5vs6zd6xlanudcx46qoqy 7 9 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 7 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 7 11 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 7 12 DErivBase derivbase VB work_cxyxl5vs6zd6xlanudcx46qoqy 7 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 7 14 Zeller Zeller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 7 15 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 7 16 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 7 17 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 7 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 7 19 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 7 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 7 21 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 7 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 8 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 8 2 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 8 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 8 4 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 8 5 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 8 6 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 8 7 increases increase VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 8 8 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 8 9 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 8 10 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 8 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 8 12 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 8 13 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 8 14 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 8 15 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 8 16 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 8 17 % % NN work_cxyxl5vs6zd6xlanudcx46qoqy 8 18 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 8 19 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 8 20 % % NN work_cxyxl5vs6zd6xlanudcx46qoqy 8 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 9 1 Additionally additionally RB work_cxyxl5vs6zd6xlanudcx46qoqy 9 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 9 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 9 4 investigate investigate VBP work_cxyxl5vs6zd6xlanudcx46qoqy 9 5 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 9 6 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 9 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 9 8 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 9 9 compo- compo- NN work_cxyxl5vs6zd6xlanudcx46qoqy 9 10 sition sition NN work_cxyxl5vs6zd6xlanudcx46qoqy 9 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 9 12 showing show VBG work_cxyxl5vs6zd6xlanudcx46qoqy 9 13 that that DT work_cxyxl5vs6zd6xlanudcx46qoqy 9 14 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 9 15 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 9 16 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 9 17 yield yield VBP work_cxyxl5vs6zd6xlanudcx46qoqy 9 18 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 9 19 improvement improvement NN work_cxyxl5vs6zd6xlanudcx46qoqy 9 20 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 9 21 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 9 22 additive additive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 9 23 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 9 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 10 1 Finally finally RB work_cxyxl5vs6zd6xlanudcx46qoqy 10 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 10 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 10 4 study study VBP work_cxyxl5vs6zd6xlanudcx46qoqy 10 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 10 6 degree degree NN work_cxyxl5vs6zd6xlanudcx46qoqy 10 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 10 8 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 10 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 10 10 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 10 11 correspond correspond VBP work_cxyxl5vs6zd6xlanudcx46qoqy 10 12 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 10 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 10 14 linguist linguist NN work_cxyxl5vs6zd6xlanudcx46qoqy 10 15 ’s ’s NN work_cxyxl5vs6zd6xlanudcx46qoqy 10 16 notion notion NN work_cxyxl5vs6zd6xlanudcx46qoqy 10 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 10 18 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 10 19 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 10 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 11 1 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 11 2 Introduction introduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 11 3 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 11 4 most most JJS work_cxyxl5vs6zd6xlanudcx46qoqy 11 5 languages language NNS work_cxyxl5vs6zd6xlanudcx46qoqy 11 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 11 7 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 11 8 decompose decompose VBP work_cxyxl5vs6zd6xlanudcx46qoqy 11 9 further far RBR work_cxyxl5vs6zd6xlanudcx46qoqy 11 10 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 11 11 smaller small JJR work_cxyxl5vs6zd6xlanudcx46qoqy 11 12 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 11 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 11 14 termed term VBD work_cxyxl5vs6zd6xlanudcx46qoqy 11 15 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 11 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 12 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 12 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 12 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 12 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 12 5 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 12 6 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 12 7 questionably questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 12 8 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 12 9 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 12 10 analyzed analyze VBN work_cxyxl5vs6zd6xlanudcx46qoqy 12 11 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 12 12 question+able+ly question+able+ly ADD work_cxyxl5vs6zd6xlanudcx46qoqy 12 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 13 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 2 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 13 3 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 13 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 6 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 13 8 however however RB work_cxyxl5vs6zd6xlanudcx46qoqy 13 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 13 10 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 13 11 itself -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 13 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 13 13 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 13 14 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 15 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 13 16 rep- rep- NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 17 resentation resentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 18 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 13 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 20 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 21 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 13 22 meaning;1 meaning;1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 13 23 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 13 24 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 13 25 re- re- RB work_cxyxl5vs6zd6xlanudcx46qoqy 13 26 quire quire VBP work_cxyxl5vs6zd6xlanudcx46qoqy 13 27 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 28 account account NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 29 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 13 30 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 13 31 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 13 32 synthesize synthesize VB work_cxyxl5vs6zd6xlanudcx46qoqy 13 33 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 34 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 35 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 13 36 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 13 37 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 13 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 14 1 Fortunately fortunately RB work_cxyxl5vs6zd6xlanudcx46qoqy 14 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 14 3 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 14 4 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 14 5 just just RB work_cxyxl5vs6zd6xlanudcx46qoqy 14 6 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 7 phrases phrase NNS work_cxyxl5vs6zd6xlanudcx46qoqy 14 8 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 14 9 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 11 large large JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 12 extent extent NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 13 obey obey NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 15 principle principle NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 16 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 17 compositionality compositionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 14 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 20 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 14 21 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 23 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 24 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 14 25 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 14 26 systematically systematically RB work_cxyxl5vs6zd6xlanudcx46qoqy 14 27 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 14 28 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 30 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 32 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 14 33 parts.2 parts.2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 14 34 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 35 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 36 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 37 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 14 38 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 14 39 propose propose VBP work_cxyxl5vs6zd6xlanudcx46qoqy 14 40 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 41 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 42 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 43 prob- prob- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 44 abilistic abilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 45 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 46 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 47 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 48 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 49 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 14 50 captures capture VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 14 51 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 52 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 14 53 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 54 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 55 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 56 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 57 w w NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 58 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 59 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 14 60 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 61 stituent stituent NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 62 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 14 63 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 14 64 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 65 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 66 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 67 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 14 68 ’s ’s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 14 69 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 70 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 71 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 72 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 14 73 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 14 74 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 14 75 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 14 76 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 15 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 15 2 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 15 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 15 5 structured structured JJ work_cxyxl5vs6zd6xlanudcx46qoqy 15 6 pre- pre- NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 7 diction diction NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 8 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 15 10 seeks seek VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 15 11 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 15 12 break break VB work_cxyxl5vs6zd6xlanudcx46qoqy 15 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 15 14 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 15 up up RP work_cxyxl5vs6zd6xlanudcx46qoqy 15 16 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 15 17 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 15 18 constituent constituent NN work_cxyxl5vs6zd6xlanudcx46qoqy 15 19 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 15 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 16 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 16 2 output output NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 3 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 4 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 16 5 been be VBN work_cxyxl5vs6zd6xlanudcx46qoqy 16 6 shown show VBN work_cxyxl5vs6zd6xlanudcx46qoqy 16 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 16 8 aid aid VB work_cxyxl5vs6zd6xlanudcx46qoqy 16 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 16 10 diverse diverse JJ work_cxyxl5vs6zd6xlanudcx46qoqy 16 11 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 16 13 applications application NNS work_cxyxl5vs6zd6xlanudcx46qoqy 16 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 15 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 16 16 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 16 17 automatic automatic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 16 18 speech speech NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 19 recognition recognition NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 20 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 21 Afify Afify NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 22 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 16 23 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 24 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 26 2006 2006 CD work_cxyxl5vs6zd6xlanudcx46qoqy 16 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 29 keyword keyword NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 30 spotting spot VBG work_cxyxl5vs6zd6xlanudcx46qoqy 16 31 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 32 Narasimhan Narasimhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 33 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 16 34 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 35 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 37 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 16 38 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 39 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 40 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 41 translation translation NN work_cxyxl5vs6zd6xlanudcx46qoqy 16 42 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 43 Clifton Clifton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 44 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 16 45 Sarkar Sarkar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 46 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 47 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 16 48 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 49 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 16 50 parsing parse VBG work_cxyxl5vs6zd6xlanudcx46qoqy 16 51 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 52 Seeker Seeker NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 53 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 16 54 Çetinoğlu Çetinoğlu NNP work_cxyxl5vs6zd6xlanudcx46qoqy 16 55 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 16 56 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 16 57 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 16 58 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 17 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 2 contrast contrast NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 3 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 4 much much JJ work_cxyxl5vs6zd6xlanudcx46qoqy 17 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 6 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 17 7 prior prior JJ work_cxyxl5vs6zd6xlanudcx46qoqy 17 8 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 17 10 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 17 11 focus focus VBP work_cxyxl5vs6zd6xlanudcx46qoqy 17 12 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 13 supervised supervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 17 14 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 17 16 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 17 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 17 18 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 17 19 provide provide VBP work_cxyxl5vs6zd6xlanudcx46qoqy 17 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 17 21 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 22 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 23 gold gold JJ work_cxyxl5vs6zd6xlanudcx46qoqy 17 24 segmentations segmentation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 17 25 during during IN work_cxyxl5vs6zd6xlanudcx46qoqy 17 26 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 27 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 17 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 18 1 Instead instead RB work_cxyxl5vs6zd6xlanudcx46qoqy 18 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 18 3 sur- sur- NN work_cxyxl5vs6zd6xlanudcx46qoqy 18 4 1There 1there CD work_cxyxl5vs6zd6xlanudcx46qoqy 18 5 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 18 6 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 18 7 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 18 8 linguistic linguistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 18 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 18 10 computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 18 11 theo- theo- NN work_cxyxl5vs6zd6xlanudcx46qoqy 18 12 ries rie NNS work_cxyxl5vs6zd6xlanudcx46qoqy 18 13 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 18 14 interpreting interpret VBG work_cxyxl5vs6zd6xlanudcx46qoqy 18 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 18 16 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 18 17 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 18 18 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 18 19 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 18 20 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 18 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 19 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 19 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 19 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 19 4 un- un- XX work_cxyxl5vs6zd6xlanudcx46qoqy 19 5 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 19 6 signifies signify VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 19 7 negation negation NN work_cxyxl5vs6zd6xlanudcx46qoqy 19 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 19 9 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 19 10 effect effect NN work_cxyxl5vs6zd6xlanudcx46qoqy 19 11 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 19 12 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 19 13 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 19 14 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 19 15 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 19 16 modeled model VBN work_cxyxl5vs6zd6xlanudcx46qoqy 19 17 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 19 18 theories theory NNS work_cxyxl5vs6zd6xlanudcx46qoqy 19 19 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 19 20 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 19 21 logic logic NN work_cxyxl5vs6zd6xlanudcx46qoqy 19 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 20 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 20 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 20 3 ad- ad- VBD work_cxyxl5vs6zd6xlanudcx46qoqy 20 4 dresses dress VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 20 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 20 6 question question NN work_cxyxl5vs6zd6xlanudcx46qoqy 20 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 20 8 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 20 9 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 20 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 20 11 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 20 12 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 20 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 20 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 20 15 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 20 16 framework framework NN work_cxyxl5vs6zd6xlanudcx46qoqy 20 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 20 18 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 20 19 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 20 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 21 1 2Morphological 2morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 2 research research NN work_cxyxl5vs6zd6xlanudcx46qoqy 21 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 21 4 theoretical theoretical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 21 6 computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 7 linguistics linguistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 21 8 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 21 9 focuses focus VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 21 10 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 21 11 noncompositional noncompositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 12 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 21 13 less less RBR work_cxyxl5vs6zd6xlanudcx46qoqy 21 14 com- com- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 15 positional positional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 16 phenomena phenomenon NNS work_cxyxl5vs6zd6xlanudcx46qoqy 21 17 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 21 18 simply simply RB work_cxyxl5vs6zd6xlanudcx46qoqy 21 19 because because IN work_cxyxl5vs6zd6xlanudcx46qoqy 21 20 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 21 deriva- deriva- NN work_cxyxl5vs6zd6xlanudcx46qoqy 21 22 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 21 23 poses pose VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 21 24 fewer fewer RBR work_cxyxl5vs6zd6xlanudcx46qoqy 21 25 interesting interesting JJ work_cxyxl5vs6zd6xlanudcx46qoqy 21 26 research research NN work_cxyxl5vs6zd6xlanudcx46qoqy 21 27 problems problem NNS work_cxyxl5vs6zd6xlanudcx46qoqy 21 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 22 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 22 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 22 3 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 4 true true JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 5 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 22 6 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 22 7 just just RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 8 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 22 9 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 10 frequent frequent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 11 multiword multiword JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 12 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 22 13 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 22 14 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 15 completely completely RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 16 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 17 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 22 18 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 19 frequent frequent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 20 derivations derivation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 22 21 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 22 22 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 22 24 refusal refusal NN work_cxyxl5vs6zd6xlanudcx46qoqy 22 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 22 26 fit- fit- CC work_cxyxl5vs6zd6xlanudcx46qoqy 22 27 ness ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 22 28 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 22 29 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 22 30 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 31 completely completely RB work_cxyxl5vs6zd6xlanudcx46qoqy 22 32 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 22 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 23 1 An an DT work_cxyxl5vs6zd6xlanudcx46qoqy 23 2 indication indication NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 4 non- non- RB work_cxyxl5vs6zd6xlanudcx46qoqy 23 5 lexicalized lexicalize VBD work_cxyxl5vs6zd6xlanudcx46qoqy 23 6 derivations derivation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 23 7 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 23 8 usually usually RB work_cxyxl5vs6zd6xlanudcx46qoqy 23 9 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 23 10 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 23 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 23 12 fact fact NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 13 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 14 standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 23 15 dictionaries dictionary NNS work_cxyxl5vs6zd6xlanudcx46qoqy 23 16 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 17 OUP OUP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 23 18 editors editor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 23 19 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 23 20 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 23 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 23 22 list list NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 23 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 23 24 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 23 25 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 26 their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 23 27 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 23 28 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 23 30 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 31 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 23 32 hedge hedge NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 33 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 34 they -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 23 35 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 23 36 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 23 37 occur occur VB work_cxyxl5vs6zd6xlanudcx46qoqy 23 38 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 39 part part NN work_cxyxl5vs6zd6xlanudcx46qoqy 23 40 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 23 41 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 23 42 partially partially RB work_cxyxl5vs6zd6xlanudcx46qoqy 23 43 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 23 44 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 23 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 24 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 24 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 24 3 Haspelmath Haspelmath NNP work_cxyxl5vs6zd6xlanudcx46qoqy 24 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 24 5 Sims Sims NNP work_cxyxl5vs6zd6xlanudcx46qoqy 24 6 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 24 7 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 24 8 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 24 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 24 10 § § ADD work_cxyxl5vs6zd6xlanudcx46qoqy 24 11 5.3.6 5.3.6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 24 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 25 1 33 33 CD work_cxyxl5vs6zd6xlanudcx46qoqy 25 2 Transactions transaction NNS work_cxyxl5vs6zd6xlanudcx46qoqy 25 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 25 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 25 5 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 25 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 25 7 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 25 8 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 25 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 25 10 vol vol NNP work_cxyxl5vs6zd6xlanudcx46qoqy 25 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 26 1 6 6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 26 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 26 3 pp pp NNP work_cxyxl5vs6zd6xlanudcx46qoqy 26 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 27 1 33–48 33–48 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 27 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 27 3 2018 2018 CD work_cxyxl5vs6zd6xlanudcx46qoqy 27 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 28 1 Action Action NNP work_cxyxl5vs6zd6xlanudcx46qoqy 28 2 Editor Editor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 28 3 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 28 4 Regina Regina NNP work_cxyxl5vs6zd6xlanudcx46qoqy 28 5 Barzilay Barzilay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 28 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 29 1 Submission submission NN work_cxyxl5vs6zd6xlanudcx46qoqy 29 2 batch batch NN work_cxyxl5vs6zd6xlanudcx46qoqy 29 3 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 29 4 5/2016 5/2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 29 5 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 29 6 Revision revision NN work_cxyxl5vs6zd6xlanudcx46qoqy 29 7 batch batch NN work_cxyxl5vs6zd6xlanudcx46qoqy 29 8 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 29 9 10/2016 10/2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 29 10 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 29 11 Published publish VBN work_cxyxl5vs6zd6xlanudcx46qoqy 29 12 1/2018 1/2018 CD work_cxyxl5vs6zd6xlanudcx46qoqy 29 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 30 1 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 30 2 © © NNP work_cxyxl5vs6zd6xlanudcx46qoqy 30 3 2018 2018 CD work_cxyxl5vs6zd6xlanudcx46qoqy 30 4 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 30 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 30 6 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 30 7 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 30 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 31 1 Distributed distribute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 31 2 under under IN work_cxyxl5vs6zd6xlanudcx46qoqy 31 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 31 4 CC cc NN work_cxyxl5vs6zd6xlanudcx46qoqy 31 5 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 31 6 BY BY NNP work_cxyxl5vs6zd6xlanudcx46qoqy 31 7 4.0 4.0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 31 8 license license NN work_cxyxl5vs6zd6xlanudcx46qoqy 31 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 32 1 face face NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 2 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 4 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 32 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 6 performs perform VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 32 7 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 32 8 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 9 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 32 10 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 11 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 32 12 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 13 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 15 2016a 2016a LS work_cxyxl5vs6zd6xlanudcx46qoqy 32 16 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 32 17 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 18 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 19 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 20 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 22 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 32 23 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 32 24 Kann Kann NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 25 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 26 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 27 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 29 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 32 30 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 32 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 32 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 32 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 34 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 32 35 allows allow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 32 36 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 32 37 induc- induc- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 32 38 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 39 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 32 40 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 32 41 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 32 42 together together RB work_cxyxl5vs6zd6xlanudcx46qoqy 32 43 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 32 44 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 32 45 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 46 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 32 47 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 32 48 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 32 49 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 32 50 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 32 51 typical typical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 32 52 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 33 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 33 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 33 3 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 33 4 questionably questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 33 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 33 6 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 33 7 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 33 8 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 33 9 restore restore VB work_cxyxl5vs6zd6xlanudcx46qoqy 33 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 33 11 deleted delete VBN work_cxyxl5vs6zd6xlanudcx46qoqy 33 12 char- char- NN work_cxyxl5vs6zd6xlanudcx46qoqy 33 13 acters acter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 33 14 le le NNP work_cxyxl5vs6zd6xlanudcx46qoqy 33 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 33 16 yielding yield VBG work_cxyxl5vs6zd6xlanudcx46qoqy 33 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 33 18 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 33 19 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 33 20 question question NN work_cxyxl5vs6zd6xlanudcx46qoqy 33 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 33 22 able able JJ work_cxyxl5vs6zd6xlanudcx46qoqy 33 23 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 33 24 ly ly JJ work_cxyxl5vs6zd6xlanudcx46qoqy 33 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 34 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 34 3 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 34 5 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 34 6 primary primary JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 7 contribution contribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 8 lies lie VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 34 9 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 34 11 integration integration NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 13 continuous continuous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 14 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 15 vec- vec- NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 16 tors tor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 34 17 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 18 supervised supervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 34 19 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 20 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 21 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 34 22 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 34 23 present present VBP work_cxyxl5vs6zd6xlanudcx46qoqy 34 24 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 34 25 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 26 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 27 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 28 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 29 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 30 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 34 31 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 34 32 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 33 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 34 34 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 34 35 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 36 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 34 37 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 34 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 35 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 35 2 experimentally experimentally RB work_cxyxl5vs6zd6xlanudcx46qoqy 35 3 investigate investigate VBP work_cxyxl5vs6zd6xlanudcx46qoqy 35 4 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 35 5 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 35 6 aspects aspect NNS work_cxyxl5vs6zd6xlanudcx46qoqy 35 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 35 8 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 35 9 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 35 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 36 1 • • VB work_cxyxl5vs6zd6xlanudcx46qoqy 36 2 First first RB work_cxyxl5vs6zd6xlanudcx46qoqy 36 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 36 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 36 5 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 36 6 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 36 7 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 36 8 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 36 9 continu- continu- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 36 10 ous ous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 36 11 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 36 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 36 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 36 14 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 36 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 36 16 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 36 17 phemes pheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 36 18 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 36 19 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 36 20 allows allow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 36 21 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 36 22 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 36 23 improve improve VB work_cxyxl5vs6zd6xlanudcx46qoqy 36 24 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 36 25 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 36 26 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 36 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 37 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 37 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 37 3 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 37 4 portion portion NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 37 6 CELEX CELEX NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 37 8 Baayen Baayen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 9 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 10 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 11 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 37 13 1993 1993 CD work_cxyxl5vs6zd6xlanudcx46qoqy 37 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 37 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 37 16 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 37 17 achieve achieve VBP work_cxyxl5vs6zd6xlanudcx46qoqy 37 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 37 19 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 37 20 point point NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 21 improvement improvement NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 22 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 37 23 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 24 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 25 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 37 26 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 37 27 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 37 28 point point NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 29 improvement improvement NN work_cxyxl5vs6zd6xlanudcx46qoqy 37 30 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 37 31 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 32 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 37 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 38 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 38 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 38 3 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 38 4 DErivBase derivbase NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 5 dataset dataset NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 6 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 38 7 achieve achieve VBP work_cxyxl5vs6zd6xlanudcx46qoqy 38 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 38 9 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 38 10 point point NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 11 improvement improvement NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 38 13 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 14 accu- accu- NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 15 racy racy NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 16 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 38 17 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 38 18 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 38 19 point point NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 20 improvement improvement NN work_cxyxl5vs6zd6xlanudcx46qoqy 38 21 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 38 22 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 38 23 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 38 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 39 1 • • VB work_cxyxl5vs6zd6xlanudcx46qoqy 39 2 Second second RB work_cxyxl5vs6zd6xlanudcx46qoqy 39 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 39 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 39 5 explore explore VBP work_cxyxl5vs6zd6xlanudcx46qoqy 39 6 improved improved JJ work_cxyxl5vs6zd6xlanudcx46qoqy 39 7 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 39 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 39 9 vec- vec- DT work_cxyxl5vs6zd6xlanudcx46qoqy 39 10 tor tor NN work_cxyxl5vs6zd6xlanudcx46qoqy 39 11 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 39 12 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 39 13 synthesizing synthesize VBG work_cxyxl5vs6zd6xlanudcx46qoqy 39 14 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 39 15 mean- mean- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 39 16 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 39 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 40 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 40 2 find find VBP work_cxyxl5vs6zd6xlanudcx46qoqy 40 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 40 4 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 40 5 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 40 6 network network NN work_cxyxl5vs6zd6xlanudcx46qoqy 40 7 im- im- NN work_cxyxl5vs6zd6xlanudcx46qoqy 40 8 proves prove VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 40 9 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 40 10 previously previously RB work_cxyxl5vs6zd6xlanudcx46qoqy 40 11 proposed propose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 40 12 additive additive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 40 13 mod- mod- NN work_cxyxl5vs6zd6xlanudcx46qoqy 40 14 els els NNP work_cxyxl5vs6zd6xlanudcx46qoqy 40 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 41 1 Moreover moreover RB work_cxyxl5vs6zd6xlanudcx46qoqy 41 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 41 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 41 4 find find VBP work_cxyxl5vs6zd6xlanudcx46qoqy 41 5 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 41 6 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 41 7 syntactically syntactically RB work_cxyxl5vs6zd6xlanudcx46qoqy 41 8 oriented orient VBN work_cxyxl5vs6zd6xlanudcx46qoqy 41 9 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 41 10 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 41 11 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 41 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 41 13 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 41 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 41 15 2014a 2014a CD work_cxyxl5vs6zd6xlanudcx46qoqy 41 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 41 17 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 41 18 better well RBR work_cxyxl5vs6zd6xlanudcx46qoqy 41 19 suited suited JJ work_cxyxl5vs6zd6xlanudcx46qoqy 41 20 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 41 21 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 41 22 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 41 23 bag bag NN work_cxyxl5vs6zd6xlanudcx46qoqy 41 24 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 41 25 of- of- CD work_cxyxl5vs6zd6xlanudcx46qoqy 41 26 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 41 27 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 41 28 BOW BOW NNP work_cxyxl5vs6zd6xlanudcx46qoqy 41 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 41 30 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 41 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 42 1 • • NNP work_cxyxl5vs6zd6xlanudcx46qoqy 42 2 Finally finally RB work_cxyxl5vs6zd6xlanudcx46qoqy 42 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 42 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 42 5 explore explore VBP work_cxyxl5vs6zd6xlanudcx46qoqy 42 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 42 7 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 42 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 42 9 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 42 10 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 42 11 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 42 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 42 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 42 14 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 42 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 42 16 distribu- distribu- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 42 17 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 42 18 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 42 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 43 1 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 43 2 Derivational Derivational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 43 3 Morphology Morphology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 43 4 Two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 43 5 important important JJ work_cxyxl5vs6zd6xlanudcx46qoqy 43 6 goals goal NNS work_cxyxl5vs6zd6xlanudcx46qoqy 43 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 8 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 43 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 43 11 linguistic linguistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 43 12 study study NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 43 15 internal internal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 43 16 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 18 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 43 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 43 20 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 43 21 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 43 22 de- de- RB work_cxyxl5vs6zd6xlanudcx46qoqy 43 23 scribe scribe VB work_cxyxl5vs6zd6xlanudcx46qoqy 43 24 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 43 25 relation relation NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 26 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 27 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 43 28 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 43 29 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 30 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 43 31 lexicon lexicon NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 32 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 43 33 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 43 34 decompose decompose VB work_cxyxl5vs6zd6xlanudcx46qoqy 43 35 them -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 43 36 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 43 37 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 43 38 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 43 39 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 43 40 smallest small JJS work_cxyxl5vs6zd6xlanudcx46qoqy 43 41 linguistic linguistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 43 42 unit unit NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 43 bearing bear VBG work_cxyxl5vs6zd6xlanudcx46qoqy 43 44 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 43 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 44 1 Morphol- morphol- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 44 2 ogy ogy NN work_cxyxl5vs6zd6xlanudcx46qoqy 44 3 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 44 4 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 44 5 divided divide VBN work_cxyxl5vs6zd6xlanudcx46qoqy 44 6 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 44 7 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 44 8 types type NNS work_cxyxl5vs6zd6xlanudcx46qoqy 44 9 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 44 10 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 44 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 44 12 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 44 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 45 1 Inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 45 2 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 45 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 45 5 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 45 7 processes process NNS work_cxyxl5vs6zd6xlanudcx46qoqy 45 8 through through IN work_cxyxl5vs6zd6xlanudcx46qoqy 45 9 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 45 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 45 11 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 12 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 13 outwardly outwardly RB work_cxyxl5vs6zd6xlanudcx46qoqy 45 14 displays display VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 45 15 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 45 16 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 45 18 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 45 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 45 20 verb verb JJ work_cxyxl5vs6zd6xlanudcx46qoqy 45 21 tense tense NN work_cxyxl5vs6zd6xlanudcx46qoqy 45 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 46 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 46 2 follows follow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 46 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 46 4 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 46 5 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 46 6 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 46 7 typically typically RB work_cxyxl5vs6zd6xlanudcx46qoqy 46 8 neither neither DT work_cxyxl5vs6zd6xlanudcx46qoqy 46 9 changes change VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 46 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 46 11 part part JJ work_cxyxl5vs6zd6xlanudcx46qoqy 46 12 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 46 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 46 14 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 46 15 speech speech NN work_cxyxl5vs6zd6xlanudcx46qoqy 46 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 46 17 POS POS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 46 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 46 19 nor nor CC work_cxyxl5vs6zd6xlanudcx46qoqy 46 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 46 21 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 46 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 46 23 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 46 24 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 46 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 47 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 47 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 47 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 47 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 47 5 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 47 6 verb verb NN work_cxyxl5vs6zd6xlanudcx46qoqy 47 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 47 8 run run VB work_cxyxl5vs6zd6xlanudcx46qoqy 47 9 takes take VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 47 10 various various JJ work_cxyxl5vs6zd6xlanudcx46qoqy 47 11 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 47 12 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 47 13 run run VBN work_cxyxl5vs6zd6xlanudcx46qoqy 47 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 47 15 runs run NNS work_cxyxl5vs6zd6xlanudcx46qoqy 47 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 47 17 ran run VBD work_cxyxl5vs6zd6xlanudcx46qoqy 47 18 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 47 19 running run VBG work_cxyxl5vs6zd6xlanudcx46qoqy 47 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 47 21 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 47 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 47 23 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 47 24 convey convey VBP work_cxyxl5vs6zd6xlanudcx46qoqy 47 25 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 47 26 moving move VBG work_cxyxl5vs6zd6xlanudcx46qoqy 47 27 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 47 28 foot foot NN work_cxyxl5vs6zd6xlanudcx46qoqy 47 29 quickly quickly RB work_cxyxl5vs6zd6xlanudcx46qoqy 47 30 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 47 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 47 32 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 47 33 ap- ap- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 47 34 pear pear NN work_cxyxl5vs6zd6xlanudcx46qoqy 47 35 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 47 36 complementary complementary JJ work_cxyxl5vs6zd6xlanudcx46qoqy 47 37 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 47 38 contexts contexts NN work_cxyxl5vs6zd6xlanudcx46qoqy 47 39 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 48 1 Derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 48 2 deals deal NNS work_cxyxl5vs6zd6xlanudcx46qoqy 48 3 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 48 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 48 5 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 48 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 48 7 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 48 8 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 48 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 48 10 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 48 11 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 48 12 shifts shift NNS work_cxyxl5vs6zd6xlanudcx46qoqy 48 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 48 14 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 48 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 48 16 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 48 17 includ- includ- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 48 18 ing e VBG work_cxyxl5vs6zd6xlanudcx46qoqy 48 19 POS POS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 48 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 48 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 48 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 48 23 tightly tightly RB work_cxyxl5vs6zd6xlanudcx46qoqy 48 24 intertwined intertwine VBN work_cxyxl5vs6zd6xlanudcx46qoqy 48 25 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 48 26 lexical lexical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 48 27 se- se- NN work_cxyxl5vs6zd6xlanudcx46qoqy 48 28 mantics mantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 48 29 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 48 30 Light light NN work_cxyxl5vs6zd6xlanudcx46qoqy 48 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 48 32 1996 1996 CD work_cxyxl5vs6zd6xlanudcx46qoqy 48 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 48 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 49 1 Consider consider VB work_cxyxl5vs6zd6xlanudcx46qoqy 49 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 49 3 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 49 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 49 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 49 6 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 49 7 noun noun NN work_cxyxl5vs6zd6xlanudcx46qoqy 49 8 discontentedness discontentedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 49 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 49 10 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 49 11 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 49 12 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 49 13 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 49 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 49 15 adjective adjective NN work_cxyxl5vs6zd6xlanudcx46qoqy 49 16 discontented discontent VBN work_cxyxl5vs6zd6xlanudcx46qoqy 49 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 50 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 50 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 50 3 true true JJ work_cxyxl5vs6zd6xlanudcx46qoqy 50 4 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 50 5 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 50 6 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 50 7 share share VBP work_cxyxl5vs6zd6xlanudcx46qoqy 50 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 50 9 close close JJ work_cxyxl5vs6zd6xlanudcx46qoqy 50 10 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 50 11 relationship relationship NN work_cxyxl5vs6zd6xlanudcx46qoqy 50 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 50 13 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 50 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 50 15 transformation transformation NN work_cxyxl5vs6zd6xlanudcx46qoqy 50 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 50 17 clearly clearly RB work_cxyxl5vs6zd6xlanudcx46qoqy 50 18 more more JJR work_cxyxl5vs6zd6xlanudcx46qoqy 50 19 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 50 20 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 50 21 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 50 22 inflec- inflec- NN work_cxyxl5vs6zd6xlanudcx46qoqy 50 23 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 50 24 marking marking NN work_cxyxl5vs6zd6xlanudcx46qoqy 50 25 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 50 26 syntax syntax NN work_cxyxl5vs6zd6xlanudcx46qoqy 50 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 51 1 Indeed indeed RB work_cxyxl5vs6zd6xlanudcx46qoqy 51 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 51 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 51 4 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 51 5 go go VB work_cxyxl5vs6zd6xlanudcx46qoqy 51 6 one one CD work_cxyxl5vs6zd6xlanudcx46qoqy 51 7 step step NN work_cxyxl5vs6zd6xlanudcx46qoqy 51 8 further far RBR work_cxyxl5vs6zd6xlanudcx46qoqy 51 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 51 10 define define VB work_cxyxl5vs6zd6xlanudcx46qoqy 51 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 51 12 chain chain NN work_cxyxl5vs6zd6xlanudcx46qoqy 51 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 51 14 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 51 15 content content NN work_cxyxl5vs6zd6xlanudcx46qoqy 51 16 7→ 7→ CD work_cxyxl5vs6zd6xlanudcx46qoqy 51 17 contented contented JJ work_cxyxl5vs6zd6xlanudcx46qoqy 51 18 7→ 7→ CD work_cxyxl5vs6zd6xlanudcx46qoqy 51 19 discontented discontent VBN work_cxyxl5vs6zd6xlanudcx46qoqy 51 20 7→ 7→ CD work_cxyxl5vs6zd6xlanudcx46qoqy 51 21 discontentedness discontentedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 51 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 52 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 52 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 52 3 computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 52 4 literature literature NN work_cxyxl5vs6zd6xlanudcx46qoqy 52 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 52 6 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 52 7 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 52 8 phology phology NN work_cxyxl5vs6zd6xlanudcx46qoqy 52 9 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 52 10 received receive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 52 11 less less JJR work_cxyxl5vs6zd6xlanudcx46qoqy 52 12 attention attention NN work_cxyxl5vs6zd6xlanudcx46qoqy 52 13 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 52 14 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 52 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 53 1 There there EX work_cxyxl5vs6zd6xlanudcx46qoqy 53 2 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 53 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 53 4 however however RB work_cxyxl5vs6zd6xlanudcx46qoqy 53 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 53 6 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 53 7 bodies body NNS work_cxyxl5vs6zd6xlanudcx46qoqy 53 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 53 9 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 53 10 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 53 11 deriva- deriva- NN work_cxyxl5vs6zd6xlanudcx46qoqy 53 12 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 53 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 53 14 computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 53 15 linguistics linguistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 53 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 54 1 First first RB work_cxyxl5vs6zd6xlanudcx46qoqy 54 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 54 3 there there EX work_cxyxl5vs6zd6xlanudcx46qoqy 54 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 54 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 54 6 series series NN work_cxyxl5vs6zd6xlanudcx46qoqy 54 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 54 8 papers paper NNS work_cxyxl5vs6zd6xlanudcx46qoqy 54 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 54 10 explore explore VBP work_cxyxl5vs6zd6xlanudcx46qoqy 54 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 54 12 relation relation NN work_cxyxl5vs6zd6xlanudcx46qoqy 54 13 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 54 14 lexical lexical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 54 15 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 54 16 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 54 17 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 54 18 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 54 19 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 20 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 54 21 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 22 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 54 24 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 54 25 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 54 26 Zeller Zeller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 27 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 54 28 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 29 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 54 31 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 54 32 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 54 33 Padó Padó NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 34 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 35 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 36 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 37 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 54 38 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 54 39 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 54 40 Kisse- Kisse- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 41 lew lew NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 42 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 43 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 44 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 54 45 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 54 46 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 54 47 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 54 48 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 55 1 All all DT work_cxyxl5vs6zd6xlanudcx46qoqy 55 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 55 3 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 55 4 assume assume VBP work_cxyxl5vs6zd6xlanudcx46qoqy 55 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 55 6 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 55 7 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 55 8 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 55 9 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 55 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 55 11 primarily primarily RB work_cxyxl5vs6zd6xlanudcx46qoqy 55 12 focus focus VB work_cxyxl5vs6zd6xlanudcx46qoqy 55 13 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 55 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 55 15 ef- ef- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 55 16 fect fect NN work_cxyxl5vs6zd6xlanudcx46qoqy 55 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 55 18 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 55 19 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 55 20 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 55 21 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 55 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 56 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 2 second second JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 3 body body NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 5 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 7 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 10 unsupervised unsupervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 11 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 12 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 13 segmenter segmenter NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 14 MORFESSOR MORFESSOR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 56 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 56 16 Creutz Creutz NNP work_cxyxl5vs6zd6xlanudcx46qoqy 56 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 56 18 La- la- UH work_cxyxl5vs6zd6xlanudcx46qoqy 56 19 gus gus NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 21 2007 2007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 56 22 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 56 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 24 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 25 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 26 deal deal VB work_cxyxl5vs6zd6xlanudcx46qoqy 56 27 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 28 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 56 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 56 30 makes make VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 31 no no DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 32 distinction distinction NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 33 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 34 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 35 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 56 36 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 37 morphology.3 morphology.3 , work_cxyxl5vs6zd6xlanudcx46qoqy 56 38 Even even RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 39 though though IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 40 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 41 boundary boundary NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 42 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 43 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 44 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 56 45 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 46 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 47 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 48 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 49 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 50 tinuum tinuum NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 51 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 52 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 53 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 54 rigid rigid JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 55 divide divide NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 56 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 56 57 Haspelmath Haspelmath NNP work_cxyxl5vs6zd6xlanudcx46qoqy 56 58 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 56 59 Sims Sims NNP work_cxyxl5vs6zd6xlanudcx46qoqy 56 60 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 61 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 56 62 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 56 63 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 56 64 there there EX work_cxyxl5vs6zd6xlanudcx46qoqy 56 65 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 66 still still RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 67 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 56 68 clear clear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 56 69 distinction distinction NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 70 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 71 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 72 changes change VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 73 meaning mean VBG work_cxyxl5vs6zd6xlanudcx46qoqy 56 74 whereas whereas IN work_cxyxl5vs6zd6xlanudcx46qoqy 56 75 inflection inflection NN work_cxyxl5vs6zd6xlanudcx46qoqy 56 76 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 56 77 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 56 78 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 57 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 57 2 goal goal NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 57 4 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 57 5 paper paper NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 57 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 57 8 develop develop VB work_cxyxl5vs6zd6xlanudcx46qoqy 57 9 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 57 10 account account NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 57 12 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 57 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 57 14 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 57 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 57 17 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 18 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 19 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 57 20 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 57 21 computed compute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 57 22 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 57 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 57 24 combining combine VBG work_cxyxl5vs6zd6xlanudcx46qoqy 57 25 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 57 26 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 57 27 lines line NNS work_cxyxl5vs6zd6xlanudcx46qoqy 57 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 57 29 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 57 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 58 1 Productivity Productivity NNP work_cxyxl5vs6zd6xlanudcx46qoqy 58 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 58 3 Semantic Semantic NNP work_cxyxl5vs6zd6xlanudcx46qoqy 58 4 Coherence Coherence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 58 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 59 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 59 2 highlight highlight VBP work_cxyxl5vs6zd6xlanudcx46qoqy 59 3 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 59 4 related related JJ work_cxyxl5vs6zd6xlanudcx46qoqy 59 5 issues issue NNS work_cxyxl5vs6zd6xlanudcx46qoqy 59 6 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 59 7 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 59 8 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 59 9 moti- moti- XX work_cxyxl5vs6zd6xlanudcx46qoqy 59 10 vated vate VBD work_cxyxl5vs6zd6xlanudcx46qoqy 59 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 59 12 development development NN work_cxyxl5vs6zd6xlanudcx46qoqy 59 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 59 14 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 59 15 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 59 16 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 59 17 productivity productivity NNP work_cxyxl5vs6zd6xlanudcx46qoqy 59 18 3Narasimhan 3Narasimhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 59 19 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 59 20 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 59 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 60 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 60 2 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 60 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 60 4 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 60 5 make make VBP work_cxyxl5vs6zd6xlanudcx46qoqy 60 6 no no DT work_cxyxl5vs6zd6xlanudcx46qoqy 60 7 distinction distinction NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 8 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 60 9 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 60 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 60 11 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 60 12 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 60 14 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 60 15 their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 60 16 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 17 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 60 18 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 60 19 exception exception NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 20 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 60 21 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 60 22 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 60 23 includes include VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 60 24 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 25 similarity similarity NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 26 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 60 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 60 28 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 60 29 fea- fea- NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 30 ture ture NN work_cxyxl5vs6zd6xlanudcx46qoqy 60 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 61 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 61 2 § § CD work_cxyxl5vs6zd6xlanudcx46qoqy 61 3 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 61 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 61 5 discussion discussion NN work_cxyxl5vs6zd6xlanudcx46qoqy 61 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 62 1 34 34 CD work_cxyxl5vs6zd6xlanudcx46qoqy 62 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 62 3 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 62 4 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 62 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 63 1 Roughly roughly RB work_cxyxl5vs6zd6xlanudcx46qoqy 63 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 63 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 63 4 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 63 5 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 63 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 63 7 one one NN work_cxyxl5vs6zd6xlanudcx46qoqy 63 8 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 63 9 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 63 10 still still RB work_cxyxl5vs6zd6xlanudcx46qoqy 63 11 actively actively RB work_cxyxl5vs6zd6xlanudcx46qoqy 63 12 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 63 13 employed employ VBN work_cxyxl5vs6zd6xlanudcx46qoqy 63 14 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 63 15 form form VB work_cxyxl5vs6zd6xlanudcx46qoqy 63 16 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 63 17 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 63 18 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 63 19 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 63 20 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 63 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 64 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 64 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 64 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 64 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 64 5 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 64 6 nominalizing nominalizing NN work_cxyxl5vs6zd6xlanudcx46qoqy 64 7 affix affix VBD work_cxyxl5vs6zd6xlanudcx46qoqy 64 8 ness ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 64 9 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 64 10 red7→red+ness red7→red+ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 64 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 64 12 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 64 13 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 64 14 attached attach VBN work_cxyxl5vs6zd6xlanudcx46qoqy 64 15 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 64 16 just just RB work_cxyxl5vs6zd6xlanudcx46qoqy 64 17 about about RB work_cxyxl5vs6zd6xlanudcx46qoqy 64 18 any any DT work_cxyxl5vs6zd6xlanudcx46qoqy 64 19 adjective adjective NN work_cxyxl5vs6zd6xlanudcx46qoqy 64 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 64 21 including include VBG work_cxyxl5vs6zd6xlanudcx46qoqy 64 22 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 64 23 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 64 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 65 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 65 2 contrast contrast NN work_cxyxl5vs6zd6xlanudcx46qoqy 65 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 65 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 65 5 archaic archaic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 65 6 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 65 7 nominal- nominal- NN work_cxyxl5vs6zd6xlanudcx46qoqy 65 8 izing ize VBG work_cxyxl5vs6zd6xlanudcx46qoqy 65 9 affix affix NNP work_cxyxl5vs6zd6xlanudcx46qoqy 65 10 th th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 65 11 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 65 12 dear7→dear+th dear7→dear+th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 65 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 65 14 heal7→heal+th heal7→heal+th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 65 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 65 16 steal7→steal+th steal7→steal+th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 65 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 65 18 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 65 19 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 65 20 allow allow VB work_cxyxl5vs6zd6xlanudcx46qoqy 65 21 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 65 22 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 65 23 form form VB work_cxyxl5vs6zd6xlanudcx46qoqy 65 24 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 65 25 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 65 26 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 65 27 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 65 28 cheapth cheapth NN work_cxyxl5vs6zd6xlanudcx46qoqy 65 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 66 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 66 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 66 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 66 4 crucial crucial JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 5 issue issue NN work_cxyxl5vs6zd6xlanudcx46qoqy 66 6 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 7 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 8 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 66 9 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 10 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 66 11 would would MD work_cxyxl5vs6zd6xlanudcx46qoqy 66 12 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 66 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 14 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 15 want want VBP work_cxyxl5vs6zd6xlanudcx46qoqy 66 16 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 66 17 analyze analyze VB work_cxyxl5vs6zd6xlanudcx46qoqy 66 18 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 19 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 66 20 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 21 having have VBG work_cxyxl5vs6zd6xlanudcx46qoqy 66 22 been be VBN work_cxyxl5vs6zd6xlanudcx46qoqy 66 23 formed form VBN work_cxyxl5vs6zd6xlanudcx46qoqy 66 24 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 25 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 26 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 27 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 66 28 endings ending NNS work_cxyxl5vs6zd6xlanudcx46qoqy 66 29 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 66 30 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 66 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 66 32 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 66 33 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 66 34 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 66 35 want want VB work_cxyxl5vs6zd6xlanudcx46qoqy 66 36 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 66 37 analyze analyze VB work_cxyxl5vs6zd6xlanudcx46qoqy 66 38 hearth hearth RB work_cxyxl5vs6zd6xlanudcx46qoqy 66 39 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 40 hear+th hear+th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 66 41 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 66 42 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 66 43 wugth wugth NN work_cxyxl5vs6zd6xlanudcx46qoqy 66 44 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 66 45 wug+th wug+th NNP work_cxyxl5vs6zd6xlanudcx46qoqy 66 46 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 66 47 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 67 1 Relations relation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 67 2 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 67 3 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 67 4 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 67 5 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 67 6 heal heal NN work_cxyxl5vs6zd6xlanudcx46qoqy 67 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 67 8 health health NN work_cxyxl5vs6zd6xlanudcx46qoqy 67 9 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 67 10 lexicalized lexicalize VBN work_cxyxl5vs6zd6xlanudcx46qoqy 67 11 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 67 12 they -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 67 13 no no RB work_cxyxl5vs6zd6xlanudcx46qoqy 67 14 longer longer RB work_cxyxl5vs6zd6xlanudcx46qoqy 67 15 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 67 16 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 67 17 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 67 18 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 67 19 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 67 20 processes process NNS work_cxyxl5vs6zd6xlanudcx46qoqy 67 21 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 67 22 Bauer Bauer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 67 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 67 24 1983 1983 CD work_cxyxl5vs6zd6xlanudcx46qoqy 67 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 67 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 68 1 Under under IN work_cxyxl5vs6zd6xlanudcx46qoqy 68 2 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 68 3 generative generative JJ work_cxyxl5vs6zd6xlanudcx46qoqy 68 4 treatment treatment NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 68 6 Chomsky Chomsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 68 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 68 8 1965 1965 CD work_cxyxl5vs6zd6xlanudcx46qoqy 68 9 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 68 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 68 11 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 68 13 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 14 becomes become VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 68 15 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 68 16 central central JJ work_cxyxl5vs6zd6xlanudcx46qoqy 68 17 no- no- XX work_cxyxl5vs6zd6xlanudcx46qoqy 68 18 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 19 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 68 20 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 68 21 grammar grammar NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 22 needs need VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 68 23 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 68 24 account account VB work_cxyxl5vs6zd6xlanudcx46qoqy 68 25 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 68 26 active active JJ work_cxyxl5vs6zd6xlanudcx46qoqy 68 27 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 28 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 29 processes process NNS work_cxyxl5vs6zd6xlanudcx46qoqy 68 30 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 68 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 68 32 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 68 33 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 68 34 Aronoff Aronoff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 68 35 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 68 36 1976 1976 CD work_cxyxl5vs6zd6xlanudcx46qoqy 68 37 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 68 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 69 1 Defining define VBG work_cxyxl5vs6zd6xlanudcx46qoqy 69 2 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 69 3 precisely precisely RB work_cxyxl5vs6zd6xlanudcx46qoqy 69 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 69 5 however however RB work_cxyxl5vs6zd6xlanudcx46qoqy 69 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 69 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 69 8 tricky tricky JJ work_cxyxl5vs6zd6xlanudcx46qoqy 69 9 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 69 10 Aronoff Aronoff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 69 11 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 69 12 1976 1976 CD work_cxyxl5vs6zd6xlanudcx46qoqy 69 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 69 14 writes write VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 69 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 69 16 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 69 17 one one CD work_cxyxl5vs6zd6xlanudcx46qoqy 69 18 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 69 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 69 20 central central JJ work_cxyxl5vs6zd6xlanudcx46qoqy 69 21 mysteries mystery NNS work_cxyxl5vs6zd6xlanudcx46qoqy 69 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 69 23 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 69 24 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 69 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 70 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 71 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 72 1 [ [ -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 72 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 72 3 that that DT work_cxyxl5vs6zd6xlanudcx46qoqy 72 4 ] ] -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 72 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 73 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 74 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 75 1 though though IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 2 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 3 things thing NNS work_cxyxl5vs6zd6xlanudcx46qoqy 75 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 75 5 possible possible JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 6 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 7 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 75 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 75 9 some some DT work_cxyxl5vs6zd6xlanudcx46qoqy 75 10 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 75 11 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 75 12 possible possible JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 13 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 14 others other NNS work_cxyxl5vs6zd6xlanudcx46qoqy 75 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 75 16 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 75 17 Nevertheless nevertheless RB work_cxyxl5vs6zd6xlanudcx46qoqy 75 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 75 19 speakers speaker NNS work_cxyxl5vs6zd6xlanudcx46qoqy 75 20 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 75 21 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 75 22 clear clear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 23 intuitions intuition NNS work_cxyxl5vs6zd6xlanudcx46qoqy 75 24 about about IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 25 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 75 26 af- af- VBD work_cxyxl5vs6zd6xlanudcx46qoqy 75 27 fixes fix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 75 28 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 75 30 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 75 31 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 75 32 productive.4 productive.4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 75 33 Related related JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 34 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 35 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 75 36 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 75 37 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 75 38 notion notion NN work_cxyxl5vs6zd6xlanudcx46qoqy 75 39 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 75 40 seman- seman- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 75 41 tic tic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 75 42 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 75 43 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 76 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 76 2 principle principle NN work_cxyxl5vs6zd6xlanudcx46qoqy 76 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 76 4 compositionality compositionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 76 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 76 6 Frege Frege NNP work_cxyxl5vs6zd6xlanudcx46qoqy 76 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 76 8 1892 1892 CD work_cxyxl5vs6zd6xlanudcx46qoqy 76 9 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 76 10 Heim Heim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 76 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 76 12 Kratzer Kratzer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 76 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 76 14 1998 1998 CD work_cxyxl5vs6zd6xlanudcx46qoqy 76 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 76 16 applies apply VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 76 17 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 76 18 interpretation interpretation NN work_cxyxl5vs6zd6xlanudcx46qoqy 76 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 76 20 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 76 21 just just RB work_cxyxl5vs6zd6xlanudcx46qoqy 76 22 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 76 23 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 76 24 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 76 25 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 76 26 phrases phrase NNS work_cxyxl5vs6zd6xlanudcx46qoqy 76 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 77 1 In- in- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 77 2 deed deed NN work_cxyxl5vs6zd6xlanudcx46qoqy 77 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 77 4 compositionality compositionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 77 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 77 6 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 77 7 taken take VBN work_cxyxl5vs6zd6xlanudcx46qoqy 77 8 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 77 9 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 77 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 77 11 sig- sig- NN work_cxyxl5vs6zd6xlanudcx46qoqy 77 12 nal nal NN work_cxyxl5vs6zd6xlanudcx46qoqy 77 13 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 77 14 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 77 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 77 16 Aronoff Aronoff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 77 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 77 18 1976 1976 CD work_cxyxl5vs6zd6xlanudcx46qoqy 77 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 77 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 78 1 When when WRB work_cxyxl5vs6zd6xlanudcx46qoqy 78 2 de- de- RB work_cxyxl5vs6zd6xlanudcx46qoqy 78 3 ciding cide VBG work_cxyxl5vs6zd6xlanudcx46qoqy 78 4 whether whether IN work_cxyxl5vs6zd6xlanudcx46qoqy 78 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 78 6 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 78 7 decompose decompose VB work_cxyxl5vs6zd6xlanudcx46qoqy 78 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 78 9 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 78 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 78 11 ask- ask- RB work_cxyxl5vs6zd6xlanudcx46qoqy 78 12 ing e VBG work_cxyxl5vs6zd6xlanudcx46qoqy 78 13 whether whether IN work_cxyxl5vs6zd6xlanudcx46qoqy 78 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 78 15 parts part NNS work_cxyxl5vs6zd6xlanudcx46qoqy 78 16 sum sum VBP work_cxyxl5vs6zd6xlanudcx46qoqy 78 17 up up RP work_cxyxl5vs6zd6xlanudcx46qoqy 78 18 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 78 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 78 20 whole whole NN work_cxyxl5vs6zd6xlanudcx46qoqy 78 21 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 78 22 of- of- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 78 23 ten ten CD work_cxyxl5vs6zd6xlanudcx46qoqy 78 24 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 78 25 good good JJ work_cxyxl5vs6zd6xlanudcx46qoqy 78 26 indicator indicator NN work_cxyxl5vs6zd6xlanudcx46qoqy 78 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 79 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 79 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 79 3 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 79 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 79 5 questionably questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 79 6 7→ 7→ CD work_cxyxl5vs6zd6xlanudcx46qoqy 79 7 question+able+ly question+able+ly UH work_cxyxl5vs6zd6xlanudcx46qoqy 79 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 79 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 79 10 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 79 11 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 79 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 79 13 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 79 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 79 15 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 79 16 manner manner NN work_cxyxl5vs6zd6xlanudcx46qoqy 79 17 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 79 18 could could MD work_cxyxl5vs6zd6xlanudcx46qoqy 79 19 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 79 20 questioned question VBN work_cxyxl5vs6zd6xlanudcx46qoqy 79 21 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 79 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 79 23 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 79 24 corresponds correspond VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 79 25 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 79 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 79 27 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 79 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 79 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 79 30 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 79 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 80 1 Contrast contrast VB work_cxyxl5vs6zd6xlanudcx46qoqy 80 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 80 3 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 80 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 80 5 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 80 6 unquiet unquiet JJ work_cxyxl5vs6zd6xlanudcx46qoqy 80 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 80 8 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 80 9 means mean VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 80 10 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 80 11 restless restless JJ work_cxyxl5vs6zd6xlanudcx46qoqy 80 12 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 80 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 80 14 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 80 15 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 80 16 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 80 17 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 80 18 quiet quiet JJ work_cxyxl5vs6zd6xlanudcx46qoqy 80 19 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 80 20 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 80 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 80 22 compound compound NN work_cxyxl5vs6zd6xlanudcx46qoqy 80 23 blackmail blackmail NN work_cxyxl5vs6zd6xlanudcx46qoqy 80 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 80 25 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 80 26 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 80 27 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 80 28 refer refer VB work_cxyxl5vs6zd6xlanudcx46qoqy 80 29 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 80 30 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 80 31 letter letter NN work_cxyxl5vs6zd6xlanudcx46qoqy 80 32 written write VBN work_cxyxl5vs6zd6xlanudcx46qoqy 80 33 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 80 34 black black JJ work_cxyxl5vs6zd6xlanudcx46qoqy 80 35 ink ink NN work_cxyxl5vs6zd6xlanudcx46qoqy 80 36 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 81 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 81 2 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 81 4 will will MD work_cxyxl5vs6zd6xlanudcx46qoqy 81 5 describe describe VB work_cxyxl5vs6zd6xlanudcx46qoqy 81 6 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 81 7 § § ADD work_cxyxl5vs6zd6xlanudcx46qoqy 81 8 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 81 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 81 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 81 11 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 81 12 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 81 14 both both CC work_cxyxl5vs6zd6xlanudcx46qoqy 81 15 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 81 16 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 81 18 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 19 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 81 20 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 81 21 4It 4it CD work_cxyxl5vs6zd6xlanudcx46qoqy 81 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 81 23 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 81 24 important important JJ work_cxyxl5vs6zd6xlanudcx46qoqy 81 25 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 81 26 distinguish distinguish VB work_cxyxl5vs6zd6xlanudcx46qoqy 81 27 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 28 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 81 29 creativity creativity NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 30 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 81 31 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 81 32 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 81 33 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 81 34 rule rule NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 35 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 81 36 governed govern VBN work_cxyxl5vs6zd6xlanudcx46qoqy 81 37 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 38 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 81 39 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 40 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 81 41 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 81 42 Lyons Lyons NNP work_cxyxl5vs6zd6xlanudcx46qoqy 81 43 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 81 44 1977 1977 CD work_cxyxl5vs6zd6xlanudcx46qoqy 81 45 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 81 46 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 82 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 82 2 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 82 3 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 82 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 82 5 creativity creativity NN work_cxyxl5vs6zd6xlanudcx46qoqy 82 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 82 7 consider consider VB work_cxyxl5vs6zd6xlanudcx46qoqy 82 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 82 9 cre- cre- NN work_cxyxl5vs6zd6xlanudcx46qoqy 82 10 ation ation NN work_cxyxl5vs6zd6xlanudcx46qoqy 82 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 82 12 portmanteaux portmanteaux NN work_cxyxl5vs6zd6xlanudcx46qoqy 82 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 82 14 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 82 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 82 16 dramedy dramedy JJ work_cxyxl5vs6zd6xlanudcx46qoqy 82 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 82 18 soundscape soundscape JJ work_cxyxl5vs6zd6xlanudcx46qoqy 82 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 83 1 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 83 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 83 3 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 83 4 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 83 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 83 6 judged judge VBN work_cxyxl5vs6zd6xlanudcx46qoqy 83 7 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 83 8 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 83 9 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 83 10 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 83 11 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 83 12 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 83 13 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 83 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 83 15 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 83 16 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 83 17 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 83 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 83 19 degree degree NN work_cxyxl5vs6zd6xlanudcx46qoqy 83 20 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 83 21 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 83 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 83 23 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 83 24 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 83 25 semantically semantically RB work_cxyxl5vs6zd6xlanudcx46qoqy 83 26 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 83 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 84 1 Implicit implicit JJ work_cxyxl5vs6zd6xlanudcx46qoqy 84 2 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 84 3 such such PDT work_cxyxl5vs6zd6xlanudcx46qoqy 84 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 84 5 treatment treatment NN work_cxyxl5vs6zd6xlanudcx46qoqy 84 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 84 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 84 8 desire desire NN work_cxyxl5vs6zd6xlanudcx46qoqy 84 9 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 84 10 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 84 11 segment segment VB work_cxyxl5vs6zd6xlanudcx46qoqy 84 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 84 13 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 84 14 if if IN work_cxyxl5vs6zd6xlanudcx46qoqy 84 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 84 16 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 84 17 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 84 18 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 84 19 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 84 20 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 84 21 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 84 22 process process NN work_cxyxl5vs6zd6xlanudcx46qoqy 84 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 85 1 While while IN work_cxyxl5vs6zd6xlanudcx46qoqy 85 2 most most JJS work_cxyxl5vs6zd6xlanudcx46qoqy 85 3 prior prior JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 4 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 85 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 85 6 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 7 segmen- segmen- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 8 tation tation NN work_cxyxl5vs6zd6xlanudcx46qoqy 85 9 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 85 10 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 85 11 explicitly explicitly RB work_cxyxl5vs6zd6xlanudcx46qoqy 85 12 modeled model VBN work_cxyxl5vs6zd6xlanudcx46qoqy 85 13 productivity,5 productivity,5 NN work_cxyxl5vs6zd6xlanudcx46qoqy 85 14 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 85 15 believe believe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 85 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 85 17 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 85 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 85 19 computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 20 modeling modeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 85 21 perspective perspective NN work_cxyxl5vs6zd6xlanudcx46qoqy 85 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 85 23 segmenting segment VBG work_cxyxl5vs6zd6xlanudcx46qoqy 85 24 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 85 25 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 26 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 85 27 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 85 28 preferable preferable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 85 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 86 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 86 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 86 3 analogous analogous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 86 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 86 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 86 6 modeling modeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 86 8 phrase phrase NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 9 compo- compo- NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 10 sitionality sitionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 11 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 86 12 embedding embed VBG work_cxyxl5vs6zd6xlanudcx46qoqy 86 13 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 86 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 86 15 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 86 16 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 86 17 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 86 18 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 86 19 bet- bet- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 86 20 ter ter NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 21 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 86 22 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 86 23 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 86 24 decompose decompose VB work_cxyxl5vs6zd6xlanudcx46qoqy 86 25 noncompositional noncompositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 86 26 mul- mul- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 86 27 tiword tiword NN work_cxyxl5vs6zd6xlanudcx46qoqy 86 28 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 86 29 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 86 30 named name VBN work_cxyxl5vs6zd6xlanudcx46qoqy 86 31 entities entity NNS work_cxyxl5vs6zd6xlanudcx46qoqy 86 32 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 86 33 idiomatic idiomatic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 86 34 ex- ex- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 86 35 pressions pression NNS work_cxyxl5vs6zd6xlanudcx46qoqy 86 36 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 86 37 see see VB work_cxyxl5vs6zd6xlanudcx46qoqy 86 38 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 86 39 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 86 40 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 86 41 Mikolov Mikolov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 86 42 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 86 43 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 86 44 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 87 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 87 2 2013b 2013b CD work_cxyxl5vs6zd6xlanudcx46qoqy 87 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 87 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 87 5 Wang Wang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 87 6 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 87 7 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 87 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 88 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 2 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 88 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 88 5 Yin Yin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 7 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 9 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 88 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 88 12 Yaghoobzadeh Yaghoobzadeh NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 14 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 16 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 88 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 88 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 20 Hashimoto Hashimoto NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 22 Tsuruoka Tsuruoka NNP work_cxyxl5vs6zd6xlanudcx46qoqy 88 23 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 88 24 2016).6 2016).6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 88 25 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 88 26 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 88 27 paper paper NN work_cxyxl5vs6zd6xlanudcx46qoqy 88 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 88 29 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 88 30 refer refer VBP work_cxyxl5vs6zd6xlanudcx46qoqy 88 31 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 88 32 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 88 33 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 88 34 aspect aspect NN work_cxyxl5vs6zd6xlanudcx46qoqy 88 35 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 88 36 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 88 37 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 88 38 either either CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 39 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 88 40 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 88 41 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 88 42 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 88 43 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 88 44 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 88 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 89 1 These these DT work_cxyxl5vs6zd6xlanudcx46qoqy 89 2 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 89 3 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 89 4 ways way NNS work_cxyxl5vs6zd6xlanudcx46qoqy 89 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 89 6 looking look VBG work_cxyxl5vs6zd6xlanudcx46qoqy 89 7 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 89 8 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 89 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 89 10 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 89 11 related relate VBN work_cxyxl5vs6zd6xlanudcx46qoqy 89 12 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 89 13 follows follow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 89 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 90 1 If if IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 3 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 4 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 90 5 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 90 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 90 7 composi- composi- XX work_cxyxl5vs6zd6xlanudcx46qoqy 90 8 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 9 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 90 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 12 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 15 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 90 16 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 17 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 19 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 20 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 21 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 90 22 parts part NNS work_cxyxl5vs6zd6xlanudcx46qoqy 90 23 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 90 24 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 25 regular regular JJ work_cxyxl5vs6zd6xlanudcx46qoqy 90 26 application application NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 27 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 28 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 29 linguistic linguistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 90 30 rules rule NNS work_cxyxl5vs6zd6xlanudcx46qoqy 90 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 90 32 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 90 34 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 90 35 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 90 36 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 90 37 so so RB work_cxyxl5vs6zd6xlanudcx46qoqy 90 38 constructed construct VBN work_cxyxl5vs6zd6xlanudcx46qoqy 90 39 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 90 40 coherent coherent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 90 41 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 91 1 These these DT work_cxyxl5vs6zd6xlanudcx46qoqy 91 2 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 91 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 91 4 cases case NNS work_cxyxl5vs6zd6xlanudcx46qoqy 91 5 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 91 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 91 7 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 91 8 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 91 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 91 10 expected expect VBN work_cxyxl5vs6zd6xlanudcx46qoqy 91 11 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 91 12 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 91 13 beneficial beneficial JJ work_cxyxl5vs6zd6xlanudcx46qoqy 91 14 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 91 15 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 91 16 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 91 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 91 18 interpretation interpretation NN work_cxyxl5vs6zd6xlanudcx46qoqy 91 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 92 1 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 92 2 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 92 3 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 4 Model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 5 From from IN work_cxyxl5vs6zd6xlanudcx46qoqy 92 6 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 92 7 NLP NLP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 8 perspective perspective NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 92 10 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 92 11 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 92 13 Naradowsky Naradowsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 92 15 Goldwater Goldwater NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 92 17 2009 2009 CD work_cxyxl5vs6zd6xlanudcx46qoqy 92 18 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 92 19 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 20 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 21 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 22 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 92 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 92 24 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 92 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 92 26 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 92 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 92 28 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 29 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 92 30 seeks seek VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 92 31 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 92 32 algorithmically algorithmically RB work_cxyxl5vs6zd6xlanudcx46qoqy 92 33 de- de- VB work_cxyxl5vs6zd6xlanudcx46qoqy 92 34 compose compose VB work_cxyxl5vs6zd6xlanudcx46qoqy 92 35 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 92 36 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 37 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 92 38 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 92 39 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 92 40 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 41 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 92 42 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 92 43 phemes pheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 92 44 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 93 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 93 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 93 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 93 4 version version NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 93 6 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 93 7 segmenta- segmenta- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 93 8 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 93 10 requires require VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 93 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 93 12 learner learner NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 13 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 93 14 handle handle VB work_cxyxl5vs6zd6xlanudcx46qoqy 93 15 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 93 16 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 93 17 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 93 18 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 93 19 place place NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 20 during during IN work_cxyxl5vs6zd6xlanudcx46qoqy 93 21 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 22 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 93 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 94 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 94 2 believe believe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 94 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 94 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 94 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 94 6 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 94 7 natural natural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 94 8 formulation formulation NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 10 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 11 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 94 12 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 13 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 94 14 especially especially RB work_cxyxl5vs6zd6xlanudcx46qoqy 94 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 94 17 processing processing NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 18 5Note 5note CD work_cxyxl5vs6zd6xlanudcx46qoqy 94 19 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 20 segmenters segmenter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 94 21 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 94 22 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 23 MORFESSOR MORFESSOR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 94 24 utilize utilize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 94 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 94 26 prin- prin- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 94 27 ciple ciple NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 29 minimum minimum JJ work_cxyxl5vs6zd6xlanudcx46qoqy 94 30 description description NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 31 length length NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 94 33 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 94 34 implicitly implicitly RB work_cxyxl5vs6zd6xlanudcx46qoqy 94 35 encodes encode VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 94 36 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 37 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 94 38 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 94 39 order order NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 40 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 94 41 guide guide VB work_cxyxl5vs6zd6xlanudcx46qoqy 94 42 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 94 43 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 95 1 6As 6as LS work_cxyxl5vs6zd6xlanudcx46qoqy 95 2 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 95 3 reviewer reviewer NN work_cxyxl5vs6zd6xlanudcx46qoqy 95 4 points point VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 95 5 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 95 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 95 7 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 95 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 95 9 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 95 10 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 95 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 95 12 se- se- NN work_cxyxl5vs6zd6xlanudcx46qoqy 95 13 mantic mantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 95 14 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 95 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 95 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 95 17 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 95 18 formed form VBN work_cxyxl5vs6zd6xlanudcx46qoqy 95 19 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 95 20 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 95 21 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 95 22 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 95 23 perfectly perfectly RB work_cxyxl5vs6zd6xlanudcx46qoqy 95 24 aligned aligned JJ work_cxyxl5vs6zd6xlanudcx46qoqy 95 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 96 1 Nonproductive nonproductive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 96 2 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 96 3 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 96 4 produce produce VB work_cxyxl5vs6zd6xlanudcx46qoqy 96 5 semantically semantically RB work_cxyxl5vs6zd6xlanudcx46qoqy 96 6 coher- coher- VBG work_cxyxl5vs6zd6xlanudcx46qoqy 96 7 ent ent NN work_cxyxl5vs6zd6xlanudcx46qoqy 96 8 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 96 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 96 10 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 96 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 96 12 warm warm JJ work_cxyxl5vs6zd6xlanudcx46qoqy 96 13 7→warm+th 7→warm+th CD work_cxyxl5vs6zd6xlanudcx46qoqy 96 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 97 1 Productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 97 2 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 97 3 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 97 4 pro- pro- VB work_cxyxl5vs6zd6xlanudcx46qoqy 97 5 duce duce VB work_cxyxl5vs6zd6xlanudcx46qoqy 97 6 semantically semantically RB work_cxyxl5vs6zd6xlanudcx46qoqy 97 7 incoherent incoherent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 97 8 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 97 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 97 10 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 97 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 97 12 canny canny JJ work_cxyxl5vs6zd6xlanudcx46qoqy 97 13 7→un+canny 7→un+canny NNP work_cxyxl5vs6zd6xlanudcx46qoqy 97 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 98 1 Again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 98 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 98 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 98 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 98 5 analogous analogous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 98 6 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 98 7 multiword multiword JJ work_cxyxl5vs6zd6xlanudcx46qoqy 98 8 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 98 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 99 1 However however RB work_cxyxl5vs6zd6xlanudcx46qoqy 99 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 99 3 there there EX work_cxyxl5vs6zd6xlanudcx46qoqy 99 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 99 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 99 6 strong strong JJ work_cxyxl5vs6zd6xlanudcx46qoqy 99 7 correlation correlation NN work_cxyxl5vs6zd6xlanudcx46qoqy 99 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 99 9 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 99 10 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 99 11 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 99 12 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 99 13 relying rely VBG work_cxyxl5vs6zd6xlanudcx46qoqy 99 14 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 99 15 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 99 16 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 99 17 good good JJ work_cxyxl5vs6zd6xlanudcx46qoqy 99 18 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 99 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 100 1 35 35 CD work_cxyxl5vs6zd6xlanudcx46qoqy 100 2 un un NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 3 question question NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 4 able able JJ work_cxyxl5vs6zd6xlanudcx46qoqy 100 5 ly ly XX work_cxyxl5vs6zd6xlanudcx46qoqy 100 6 su su NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 7 ffi ffi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 8 x x NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 9 su su NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 10 ffi ffi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 11 x x NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 12 st st NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 13 em -PRON- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 14 pr pr NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 15 ef ef NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 16 ix ix NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 17 unquestionably unquestionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 100 18 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 100 19 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 100 20 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 100 21 unquestionablely unquestionablely RB work_cxyxl5vs6zd6xlanudcx46qoqy 100 22 ⇡ ⇡ JJ work_cxyxl5vs6zd6xlanudcx46qoqy 100 23 surface surface NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 24 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 25 underlying underlie VBG work_cxyxl5vs6zd6xlanudcx46qoqy 100 26 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 27 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 28 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 29 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 30 ta ta NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 31 rg rg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 32 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 33 Figure Figure NNP work_cxyxl5vs6zd6xlanudcx46qoqy 100 34 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 100 35 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 100 36 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 100 37 depiction depiction NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 38 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 100 39 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 100 40 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 100 41 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 42 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 100 43 makes make VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 100 44 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 100 45 relation relation NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 46 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 100 47 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 100 48 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 100 49 factors factor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 100 50 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 100 51 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 100 52 observed observed JJ work_cxyxl5vs6zd6xlanudcx46qoqy 100 53 sur- sur- NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 54 face face NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 55 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 100 56 explicit explicit JJ work_cxyxl5vs6zd6xlanudcx46qoqy 100 57 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 101 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 101 2 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 101 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 101 4 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 101 5 additive additive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 101 6 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 101 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 101 8 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 101 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 101 10 ease ease NN work_cxyxl5vs6zd6xlanudcx46qoqy 101 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 101 12 explication explication NN work_cxyxl5vs6zd6xlanudcx46qoqy 101 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 102 1 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 102 2 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 102 3 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 102 4 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 102 5 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 102 6 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 102 7 draws draw VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 102 8 heavily heavily RB work_cxyxl5vs6zd6xlanudcx46qoqy 102 9 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 102 10 linguistic linguistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 102 11 notions notion NNS work_cxyxl5vs6zd6xlanudcx46qoqy 102 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 102 13 see see VB work_cxyxl5vs6zd6xlanudcx46qoqy 102 14 § § NNP work_cxyxl5vs6zd6xlanudcx46qoqy 102 15 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 102 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 102 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 103 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 103 2 main main JJ work_cxyxl5vs6zd6xlanudcx46qoqy 103 3 innovation innovation NN work_cxyxl5vs6zd6xlanudcx46qoqy 103 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 103 5 present present VBP work_cxyxl5vs6zd6xlanudcx46qoqy 103 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 103 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 103 8 augmen- augmen- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 103 9 tation tation NN work_cxyxl5vs6zd6xlanudcx46qoqy 103 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 103 11 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 103 12 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 103 13 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 103 14 take take VB work_cxyxl5vs6zd6xlanudcx46qoqy 103 15 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 103 16 ac- ac- DT work_cxyxl5vs6zd6xlanudcx46qoqy 103 17 count count JJ work_cxyxl5vs6zd6xlanudcx46qoqy 103 18 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 103 19 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 103 20 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 103 21 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 103 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 104 1 Con- Con- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 104 2 sider sider NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 104 4 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 5 hypercuriosity hypercuriosity NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 104 7 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 104 8 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 104 9 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 10 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 11 hyper+curious+ity hyper+curious+ity XX work_cxyxl5vs6zd6xlanudcx46qoqy 104 12 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 104 13 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 104 14 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 104 15 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 16 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 17 seeks seek VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 104 18 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 104 19 decompose decompose VB work_cxyxl5vs6zd6xlanudcx46qoqy 104 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 104 21 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 22 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 104 23 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 104 24 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 25 stituent stituent NN work_cxyxl5vs6zd6xlanudcx46qoqy 104 26 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 104 27 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 104 28 account account VBP work_cxyxl5vs6zd6xlanudcx46qoqy 104 29 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 104 30 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 104 31 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 104 32 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 105 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 105 2 amounts amount VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 105 3 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 105 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 105 5 structural structural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 105 6 decomposi- decomposi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 105 7 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 105 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 105 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 105 10 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 105 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 105 12 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 105 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 105 14 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 105 15 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 105 16 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 105 17 break break VB work_cxyxl5vs6zd6xlanudcx46qoqy 105 18 up up RP work_cxyxl5vs6zd6xlanudcx46qoqy 105 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 105 20 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 105 21 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 105 22 characters character NNS work_cxyxl5vs6zd6xlanudcx46qoqy 105 23 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 105 24 chunks chunk NNS work_cxyxl5vs6zd6xlanudcx46qoqy 105 25 ? ? . work_cxyxl5vs6zd6xlanudcx46qoqy 106 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 106 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 106 3 similar similar JJ work_cxyxl5vs6zd6xlanudcx46qoqy 106 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 106 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 106 6 de- de- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 106 7 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 106 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 106 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 106 10 sentence sentence NN work_cxyxl5vs6zd6xlanudcx46qoqy 106 11 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 106 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 106 13 parse parse NN work_cxyxl5vs6zd6xlanudcx46qoqy 106 14 tree tree NN work_cxyxl5vs6zd6xlanudcx46qoqy 106 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 107 1 How- How- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 107 2 ever ever RB work_cxyxl5vs6zd6xlanudcx46qoqy 107 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 107 4 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 107 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 107 6 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 107 7 natural natural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 107 8 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 107 9 consider consider VB work_cxyxl5vs6zd6xlanudcx46qoqy 107 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 11 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 107 12 com- com- NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 13 positionality positionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 107 15 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 16 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 107 18 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 107 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 107 20 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 107 21 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 107 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 23 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 24 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 107 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 26 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 27 synthesized synthesize VBN work_cxyxl5vs6zd6xlanudcx46qoqy 107 28 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 107 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 30 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 107 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 107 32 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 107 33 indi- indi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 107 34 vidual vidual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 107 35 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 107 36 ? ? . work_cxyxl5vs6zd6xlanudcx46qoqy 108 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 108 2 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 108 3 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 108 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 108 5 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 108 6 questions question NNS work_cxyxl5vs6zd6xlanudcx46qoqy 108 7 together together RB work_cxyxl5vs6zd6xlanudcx46qoqy 108 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 108 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 108 10 single single JJ work_cxyxl5vs6zd6xlanudcx46qoqy 108 11 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 108 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 108 13 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 108 14 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 108 15 would would MD work_cxyxl5vs6zd6xlanudcx46qoqy 108 16 like like VB work_cxyxl5vs6zd6xlanudcx46qoqy 108 17 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 108 18 place place VB work_cxyxl5vs6zd6xlanudcx46qoqy 108 19 high high JJ work_cxyxl5vs6zd6xlanudcx46qoqy 108 20 probability probability NN work_cxyxl5vs6zd6xlanudcx46qoqy 108 21 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 108 22 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 108 23 segmentations segmentation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 108 24 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 108 25 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 108 26 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 108 27 semantically semantically RB work_cxyxl5vs6zd6xlanudcx46qoqy 108 28 coherent coherent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 108 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 109 1 Returning return VBG work_cxyxl5vs6zd6xlanudcx46qoqy 109 2 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 109 3 hy- hy- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 109 4 percuriosity percuriosity NN work_cxyxl5vs6zd6xlanudcx46qoqy 109 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 109 6 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 109 7 could could MD work_cxyxl5vs6zd6xlanudcx46qoqy 109 8 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 109 9 decompose decompose VB work_cxyxl5vs6zd6xlanudcx46qoqy 109 10 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 109 11 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 109 12 hyper+cure+ous+ity hyper+cure+ous+ity NNP work_cxyxl5vs6zd6xlanudcx46qoqy 109 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 109 14 analogy analogy NN work_cxyxl5vs6zd6xlanudcx46qoqy 109 15 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 109 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 109 17 say say VB work_cxyxl5vs6zd6xlanudcx46qoqy 109 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 109 19 vice vice NN work_cxyxl5vs6zd6xlanudcx46qoqy 109 20 7→ 7→ CD work_cxyxl5vs6zd6xlanudcx46qoqy 109 21 vicious vicious JJ work_cxyxl5vs6zd6xlanudcx46qoqy 109 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 110 1 Nothing nothing NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 2 about about IN work_cxyxl5vs6zd6xlanudcx46qoqy 110 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 110 4 surface surface NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 5 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 110 7 curi- curi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 8 ous ous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 110 9 alone alone RB work_cxyxl5vs6zd6xlanudcx46qoqy 110 10 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 110 11 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 110 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 110 13 strong strong JJ work_cxyxl5vs6zd6xlanudcx46qoqy 110 14 cue cue NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 15 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 110 16 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 110 17 should should MD work_cxyxl5vs6zd6xlanudcx46qoqy 110 18 rule rule VB work_cxyxl5vs6zd6xlanudcx46qoqy 110 19 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 110 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 110 21 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 110 22 cure+ous cure+ous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 110 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 111 1 Turning turn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 111 2 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 111 3 distri- distri- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 111 4 butional butional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 111 5 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 111 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 111 7 however however RB work_cxyxl5vs6zd6xlanudcx46qoqy 111 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 111 9 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 111 10 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 111 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 111 12 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 111 13 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 111 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 111 15 contexts contexts NN work_cxyxl5vs6zd6xlanudcx46qoqy 111 16 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 111 17 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 111 18 curious curious JJ work_cxyxl5vs6zd6xlanudcx46qoqy 111 19 occurs occur NNS work_cxyxl5vs6zd6xlanudcx46qoqy 111 20 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 111 21 quite quite RB work_cxyxl5vs6zd6xlanudcx46qoqy 111 22 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 111 23 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 111 24 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 111 25 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 111 26 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 111 27 cure cure NN work_cxyxl5vs6zd6xlanudcx46qoqy 111 28 occurs occur VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 111 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 112 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 112 2 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 112 3 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 112 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 112 5 strong strong JJ work_cxyxl5vs6zd6xlanudcx46qoqy 112 6 cue cue NN work_cxyxl5vs6zd6xlanudcx46qoqy 112 7 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 112 8 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 112 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 112 10 correct correct JJ work_cxyxl5vs6zd6xlanudcx46qoqy 112 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 113 1 Formally formally RB work_cxyxl5vs6zd6xlanudcx46qoqy 113 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 3 given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 113 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 5 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 6 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 7 w w DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 8 ∈ ∈ NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 9 Σ∗ Σ∗ NNS work_cxyxl5vs6zd6xlanudcx46qoqy 113 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 11 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 113 12 Σ Σ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 13 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 113 14 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 15 discrete discrete JJ work_cxyxl5vs6zd6xlanudcx46qoqy 113 16 alphabet alphabet NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 18 characters character NNS work_cxyxl5vs6zd6xlanudcx46qoqy 113 19 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 20 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 21 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 22 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 23 could could MD work_cxyxl5vs6zd6xlanudcx46qoqy 113 24 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 113 25 as as RB work_cxyxl5vs6zd6xlanudcx46qoqy 113 26 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 113 27 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 28 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 29 26 26 CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 30 letter letter NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 31 lowercase lowercase NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 32 alpha- alpha- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 33 bet bet NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 34 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 35 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 36 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 113 37 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 38 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 39 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 40 v v IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 41 ∈ ∈ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 42 V V NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 43 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 44 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 113 45 V v NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 46 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 113 47 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 48 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 49 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 50 low low JJ work_cxyxl5vs6zd6xlanudcx46qoqy 113 51 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 113 52 dimensional dimensional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 113 53 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 54 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 113 55 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 56 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 113 57 define define VBP work_cxyxl5vs6zd6xlanudcx46qoqy 113 58 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 113 59 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 60 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 113 61 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 113 62 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 63 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 64 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 65 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 66 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 67 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 68 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 69 |w |w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 70 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 71 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 113 72 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 73 Zθ(w Zθ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 74 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 75 exp exp NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 76 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 77 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 78 2σ2 2σ2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 79 ||v ||v CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 80 −Cβ(s −cβ(s CD work_cxyxl5vs6zd6xlanudcx46qoqy 113 81 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 82 l)||22 l)||22 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 83 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 113 84 f(s f(s NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 85 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 86 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 87 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 88 u)>η u)>η NNP work_cxyxl5vs6zd6xlanudcx46qoqy 113 89 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 113 90 g(u g(u NN work_cxyxl5vs6zd6xlanudcx46qoqy 113 91 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 113 92 w)>ω w)>ω UH work_cxyxl5vs6zd6xlanudcx46qoqy 113 93 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 113 94 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 114 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 2 1 1 LS work_cxyxl5vs6zd6xlanudcx46qoqy 114 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 4 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 7 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 114 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 114 9 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 114 10 factors factor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 114 11 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 114 12 composi- composi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 13 tion tion NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 14 factor factor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 16 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 114 17 2σ2 2σ2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 114 18 ||v−Cβ(s ||v−Cβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 20 l)||22 l)||22 JJ work_cxyxl5vs6zd6xlanudcx46qoqy 114 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 23 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 24 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 25 f f NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 26 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 114 27 transduction transduction NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 28 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 29 g. g. . work_cxyxl5vs6zd6xlanudcx46qoqy 114 30 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 31 parameters parameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 114 32 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 114 33 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 34 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 35 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 114 36 θ θ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 37 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 114 38 { { -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 39 β β NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 40 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 41 η η NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 42 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 43 ω ω NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 44 } } -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 45 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 46 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 47 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 48 Cβ Cβ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 49 composes compose VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 50 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 51 vectors vectors NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 52 together together RB work_cxyxl5vs6zd6xlanudcx46qoqy 114 53 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 54 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 55 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 56 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 57 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 58 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 59 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 60 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 61 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 62 labeling labeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 63 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 114 64 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 65 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 114 66 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 114 67 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 68 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 69 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 70 underlying underlying JJ work_cxyxl5vs6zd6xlanudcx46qoqy 114 71 representation representation NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 72 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 114 73 Zθ(w Zθ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 114 74 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 114 75 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 114 76 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 114 77 partition partition NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 78 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 114 79 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 115 1 Note note VB work_cxyxl5vs6zd6xlanudcx46qoqy 115 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 115 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 115 4 conditional conditional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 115 5 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 115 6 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 7 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 8 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 115 10 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 115 12 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 115 14 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 115 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 115 17 Gaussian Gaussian NNP work_cxyxl5vs6zd6xlanudcx46qoqy 115 18 distributed distribute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 115 19 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 115 20 construction construction NN work_cxyxl5vs6zd6xlanudcx46qoqy 115 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 116 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 116 2 visualiza- visualiza- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 116 3 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 116 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 116 5 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 116 6 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 116 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 116 8 found find VBN work_cxyxl5vs6zd6xlanudcx46qoqy 116 9 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 116 10 Figure Figure NNP work_cxyxl5vs6zd6xlanudcx46qoqy 116 11 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 116 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 117 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 117 2 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 117 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 117 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 117 5 conditional conditional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 6 random random JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 7 field field NN work_cxyxl5vs6zd6xlanudcx46qoqy 117 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 117 9 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 117 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 117 11 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 117 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 117 13 mixed mixed JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 117 15 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 117 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 117 17 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 117 18 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 117 19 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 117 20 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 117 21 both both CC work_cxyxl5vs6zd6xlanudcx46qoqy 117 22 discrete discrete JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 23 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 117 24 continuous continuous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 25 random random JJ work_cxyxl5vs6zd6xlanudcx46qoqy 117 26 variables variable NNS work_cxyxl5vs6zd6xlanudcx46qoqy 117 27 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 117 28 Koller Koller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 117 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 117 30 Friedman Friedman NNP work_cxyxl5vs6zd6xlanudcx46qoqy 117 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 117 32 2009 2009 CD work_cxyxl5vs6zd6xlanudcx46qoqy 117 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 117 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 118 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 118 2 restrict restrict VBP work_cxyxl5vs6zd6xlanudcx46qoqy 118 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 118 4 range range NN work_cxyxl5vs6zd6xlanudcx46qoqy 118 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 118 6 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 118 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 118 8 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 118 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 118 10 subset subset NN work_cxyxl5vs6zd6xlanudcx46qoqy 118 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 118 12 Σ|w|+k Σ|w|+k NNP work_cxyxl5vs6zd6xlanudcx46qoqy 118 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 118 14 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 118 15 k k NNP work_cxyxl5vs6zd6xlanudcx46qoqy 118 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 118 17 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 118 18 insertion insertion NN work_cxyxl5vs6zd6xlanudcx46qoqy 118 19 limit limit NN work_cxyxl5vs6zd6xlanudcx46qoqy 118 20 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 118 21 Dreyer Dreyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 118 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 118 23 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 118 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 118 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 119 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 119 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 119 3 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 119 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 119 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 119 6 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 119 7 k k NNP work_cxyxl5vs6zd6xlanudcx46qoqy 119 8 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 119 9 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 119 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 120 1 Explicitly explicitly RB work_cxyxl5vs6zd6xlanudcx46qoqy 120 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 120 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 120 4 partition partition NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 5 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 120 7 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 120 8 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 120 9 Zθ(w Zθ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 11 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 120 12 ∫ ∫ : work_cxyxl5vs6zd6xlanudcx46qoqy 120 13 ∑ ∑ . work_cxyxl5vs6zd6xlanudcx46qoqy 120 14 l′,s′,u′ l′,s′,u′ NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 15 exp exp NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 17 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 120 18 2σ2 2σ2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 120 19 ||v′ ||v′ CD work_cxyxl5vs6zd6xlanudcx46qoqy 120 20 −Cβ(s′ −Cβ(s′ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 120 22 l′)||22 l′)||22 NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 23 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 120 24 f(s′ f(s′ NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 120 26 l′,u′)>η l′,u′)>η NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 27 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 120 28 g(u′,w)>ω g(u′,w)>ω NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 30 dv′ dv′ NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 120 32 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 33 2 2 LS work_cxyxl5vs6zd6xlanudcx46qoqy 120 34 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 35 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 120 36 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 120 37 guaranteed guarantee VBN work_cxyxl5vs6zd6xlanudcx46qoqy 120 38 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 120 39 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 120 40 finite.7 finite.7 CD work_cxyxl5vs6zd6xlanudcx46qoqy 120 41 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 120 42 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 43 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 120 44 simply simply RB work_cxyxl5vs6zd6xlanudcx46qoqy 120 45 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 120 46 globally globally RB work_cxyxl5vs6zd6xlanudcx46qoqy 120 47 renormalized renormalize VBN work_cxyxl5vs6zd6xlanudcx46qoqy 120 48 prod- prod- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 120 49 uct uct NN work_cxyxl5vs6zd6xlanudcx46qoqy 120 50 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 120 51 several several JJ work_cxyxl5vs6zd6xlanudcx46qoqy 120 52 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 120 53 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 120 54 negative negative JJ work_cxyxl5vs6zd6xlanudcx46qoqy 120 55 factors factor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 120 56 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 57 Sutton Sutton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 58 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 120 59 McCallum McCallum NNP work_cxyxl5vs6zd6xlanudcx46qoqy 120 60 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 120 61 2006 2006 CD work_cxyxl5vs6zd6xlanudcx46qoqy 120 62 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 120 63 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 121 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 121 2 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 121 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 121 4 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 121 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 121 6 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 121 7 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 121 8 transduction transduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 121 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 121 10 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 121 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 121 12 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 121 13 factors factor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 121 14 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 121 15 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 121 16 describe describe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 121 17 each each DT work_cxyxl5vs6zd6xlanudcx46qoqy 121 18 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 121 19 turn turn NN work_cxyxl5vs6zd6xlanudcx46qoqy 121 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 122 1 3.1 3.1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 122 2 Transduction Transduction NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 3 Factor Factor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 5 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 6 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 7 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 8 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 122 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 11 transduction transduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 12 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 13 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 122 14 exp exp NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 122 16 g(u g(u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 122 18 w)>ω w)>ω NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 122 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 122 21 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 122 22 scores score VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 122 23 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 24 surface surface NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 25 7Since 7Since NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 26 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 27 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 28 capped cap VBN work_cxyxl5vs6zd6xlanudcx46qoqy 122 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 30 insertion insertion NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 31 limit limit NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 122 33 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 34 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 35 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 36 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 37 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 38 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 122 39 values value NNS work_cxyxl5vs6zd6xlanudcx46qoqy 122 40 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 122 41 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 122 42 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 122 43 take take VB work_cxyxl5vs6zd6xlanudcx46qoqy 122 44 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 122 45 any any DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 46 w. w. NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 47 Thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 122 48 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 122 49 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 50 follows follow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 122 51 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 122 52 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 53 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 54 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 55 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 56 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 57 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 122 58 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 59 segmentations segmentation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 122 60 s. s. VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 61 Hence hence RB work_cxyxl5vs6zd6xlanudcx46qoqy 122 62 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 122 63 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 122 64 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 122 65 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 66 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 122 67 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 122 68 Gaussian gaussian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 122 69 integrals integral NNS work_cxyxl5vs6zd6xlanudcx46qoqy 122 70 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 123 1 These these DT work_cxyxl5vs6zd6xlanudcx46qoqy 123 2 integrals integral NNS work_cxyxl5vs6zd6xlanudcx46qoqy 123 3 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 123 4 converge converge VBP work_cxyxl5vs6zd6xlanudcx46qoqy 123 5 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 123 6 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 123 7 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 123 8 fixed fix VBN work_cxyxl5vs6zd6xlanudcx46qoqy 123 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 123 10 covariance covariance NN work_cxyxl5vs6zd6xlanudcx46qoqy 123 11 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 123 12 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 123 13 σ2I σ2I NNP work_cxyxl5vs6zd6xlanudcx46qoqy 123 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 123 15 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 123 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 123 17 positive positive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 123 18 definite definite NN work_cxyxl5vs6zd6xlanudcx46qoqy 123 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 124 1 36 36 CD work_cxyxl5vs6zd6xlanudcx46qoqy 124 2 representation representation NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 3 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 124 4 SR SR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 124 5 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 124 6 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 124 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 124 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 124 9 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 10 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 11 ob- ob- XX work_cxyxl5vs6zd6xlanudcx46qoqy 124 12 served serve VBD work_cxyxl5vs6zd6xlanudcx46qoqy 124 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 124 14 raw raw JJ work_cxyxl5vs6zd6xlanudcx46qoqy 124 15 text text NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 124 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 124 18 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 124 19 underlying underlying JJ work_cxyxl5vs6zd6xlanudcx46qoqy 124 20 represen- represen- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 124 21 tation tation NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 124 23 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 124 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 124 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 124 26 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 124 27 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 28 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 124 29 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 124 30 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 124 31 processes process NNS work_cxyxl5vs6zd6xlanudcx46qoqy 124 32 reversed reverse VBN work_cxyxl5vs6zd6xlanudcx46qoqy 124 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 125 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 125 2 aim aim NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 125 4 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 125 5 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 125 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 125 8 place place VB work_cxyxl5vs6zd6xlanudcx46qoqy 125 9 high high JJ work_cxyxl5vs6zd6xlanudcx46qoqy 125 10 weight weight NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 11 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 125 12 good good JJ work_cxyxl5vs6zd6xlanudcx46qoqy 125 13 pairs pair NNS work_cxyxl5vs6zd6xlanudcx46qoqy 125 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 125 15 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 125 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 125 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 125 18 pair pair NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 19 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 125 20 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 125 21 = = -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 125 22 questionably questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 125 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 125 24 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 125 25 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 125 26 questionablely questionablely RB work_cxyxl5vs6zd6xlanudcx46qoqy 125 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 125 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 125 29 so so IN work_cxyxl5vs6zd6xlanudcx46qoqy 125 30 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 125 31 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 125 32 ac- ac- RB work_cxyxl5vs6zd6xlanudcx46qoqy 125 33 curately curately RB work_cxyxl5vs6zd6xlanudcx46qoqy 125 34 restore restore VB work_cxyxl5vs6zd6xlanudcx46qoqy 125 35 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 36 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 125 37 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 125 38 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 125 39 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 126 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 126 2 encode encode VBP work_cxyxl5vs6zd6xlanudcx46qoqy 126 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 126 4 portion portion NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 126 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 126 7 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 8 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 126 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 126 10 weighted weighted JJ work_cxyxl5vs6zd6xlanudcx46qoqy 126 11 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 126 12 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 126 13 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 14 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 126 16 ease ease NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 126 18 computation computation NN work_cxyxl5vs6zd6xlanudcx46qoqy 126 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 127 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 127 2 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 3 generalizes generalize VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 127 4 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 127 5 edit edit NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 6 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 127 8 Ristad Ristad NNP work_cxyxl5vs6zd6xlanudcx46qoqy 127 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 127 10 Yianilos Yianilos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 127 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 127 12 1998 1998 CD work_cxyxl5vs6zd6xlanudcx46qoqy 127 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 127 14 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 127 15 looking look VBG work_cxyxl5vs6zd6xlanudcx46qoqy 127 16 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 127 17 additional additional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 127 18 input input NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 127 20 output output NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 21 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 127 22 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 127 23 see see VB work_cxyxl5vs6zd6xlanudcx46qoqy 127 24 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 127 25 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 127 26 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 127 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 128 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 128 2 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 128 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 128 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 128 5 de- de- NN work_cxyxl5vs6zd6xlanudcx46qoqy 128 6 tails tail NNS work_cxyxl5vs6zd6xlanudcx46qoqy 128 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 129 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 129 2 mentioned mention VBN work_cxyxl5vs6zd6xlanudcx46qoqy 129 3 above above RB work_cxyxl5vs6zd6xlanudcx46qoqy 129 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 129 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 129 6 contrast contrast NN work_cxyxl5vs6zd6xlanudcx46qoqy 129 7 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 129 8 Cot- Cot- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 129 9 terell terell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 129 10 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 129 11 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 129 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 130 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 130 2 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 130 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 130 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 130 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 130 6 bound bind VBD work_cxyxl5vs6zd6xlanudcx46qoqy 130 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 130 8 insertion insertion NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 9 limit limit NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 130 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 130 12 edit edit NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 13 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 14 model.8 model.8 CD work_cxyxl5vs6zd6xlanudcx46qoqy 130 15 Computing compute VBG work_cxyxl5vs6zd6xlanudcx46qoqy 130 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 130 17 score score NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 18 be- be- XX work_cxyxl5vs6zd6xlanudcx46qoqy 130 19 tween tween NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 20 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 130 21 strings string NNS work_cxyxl5vs6zd6xlanudcx46qoqy 130 22 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 130 23 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 130 24 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 130 25 requires require VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 130 26 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 130 27 dynamic dynamic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 130 28 pro- pro- NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 29 gram gram NN work_cxyxl5vs6zd6xlanudcx46qoqy 130 30 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 130 31 runs run VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 130 32 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 130 33 O(|u|·|w| O(|u|·|w| NNP work_cxyxl5vs6zd6xlanudcx46qoqy 130 34 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 130 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 131 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 131 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 131 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 131 4 generalization generalization NN work_cxyxl5vs6zd6xlanudcx46qoqy 131 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 131 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 131 7 forward forward JJ work_cxyxl5vs6zd6xlanudcx46qoqy 131 8 algorithm algorithm NN work_cxyxl5vs6zd6xlanudcx46qoqy 131 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 131 10 Hidden Hidden NNP work_cxyxl5vs6zd6xlanudcx46qoqy 131 11 Markov Markov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 131 12 Models Models NNP work_cxyxl5vs6zd6xlanudcx46qoqy 131 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 131 14 HMMs HMMs NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 131 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 131 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 131 17 Rabiner Rabiner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 131 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 131 19 1989 1989 CD work_cxyxl5vs6zd6xlanudcx46qoqy 131 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 131 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 132 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 132 2 employ employ VBP work_cxyxl5vs6zd6xlanudcx46qoqy 132 3 standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 132 4 feature feature NN work_cxyxl5vs6zd6xlanudcx46qoqy 132 5 templates template NNS work_cxyxl5vs6zd6xlanudcx46qoqy 132 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 132 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 132 8 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 132 9 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 132 10 look look VBP work_cxyxl5vs6zd6xlanudcx46qoqy 132 11 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 132 12 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 132 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 132 14 edit edit NN work_cxyxl5vs6zd6xlanudcx46qoqy 132 15 operations operation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 132 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 132 17 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 132 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 132 19 substi- substi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 132 20 tute tute NNP work_cxyxl5vs6zd6xlanudcx46qoqy 132 21 i i NNP work_cxyxl5vs6zd6xlanudcx46qoqy 132 22 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 132 23 y y NNP work_cxyxl5vs6zd6xlanudcx46qoqy 132 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 132 25 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 132 26 varying vary VBG work_cxyxl5vs6zd6xlanudcx46qoqy 132 27 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 132 28 granularities granularity NNS work_cxyxl5vs6zd6xlanudcx46qoqy 132 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 133 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 133 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 133 3 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 133 4 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 133 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 134 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 134 2 2016b 2016b LS work_cxyxl5vs6zd6xlanudcx46qoqy 134 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 134 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 134 5 details detail NNS work_cxyxl5vs6zd6xlanudcx46qoqy 134 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 135 1 Recent recent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 135 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 135 3 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 135 4 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 135 5 explored explore VBN work_cxyxl5vs6zd6xlanudcx46qoqy 135 6 weighting weighting NN work_cxyxl5vs6zd6xlanudcx46qoqy 135 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 135 8 WFST WFST NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 9 arcs arc NNS work_cxyxl5vs6zd6xlanudcx46qoqy 135 10 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 135 11 scores score NNS work_cxyxl5vs6zd6xlanudcx46qoqy 135 12 computed compute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 135 13 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 135 14 LSTMs LSTMs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 135 16 Hochreiter Hochreiter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 135 18 Schmidhuber Schmidhuber NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 135 20 1997 1997 CD work_cxyxl5vs6zd6xlanudcx46qoqy 135 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 135 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 135 23 obviating obviate VBG work_cxyxl5vs6zd6xlanudcx46qoqy 135 24 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 135 25 need need NN work_cxyxl5vs6zd6xlanudcx46qoqy 135 26 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 135 27 human human JJ work_cxyxl5vs6zd6xlanudcx46qoqy 135 28 selection selection NN work_cxyxl5vs6zd6xlanudcx46qoqy 135 29 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 135 30 feature feature NN work_cxyxl5vs6zd6xlanudcx46qoqy 135 31 templates template NNS work_cxyxl5vs6zd6xlanudcx46qoqy 135 32 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 135 33 Rastogi Rastogi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 34 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 35 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 36 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 135 37 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 135 38 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 135 39 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 135 40 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 136 1 3.2 3.2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 136 2 Segmentation Segmentation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 136 3 Factor Factor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 136 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 136 5 second second JJ work_cxyxl5vs6zd6xlanudcx46qoqy 136 6 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 136 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 136 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 136 9 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 136 10 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 136 11 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 136 12 exp exp NN work_cxyxl5vs6zd6xlanudcx46qoqy 136 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 136 14 f(s f(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 136 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 136 16 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 136 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 136 18 u)>η u)>η NNP work_cxyxl5vs6zd6xlanudcx46qoqy 136 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 136 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 137 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 137 2 goal goal NN work_cxyxl5vs6zd6xlanudcx46qoqy 137 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 137 4 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 137 5 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 137 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 137 7 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 137 8 score score VB work_cxyxl5vs6zd6xlanudcx46qoqy 137 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 137 10 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 137 11 s s NN work_cxyxl5vs6zd6xlanudcx46qoqy 137 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 137 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 137 14 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 137 15 u. u. NN work_cxyxl5vs6zd6xlanudcx46qoqy 138 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 138 2 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 138 3 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 138 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 138 5 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 138 6 scores score VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 138 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 138 8 input input NN work_cxyxl5vs6zd6xlanudcx46qoqy 138 9 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 138 10 output output NN work_cxyxl5vs6zd6xlanudcx46qoqy 138 11 pair pair NN work_cxyxl5vs6zd6xlanudcx46qoqy 138 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 138 13 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 138 14 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 138 15 questionablely questionablely RB work_cxyxl5vs6zd6xlanudcx46qoqy 138 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 138 17 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 138 18 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 138 19 question+able+ly question+able+ly ADD work_cxyxl5vs6zd6xlanudcx46qoqy 138 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 138 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 139 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 139 2 additionally additionally RB work_cxyxl5vs6zd6xlanudcx46qoqy 139 3 scores score VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 139 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 139 5 labeling labeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 139 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 139 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 139 8 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 139 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 140 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 140 2 label label NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 3 set set VBD work_cxyxl5vs6zd6xlanudcx46qoqy 140 4 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 140 5 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 140 6 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 140 8 L l NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 9 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 140 10 { { -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 140 11 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 140 13 prefix prefix NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 140 15 suffix suffix NN work_cxyxl5vs6zd6xlanudcx46qoqy 140 16 } } -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 140 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 141 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 141 2 proper proper JJ work_cxyxl5vs6zd6xlanudcx46qoqy 141 3 labeling labeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 141 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 141 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 141 6 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 141 7 above above RB work_cxyxl5vs6zd6xlanudcx46qoqy 141 8 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 141 9 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 141 10 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 141 11 question question NN work_cxyxl5vs6zd6xlanudcx46qoqy 141 12 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 141 13 stem+able stem+able JJ work_cxyxl5vs6zd6xlanudcx46qoqy 141 14 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 141 15 suffix+ly suffix+ly CD work_cxyxl5vs6zd6xlanudcx46qoqy 141 16 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 141 17 suffix suffix NN work_cxyxl5vs6zd6xlanudcx46qoqy 141 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 142 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 2 label- label- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 3 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 142 5 critical critical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 142 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 142 7 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 142 8 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 9 functions function NNS work_cxyxl5vs6zd6xlanudcx46qoqy 142 10 Cβ Cβ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 11 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 142 12 Cot- Cot- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 13 terell terell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 14 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 142 15 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 16 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 142 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 142 18 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 142 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 142 20 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 142 21 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 142 22 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 142 23 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 142 24 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 142 25 depends depend VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 142 26 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 142 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 28 label label NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 29 given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 142 30 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 142 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 32 segment segment NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 33 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 142 34 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 142 35 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 142 36 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 37 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 142 38 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 142 39 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 40 prefix prefix NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 41 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 142 42 post post NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 43 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 142 44 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 142 45 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 142 46 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 47 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 142 48 post post NN work_cxyxl5vs6zd6xlanudcx46qoqy 142 49 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 142 50 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 142 51 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 142 52 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 143 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 143 2 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 143 3 view view VB work_cxyxl5vs6zd6xlanudcx46qoqy 143 4 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 143 5 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 6 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 143 7 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 143 8 unnormalized unnormalized JJ work_cxyxl5vs6zd6xlanudcx46qoqy 143 9 first- first- NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 10 8As 8as CD work_cxyxl5vs6zd6xlanudcx46qoqy 143 11 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 143 12 transduction transduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 13 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 14 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 143 15 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 143 16 unnormalized unnormalized JJ work_cxyxl5vs6zd6xlanudcx46qoqy 143 17 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 18 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 143 19 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 143 20 CRF crf NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 143 22 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 143 23 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 143 24 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 143 25 require require VB work_cxyxl5vs6zd6xlanudcx46qoqy 143 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 143 27 local local JJ work_cxyxl5vs6zd6xlanudcx46qoqy 143 28 normalization normalization NN work_cxyxl5vs6zd6xlanudcx46qoqy 143 29 discussed discuss VBN work_cxyxl5vs6zd6xlanudcx46qoqy 143 30 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 143 31 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 143 32 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 143 33 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 143 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 144 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 144 2 2014)—a 2014)—a CD work_cxyxl5vs6zd6xlanudcx46qoqy 144 3 weight weight NN work_cxyxl5vs6zd6xlanudcx46qoqy 144 4 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 144 5 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 144 6 edge edge NN work_cxyxl5vs6zd6xlanudcx46qoqy 144 7 may may MD work_cxyxl5vs6zd6xlanudcx46qoqy 144 8 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 144 9 any any DT work_cxyxl5vs6zd6xlanudcx46qoqy 144 10 non- non- RB work_cxyxl5vs6zd6xlanudcx46qoqy 144 11 negative negative JJ work_cxyxl5vs6zd6xlanudcx46qoqy 144 12 real real JJ work_cxyxl5vs6zd6xlanudcx46qoqy 144 13 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 144 14 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 144 15 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 144 16 will will MD work_cxyxl5vs6zd6xlanudcx46qoqy 144 17 renormalize renormalize VB work_cxyxl5vs6zd6xlanudcx46qoqy 144 18 later later RBR work_cxyxl5vs6zd6xlanudcx46qoqy 144 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 145 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 145 2 un- un- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 145 3 derlying derlying JJ work_cxyxl5vs6zd6xlanudcx46qoqy 145 4 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 145 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 145 6 however however RB work_cxyxl5vs6zd6xlanudcx46qoqy 145 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 145 8 remains remain VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 145 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 145 10 same same JJ work_cxyxl5vs6zd6xlanudcx46qoqy 145 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 146 1 model model NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 2 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 3 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 4 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 5 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 6 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 7 ∑N ∑N . work_cxyxl5vs6zd6xlanudcx46qoqy 146 8 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 9 1li 1li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 10 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 11 stemm stemm NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 12 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 13 si si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 14 mult mult NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 15 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 16 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 17 ⊙N ⊙N NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 18 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 19 m m NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 20 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 21 si si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 22 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 146 23 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 24 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 25 ∑N ∑n NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 26 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 27 m m NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 28 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 29 si si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 30 wadd wadd NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 31 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 32 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 33 ∑N ∑N . work_cxyxl5vs6zd6xlanudcx46qoqy 146 34 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 35 αim αim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 36 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 37 si si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 38 fulladd fulladd NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 39 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 40 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 41 ∑N ∑N . work_cxyxl5vs6zd6xlanudcx46qoqy 146 42 i=1 i=1 UH work_cxyxl5vs6zd6xlanudcx46qoqy 146 43 Uim uim UH work_cxyxl5vs6zd6xlanudcx46qoqy 146 44 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 45 si si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 46 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 47 hi hi UH work_cxyxl5vs6zd6xlanudcx46qoqy 146 48 = = -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 146 49 Xhi−1 Xhi−1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 50 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 51 Umlisi Umlisi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 52 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 53 hi hi UH work_cxyxl5vs6zd6xlanudcx46qoqy 146 54 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 146 55 tanh(Xhi−1 tanh(xhi−1 NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 56 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 146 57 Umlisi Umlisi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 58 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 146 59 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 60 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 146 61 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 146 62 Composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 63 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 146 64 Cβ(s Cβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 146 65 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 146 66 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 67 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 146 68 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 146 69 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 146 70 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 146 71 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 146 72 prior prior JJ work_cxyxl5vs6zd6xlanudcx46qoqy 146 73 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 146 74 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 147 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 147 2 representation representation NN work_cxyxl5vs6zd6xlanudcx46qoqy 147 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 147 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 147 5 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 147 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 147 7 hN hN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 147 8 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 147 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 147 10 dynamic dynamic NN work_cxyxl5vs6zd6xlanudcx46qoqy 147 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 147 12 c c NN work_cxyxl5vs6zd6xlanudcx46qoqy 147 13 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 147 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 147 15 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 147 16 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 147 17 dynamic dynamic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 147 18 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 147 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 148 1 Note note VB work_cxyxl5vs6zd6xlanudcx46qoqy 148 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 148 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 148 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 148 5 dynamic dynamic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 148 6 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 148 7 h0 h0 NN work_cxyxl5vs6zd6xlanudcx46qoqy 148 8 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 148 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 148 10 learned learned JJ work_cxyxl5vs6zd6xlanudcx46qoqy 148 11 parameter parameter NN work_cxyxl5vs6zd6xlanudcx46qoqy 148 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 149 1 order order NN work_cxyxl5vs6zd6xlanudcx46qoqy 149 2 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 149 3 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 149 4 CRF crf JJ work_cxyxl5vs6zd6xlanudcx46qoqy 149 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 149 6 Sarawagi Sarawagi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 149 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 149 8 Cohen Cohen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 149 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 149 10 2005 2005 CD work_cxyxl5vs6zd6xlanudcx46qoqy 149 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 149 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 150 1 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 150 2 putation putation NN work_cxyxl5vs6zd6xlanudcx46qoqy 150 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 150 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 150 5 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 150 6 again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 150 7 requires require VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 150 8 dynamic dynamic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 150 9 pro- pro- NN work_cxyxl5vs6zd6xlanudcx46qoqy 150 10 gramming gramming NN work_cxyxl5vs6zd6xlanudcx46qoqy 150 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 151 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 151 2 algorithm algorithm NN work_cxyxl5vs6zd6xlanudcx46qoqy 151 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 151 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 151 5 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 6 generaliza- generaliza- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 7 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 151 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 151 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 151 10 forward forward JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 11 algorithm algorithm NN work_cxyxl5vs6zd6xlanudcx46qoqy 151 12 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 151 13 HMMs hmm NNS work_cxyxl5vs6zd6xlanudcx46qoqy 151 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 151 15 one one NN work_cxyxl5vs6zd6xlanudcx46qoqy 151 16 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 151 17 extends extend VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 151 18 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 151 19 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 151 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 151 21 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 22 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 23 Markov markov JJ work_cxyxl5vs6zd6xlanudcx46qoqy 151 24 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 151 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 152 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 152 2 algorithm algorithm NN work_cxyxl5vs6zd6xlanudcx46qoqy 152 3 runs run VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 152 4 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 152 5 O(|u|2 o(|u|2 NN work_cxyxl5vs6zd6xlanudcx46qoqy 152 6 · · NFP work_cxyxl5vs6zd6xlanudcx46qoqy 152 7 |L|2 |L|2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 152 8 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 152 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 153 1 Features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 153 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 154 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 154 2 again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 154 3 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 154 4 standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 154 5 feature feature NN work_cxyxl5vs6zd6xlanudcx46qoqy 154 6 templates template NNS work_cxyxl5vs6zd6xlanudcx46qoqy 154 7 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 154 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 154 9 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 154 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 155 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 155 2 create create VBP work_cxyxl5vs6zd6xlanudcx46qoqy 155 3 atomic atomic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 155 4 indicator indicator NN work_cxyxl5vs6zd6xlanudcx46qoqy 155 5 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 155 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 155 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 155 8 individual individual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 155 9 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 155 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 156 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 156 2 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 156 3 conjoin conjoin VBP work_cxyxl5vs6zd6xlanudcx46qoqy 156 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 156 5 atomic atomic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 156 6 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 156 7 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 156 8 left left JJ work_cxyxl5vs6zd6xlanudcx46qoqy 156 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 156 10 right right JJ work_cxyxl5vs6zd6xlanudcx46qoqy 156 11 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 156 12 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 156 13 as as RB work_cxyxl5vs6zd6xlanudcx46qoqy 156 14 well well RB work_cxyxl5vs6zd6xlanudcx46qoqy 156 15 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 156 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 156 17 label label NN work_cxyxl5vs6zd6xlanudcx46qoqy 156 18 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 156 19 create create VB work_cxyxl5vs6zd6xlanudcx46qoqy 156 20 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 156 21 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 156 22 feature feature NN work_cxyxl5vs6zd6xlanudcx46qoqy 156 23 templates template NNS work_cxyxl5vs6zd6xlanudcx46qoqy 156 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 157 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 157 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 157 3 include include VBP work_cxyxl5vs6zd6xlanudcx46qoqy 157 4 transition transition NN work_cxyxl5vs6zd6xlanudcx46qoqy 157 5 features feature VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 157 6 that that DT work_cxyxl5vs6zd6xlanudcx46qoqy 157 7 fire fire NN work_cxyxl5vs6zd6xlanudcx46qoqy 157 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 157 9 pairs pair NNS work_cxyxl5vs6zd6xlanudcx46qoqy 157 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 157 11 sequential sequential JJ work_cxyxl5vs6zd6xlanudcx46qoqy 157 12 labels label NNS work_cxyxl5vs6zd6xlanudcx46qoqy 157 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 158 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 158 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 158 3 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 158 4 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 158 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 159 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 159 2 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 159 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 159 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 159 5 details detail NNS work_cxyxl5vs6zd6xlanudcx46qoqy 159 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 160 1 Recent recent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 160 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 160 3 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 160 4 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 160 5 showed show VBN work_cxyxl5vs6zd6xlanudcx46qoqy 160 6 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 160 7 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 160 8 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 160 9 parameterization parameterization NN work_cxyxl5vs6zd6xlanudcx46qoqy 160 10 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 160 11 remove remove VB work_cxyxl5vs6zd6xlanudcx46qoqy 160 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 160 13 need need NN work_cxyxl5vs6zd6xlanudcx46qoqy 160 14 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 160 15 manual manual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 160 16 feature feature NN work_cxyxl5vs6zd6xlanudcx46qoqy 160 17 design design NN work_cxyxl5vs6zd6xlanudcx46qoqy 160 18 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 160 19 Kong Kong NNP work_cxyxl5vs6zd6xlanudcx46qoqy 160 20 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 160 21 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 160 22 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 160 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 160 24 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 160 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 160 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 161 1 3.3 3.3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 2 Composition Composition NNP work_cxyxl5vs6zd6xlanudcx46qoqy 161 3 Factor Factor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 161 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 5 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 6 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 7 takes take VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 161 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 9 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 161 11 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 12 unnormalized unnormalized JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 13 multivariate multivariate JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 14 Gaussian gaussian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 15 density density NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 16 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 161 17 exp exp NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 18 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 19 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 20 2σ2 2σ2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 21 ||v ||v CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 22 −Cβ(s −cβ(s CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 161 24 l)||22 l)||22 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 161 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 161 27 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 161 28 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 29 mean mean NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 30 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 161 31 computed compute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 161 32 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 161 33 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 34 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 35 potentially potentially RB work_cxyxl5vs6zd6xlanudcx46qoqy 161 36 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 37 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 38 linear linear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 39 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 40 compo- compo- NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 41 sition sition NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 42 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 43 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 44 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 161 45 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 46 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 161 47 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 161 48 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 161 49 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 50 covariance covariance NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 51 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 52 σ2I σ2I NNP work_cxyxl5vs6zd6xlanudcx46qoqy 161 53 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 161 54 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 161 55 diagonal diagonal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 161 56 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 161 57 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 162 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 162 2 goal goal NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 162 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 162 5 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 6 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 7 Cβ(s Cβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 162 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 162 9 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 162 11 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 162 12 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 162 13 stitch stitch VB work_cxyxl5vs6zd6xlanudcx46qoqy 162 14 together together RB work_cxyxl5vs6zd6xlanudcx46qoqy 162 15 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 162 16 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 162 17 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 162 18 approximate approximate VB work_cxyxl5vs6zd6xlanudcx46qoqy 162 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 162 20 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 21 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 162 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 162 23 entire entire JJ work_cxyxl5vs6zd6xlanudcx46qoqy 162 24 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 162 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 163 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 163 2 simplest simple JJS work_cxyxl5vs6zd6xlanudcx46qoqy 163 3 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 163 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 163 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 163 6 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 163 7 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 163 8 Cβ(s Cβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 163 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 163 10 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 163 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 163 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 163 13 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 163 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 163 15 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 163 16 additive additive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 163 17 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 163 18 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 163 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 163 20 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 163 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 164 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 164 2 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 164 3 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 164 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 164 5 each each DT work_cxyxl5vs6zd6xlanudcx46qoqy 164 6 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 164 7 mlisi mlisi RB work_cxyxl5vs6zd6xlanudcx46qoqy 164 8 refers refer VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 164 9 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 164 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 164 11 morpheme- morpheme- NN work_cxyxl5vs6zd6xlanudcx46qoqy 164 12 37 37 CD work_cxyxl5vs6zd6xlanudcx46qoqy 164 13 specific specific JJ work_cxyxl5vs6zd6xlanudcx46qoqy 164 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 164 15 label label NN work_cxyxl5vs6zd6xlanudcx46qoqy 164 16 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 164 17 dependent dependent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 164 18 embedding embedding NN work_cxyxl5vs6zd6xlanudcx46qoqy 164 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 165 1 If if IN work_cxyxl5vs6zd6xlanudcx46qoqy 165 2 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 165 3 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 165 4 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 165 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 165 6 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 165 7 si si NN work_cxyxl5vs6zd6xlanudcx46qoqy 165 8 represents represent VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 165 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 165 10 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 165 11 morpheme morpheme NN work_cxyxl5vs6zd6xlanudcx46qoqy 165 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 166 1 Given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 166 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 166 3 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 166 4 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 166 6 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 166 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 166 8 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 166 9 si si NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 10 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 166 11 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 166 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 166 13 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 14 gen- gen- NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 15 erally erally RB work_cxyxl5vs6zd6xlanudcx46qoqy 166 16 itself -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 166 17 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 166 18 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 166 19 entry entry NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 20 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 166 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 166 22 lexicon lexicon NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 23 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 166 24 v(si v(si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 166 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 166 26 ∈ ∈ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 166 27 V v NN work_cxyxl5vs6zd6xlanudcx46qoqy 166 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 167 1 If if IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 2 v(si v(si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 167 4 6∈ 6∈ CD work_cxyxl5vs6zd6xlanudcx46qoqy 167 5 V v NN work_cxyxl5vs6zd6xlanudcx46qoqy 167 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 167 7 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 167 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 167 9 set set VBP work_cxyxl5vs6zd6xlanudcx46qoqy 167 10 v(si v(si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 167 12 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 13 0.9 0.9 CD work_cxyxl5vs6zd6xlanudcx46qoqy 167 14 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 167 15 optimize optimize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 167 16 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 17 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 167 18 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 19 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 20 ∈ ∈ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 21 { { -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 167 22 prefix prefix NN work_cxyxl5vs6zd6xlanudcx46qoqy 167 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 167 24 suffix suffix VBP work_cxyxl5vs6zd6xlanudcx46qoqy 167 25 } } -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 167 26 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 27 they -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 167 28 corre- corre- VBP work_cxyxl5vs6zd6xlanudcx46qoqy 167 29 spond spond NN work_cxyxl5vs6zd6xlanudcx46qoqy 167 30 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 167 31 bound bound NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 32 morphemes morphemes NNP work_cxyxl5vs6zd6xlanudcx46qoqy 167 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 168 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 168 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 168 3 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 168 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 168 5 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 168 6 expressive expressive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 168 7 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 168 8 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 168 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 168 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 168 11 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 168 12 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 168 13 network network NN work_cxyxl5vs6zd6xlanudcx46qoqy 168 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 168 15 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 168 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 168 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 169 1 Let let VB work_cxyxl5vs6zd6xlanudcx46qoqy 169 2 N n CC work_cxyxl5vs6zd6xlanudcx46qoqy 169 3 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 169 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 169 5 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 169 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 169 7 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 169 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 170 1 Then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 170 2 Cβ(s Cβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 170 4 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 170 5 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 170 6 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 170 7 hN hN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 8 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 170 9 hi hi UH work_cxyxl5vs6zd6xlanudcx46qoqy 170 10 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 170 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 170 12 hidden hidden JJ work_cxyxl5vs6zd6xlanudcx46qoqy 170 13 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 170 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 170 15 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 170 16 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 170 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 170 18 re- re- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 170 19 cursion:10 cursion:10 NN work_cxyxl5vs6zd6xlanudcx46qoqy 170 20 hi hi UH work_cxyxl5vs6zd6xlanudcx46qoqy 170 21 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 170 22 tanh tanh NN work_cxyxl5vs6zd6xlanudcx46qoqy 170 23 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 170 24 Xhi−1 Xhi−1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 25 + + NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 26 Um um UH work_cxyxl5vs6zd6xlanudcx46qoqy 170 27 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 28 si si NN work_cxyxl5vs6zd6xlanudcx46qoqy 170 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 170 30 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 170 31 Elman Elman NNP work_cxyxl5vs6zd6xlanudcx46qoqy 170 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 170 33 1990 1990 CD work_cxyxl5vs6zd6xlanudcx46qoqy 170 34 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 170 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 171 1 Again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 171 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 171 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 171 4 optimize optimize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 171 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 171 6 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 171 7 embed- embed- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 171 8 dings ding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 171 9 mlisi mlisi RB work_cxyxl5vs6zd6xlanudcx46qoqy 171 10 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 171 11 when when WRB work_cxyxl5vs6zd6xlanudcx46qoqy 171 12 li li NNP work_cxyxl5vs6zd6xlanudcx46qoqy 171 13 6= 6= CD work_cxyxl5vs6zd6xlanudcx46qoqy 171 14 stem stem VBP work_cxyxl5vs6zd6xlanudcx46qoqy 171 15 along along IN work_cxyxl5vs6zd6xlanudcx46qoqy 171 16 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 171 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 171 18 other other JJ work_cxyxl5vs6zd6xlanudcx46qoqy 171 19 parameters parameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 171 20 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 171 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 171 22 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 171 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 171 24 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 171 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 171 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 171 27 matrices matrix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 171 28 U U NNP work_cxyxl5vs6zd6xlanudcx46qoqy 171 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 171 30 X. X. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 172 1 4 4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 172 2 Inference Inference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 172 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 172 4 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 172 5 Exact exact JJ work_cxyxl5vs6zd6xlanudcx46qoqy 172 6 inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 172 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 172 8 intractable intractable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 172 9 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 172 10 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 172 11 allow allow VBP work_cxyxl5vs6zd6xlanudcx46qoqy 172 12 ar- ar- NN work_cxyxl5vs6zd6xlanudcx46qoqy 172 13 bitrary bitrary NNP work_cxyxl5vs6zd6xlanudcx46qoqy 172 14 segment segment NN work_cxyxl5vs6zd6xlanudcx46qoqy 172 15 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 172 16 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 172 17 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 172 18 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 172 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 172 20 canonicalized canonicalize VBN work_cxyxl5vs6zd6xlanudcx46qoqy 172 21 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 172 22 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 172 23 u. u. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 173 1 Since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 3 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 4 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 5 CRF crf JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 6 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 7 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 173 8 fea- fea- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 9 tures ture NNS work_cxyxl5vs6zd6xlanudcx46qoqy 173 10 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 11 fire fire NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 12 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 13 substrings substring NNS work_cxyxl5vs6zd6xlanudcx46qoqy 173 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 173 15 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 173 16 would would MD work_cxyxl5vs6zd6xlanudcx46qoqy 173 17 need need VB work_cxyxl5vs6zd6xlanudcx46qoqy 173 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 19 dy- dy- XX work_cxyxl5vs6zd6xlanudcx46qoqy 173 20 namic namic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 21 programming programming NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 22 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 23 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 24 each each DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 25 substring substring NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 26 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 27 each each DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 30 exponentially exponentially RB work_cxyxl5vs6zd6xlanudcx46qoqy 173 31 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 32 settings setting NNS work_cxyxl5vs6zd6xlanudcx46qoqy 173 33 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 173 34 u u NNS work_cxyxl5vs6zd6xlanudcx46qoqy 173 35 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 173 36 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 37 breaks break VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 173 38 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 173 39 dynamic dynamic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 173 40 program program NN work_cxyxl5vs6zd6xlanudcx46qoqy 173 41 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 174 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 174 2 thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 174 3 turn turn VBP work_cxyxl5vs6zd6xlanudcx46qoqy 174 4 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 174 5 approximate approximate JJ work_cxyxl5vs6zd6xlanudcx46qoqy 174 6 inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 174 7 through through IN work_cxyxl5vs6zd6xlanudcx46qoqy 174 8 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 174 9 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 174 10 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 174 11 routine routine NN work_cxyxl5vs6zd6xlanudcx46qoqy 174 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 174 13 Rubinstein Rubinstein NNP work_cxyxl5vs6zd6xlanudcx46qoqy 174 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 174 15 Kroese Kroese NNP work_cxyxl5vs6zd6xlanudcx46qoqy 174 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 174 17 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 174 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 174 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 175 1 4.1 4.1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 175 2 Inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 175 3 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 175 4 Importance Importance NNP work_cxyxl5vs6zd6xlanudcx46qoqy 175 5 Sampling Sampling NNP work_cxyxl5vs6zd6xlanudcx46qoqy 175 6 Rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 175 7 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 175 8 considering consider VBG work_cxyxl5vs6zd6xlanudcx46qoqy 175 9 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 175 10 underlying underlie VBG work_cxyxl5vs6zd6xlanudcx46qoqy 175 11 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 175 12 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 175 13 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 175 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 175 15 segmentations segmentations NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 175 16 s s NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 175 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 175 18 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 175 19 sample sample VBP work_cxyxl5vs6zd6xlanudcx46qoqy 175 20 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 175 21 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 175 22 tractable tractable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 175 23 proposal proposal NN work_cxyxl5vs6zd6xlanudcx46qoqy 175 24 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 175 25 q q NNP work_cxyxl5vs6zd6xlanudcx46qoqy 175 26 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 175 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 175 28 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 175 29 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 175 30 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 175 31 segmentations segmentation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 175 32 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 176 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 176 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 176 3 following following JJ work_cxyxl5vs6zd6xlanudcx46qoqy 176 4 equations equation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 176 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 176 6 omit omit VBP work_cxyxl5vs6zd6xlanudcx46qoqy 176 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 176 8 dependence dependence NN work_cxyxl5vs6zd6xlanudcx46qoqy 176 9 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 176 10 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 176 12 notational notational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 176 13 brevity brevity NN work_cxyxl5vs6zd6xlanudcx46qoqy 176 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 176 15 define define VB work_cxyxl5vs6zd6xlanudcx46qoqy 176 16 h(l h(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 176 18 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 176 20 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 176 22 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 176 23 f(s f(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 176 25 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 176 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 176 27 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 28 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 176 29 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 176 30 g(u g(u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 176 32 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 176 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 176 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 177 1 Cru- Cru- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 2 cially cially RB work_cxyxl5vs6zd6xlanudcx46qoqy 177 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 177 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 177 5 partition partition NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 6 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 7 Zθ(w Zθ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 8 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 177 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 177 10 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 177 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 177 12 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 177 14 parameter parameter NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 15 subvector subvector NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 16 β β NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 177 18 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 177 19 gradient gradient NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 20 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 177 21 re- re- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 177 22 9This 9This NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 23 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 177 24 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 177 25 changed change VBN work_cxyxl5vs6zd6xlanudcx46qoqy 177 26 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 177 27 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 177 29 so so IN work_cxyxl5vs6zd6xlanudcx46qoqy 177 30 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 177 31 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 177 32 v(si v(si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 177 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 177 34 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 177 35 0 0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 177 36 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 177 37 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 177 38 final final JJ work_cxyxl5vs6zd6xlanudcx46qoqy 177 39 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 177 40 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 178 1 Clearly clearly RB work_cxyxl5vs6zd6xlanudcx46qoqy 178 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 178 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 178 4 could could MD work_cxyxl5vs6zd6xlanudcx46qoqy 178 5 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 178 6 improved improve VBN work_cxyxl5vs6zd6xlanudcx46qoqy 178 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 8 future future JJ work_cxyxl5vs6zd6xlanudcx46qoqy 178 9 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 178 10 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 178 12 reviewer reviewer NN work_cxyxl5vs6zd6xlanudcx46qoqy 178 13 points point VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 178 14 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 178 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 178 16 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 178 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 178 18 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 19 setting set VBG work_cxyxl5vs6zd6xlanudcx46qoqy 178 20 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 178 21 v(si v(si NNP work_cxyxl5vs6zd6xlanudcx46qoqy 178 22 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 178 23 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 24 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 178 25 average average NN work_cxyxl5vs6zd6xlanudcx46qoqy 178 26 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 178 28 suitable suitable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 178 29 chosen choose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 178 30 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 178 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 178 32 known know VBN work_cxyxl5vs6zd6xlanudcx46qoqy 178 33 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 178 34 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 178 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 179 1 10We 10We NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 2 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 179 3 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 179 4 explore explore VB work_cxyxl5vs6zd6xlanudcx46qoqy 179 5 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 179 6 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 179 7 RNNs rnn NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 179 9 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 179 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 179 11 LSTMs LSTMs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 179 13 Hochreiter Hochreiter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 179 15 Schmidhuber Schmidhuber NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 179 17 1997 1997 CD work_cxyxl5vs6zd6xlanudcx46qoqy 179 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 179 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 179 20 GRUs gru NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 21 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 179 22 Cho Cho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 23 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 24 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 25 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 179 27 2014a 2014a CD work_cxyxl5vs6zd6xlanudcx46qoqy 179 28 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 179 29 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 179 30 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 31 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 179 32 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 179 33 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 34 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 179 35 ≤7 ≤7 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 179 36 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 179 37 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 180 1 These these DT work_cxyxl5vs6zd6xlanudcx46qoqy 180 2 archi- archi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 180 3 tectures tecture NNS work_cxyxl5vs6zd6xlanudcx46qoqy 180 4 make make VBP work_cxyxl5vs6zd6xlanudcx46qoqy 180 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 180 6 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 180 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 180 8 long long JJ work_cxyxl5vs6zd6xlanudcx46qoqy 180 9 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 180 10 dependencies dependency NNS work_cxyxl5vs6zd6xlanudcx46qoqy 180 11 eas- eas- RB work_cxyxl5vs6zd6xlanudcx46qoqy 180 12 ier ier RBR work_cxyxl5vs6zd6xlanudcx46qoqy 180 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 180 14 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 180 15 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 180 16 no no RB work_cxyxl5vs6zd6xlanudcx46qoqy 180 17 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 180 18 powerful powerful JJ work_cxyxl5vs6zd6xlanudcx46qoqy 180 19 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 180 20 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 180 21 Elman elman JJ work_cxyxl5vs6zd6xlanudcx46qoqy 180 22 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 180 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 180 24 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 180 25 least least JJS work_cxyxl5vs6zd6xlanudcx46qoqy 180 26 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 180 27 theory theory NN work_cxyxl5vs6zd6xlanudcx46qoqy 180 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 181 1 Note note VB work_cxyxl5vs6zd6xlanudcx46qoqy 181 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 181 3 perhaps perhaps RB work_cxyxl5vs6zd6xlanudcx46qoqy 181 4 if if IN work_cxyxl5vs6zd6xlanudcx46qoqy 181 5 applied apply VBN work_cxyxl5vs6zd6xlanudcx46qoqy 181 6 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 181 7 languages language NNS work_cxyxl5vs6zd6xlanudcx46qoqy 181 8 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 181 9 richer rich JJR work_cxyxl5vs6zd6xlanudcx46qoqy 181 10 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 181 11 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 181 12 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 181 13 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 181 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 181 15 considering consider VBG work_cxyxl5vs6zd6xlanudcx46qoqy 181 16 more more JJR work_cxyxl5vs6zd6xlanudcx46qoqy 181 17 com- com- NN work_cxyxl5vs6zd6xlanudcx46qoqy 181 18 plex plex NN work_cxyxl5vs6zd6xlanudcx46qoqy 181 19 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 181 20 architectures architecture NNS work_cxyxl5vs6zd6xlanudcx46qoqy 181 21 would would MD work_cxyxl5vs6zd6xlanudcx46qoqy 181 22 make make VB work_cxyxl5vs6zd6xlanudcx46qoqy 181 23 sense sense NN work_cxyxl5vs6zd6xlanudcx46qoqy 181 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 182 1 spect spect VB work_cxyxl5vs6zd6xlanudcx46qoqy 182 2 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 182 3 β β NNP work_cxyxl5vs6zd6xlanudcx46qoqy 182 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 182 5 0.11 0.11 CD work_cxyxl5vs6zd6xlanudcx46qoqy 182 6 Recall Recall NNP work_cxyxl5vs6zd6xlanudcx46qoqy 182 7 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 182 8 computing compute VBG work_cxyxl5vs6zd6xlanudcx46qoqy 182 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 182 10 gradi- gradi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 11 ent ent NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 182 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 182 14 log log NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 15 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 182 16 partition partition NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 17 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 18 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 182 19 equivalent equivalent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 182 20 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 182 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 182 22 problem problem NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 23 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 182 24 marginal marginal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 182 25 inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 182 26 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 182 27 Wainwright Wainwright NNP work_cxyxl5vs6zd6xlanudcx46qoqy 182 28 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 182 29 Jor- Jor- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 182 30 dan dan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 182 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 182 32 2008 2008 CD work_cxyxl5vs6zd6xlanudcx46qoqy 182 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 182 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 183 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 183 2 derive derive VBP work_cxyxl5vs6zd6xlanudcx46qoqy 183 3 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 183 4 estimator estimator NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 5 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 183 6 follows follow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 183 7 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 183 8 ∇θ ∇θ NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 9 log log NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 10 Z z NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 11 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 183 12 E e NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 14 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 16 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 18 u)∼p u)∼p . work_cxyxl5vs6zd6xlanudcx46qoqy 183 19 [ [ -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 20 h(l h(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 22 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 24 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 26 ] ] -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 27 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 28 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 183 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 30 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 183 31 ∑ ∑ . work_cxyxl5vs6zd6xlanudcx46qoqy 183 32 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 34 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 35 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 36 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 37 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 38 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 39 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 40 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 41 u)h(l u)h(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 42 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 43 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 44 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 45 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 46 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 47 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 48 4 4 LS work_cxyxl5vs6zd6xlanudcx46qoqy 183 49 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 50 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 183 51 ∑ ∑ . work_cxyxl5vs6zd6xlanudcx46qoqy 183 52 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 53 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 54 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 55 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 56 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 57 q(l q(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 58 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 59 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 60 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 61 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 62 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 63 q(l q(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 64 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 65 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 66 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 67 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 68 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 69 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 70 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 71 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 72 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 73 u)h(l u)h(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 74 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 75 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 76 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 77 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 78 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 79 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 80 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 183 81 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 82 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 183 83 E e NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 84 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 85 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 86 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 87 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 88 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 89 u)∼q u)∼q IN work_cxyxl5vs6zd6xlanudcx46qoqy 183 90 [ [ -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 91 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 92 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 93 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 94 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 95 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 96 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 97 q(l q(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 98 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 99 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 100 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 101 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 102 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 103 h(l h(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 104 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 105 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 106 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 107 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 108 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 109 ] ] -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 110 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 183 111 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 112 6 6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 183 113 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 114 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 183 115 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 183 116 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 183 117 omitted omit VBN work_cxyxl5vs6zd6xlanudcx46qoqy 183 118 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 183 119 dependence dependence NN work_cxyxl5vs6zd6xlanudcx46qoqy 183 120 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 183 121 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 183 122 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 123 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 183 124 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 183 125 condition condition VBP work_cxyxl5vs6zd6xlanudcx46qoqy 183 126 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 183 127 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 128 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 183 129 v v LS work_cxyxl5vs6zd6xlanudcx46qoqy 183 130 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 131 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 183 132 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 183 133 marginalize marginalize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 183 134 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 183 135 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 183 136 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 184 1 So so RB work_cxyxl5vs6zd6xlanudcx46qoqy 184 2 long long RB work_cxyxl5vs6zd6xlanudcx46qoqy 184 3 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 184 4 q q NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 5 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 184 6 support support NN work_cxyxl5vs6zd6xlanudcx46qoqy 184 7 everywhere everywhere RB work_cxyxl5vs6zd6xlanudcx46qoqy 184 8 p p NN work_cxyxl5vs6zd6xlanudcx46qoqy 184 9 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 184 10 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 184 11 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 184 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 13 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 15 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 17 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 184 19 > > XX work_cxyxl5vs6zd6xlanudcx46qoqy 184 20 0 0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 184 21 ⇒ ⇒ CD work_cxyxl5vs6zd6xlanudcx46qoqy 184 22 q(l q(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 24 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 26 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 184 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 184 28 > > XX work_cxyxl5vs6zd6xlanudcx46qoqy 184 29 0 0 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 184 30 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 184 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 184 32 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 184 33 estimate estimate NN work_cxyxl5vs6zd6xlanudcx46qoqy 184 34 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 184 35 un- un- RB work_cxyxl5vs6zd6xlanudcx46qoqy 184 36 biased biased JJ work_cxyxl5vs6zd6xlanudcx46qoqy 184 37 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 185 1 Unfortunately unfortunately RB work_cxyxl5vs6zd6xlanudcx46qoqy 185 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 185 4 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 185 5 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 185 6 efficiently efficiently RB work_cxyxl5vs6zd6xlanudcx46qoqy 185 7 com- com- NN work_cxyxl5vs6zd6xlanudcx46qoqy 185 8 pute pute NN work_cxyxl5vs6zd6xlanudcx46qoqy 185 9 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 11 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 13 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 185 15 up up IN work_cxyxl5vs6zd6xlanudcx46qoqy 185 16 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 185 17 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 185 18 constant constant JJ work_cxyxl5vs6zd6xlanudcx46qoqy 185 19 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 185 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 21 p(l p(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 23 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 25 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 26 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 185 27 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 185 28 p̄(l p̄(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 30 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 185 32 u)/Z′θ(w u)/Z′θ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 185 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 185 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 186 1 Thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 186 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 186 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 186 4 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 186 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 186 6 indirect indirect NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 7 impor- impor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 8 tance tance NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 9 sampling sample VBG work_cxyxl5vs6zd6xlanudcx46qoqy 186 10 estimator estimator NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 186 12 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 186 13 ∑M ∑M NNP work_cxyxl5vs6zd6xlanudcx46qoqy 186 14 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 186 15 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 186 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 17 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 19 M∑ M∑ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 186 20 i=1 i=1 NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 21 w(i)h(l(i),s(i),u(i w(i)h(l(i),s(i),u(i NN work_cxyxl5vs6zd6xlanudcx46qoqy 186 22 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 23 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 186 25 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 26 7 7 LS work_cxyxl5vs6zd6xlanudcx46qoqy 186 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 28 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 186 29 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 30 l(1),s(1),u(1 l(1),s(1),u(1 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 186 31 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 32 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 186 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 187 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 188 1 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 189 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 2 l(M),s(M),u(M l(M),s(M),u(M NNP work_cxyxl5vs6zd6xlanudcx46qoqy 189 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 4 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 5 i.i.d.∼ i.i.d.∼ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 189 6 q q NNP work_cxyxl5vs6zd6xlanudcx46qoqy 189 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 189 8 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 189 9 weights weight NNS work_cxyxl5vs6zd6xlanudcx46qoqy 189 10 w(i w(i NNP work_cxyxl5vs6zd6xlanudcx46qoqy 189 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 12 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 189 13 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 189 14 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 189 15 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 189 16 w(i w(i NNP work_cxyxl5vs6zd6xlanudcx46qoqy 189 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 18 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 189 19 p̄(l(i),s(i),u(i p̄(l(i),s(i),u(i NN work_cxyxl5vs6zd6xlanudcx46qoqy 189 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 22 q(l(i),s(i),u(i q(l(i),s(i),u(i NFP work_cxyxl5vs6zd6xlanudcx46qoqy 189 23 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 189 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 190 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 190 2 8) 8) CD work_cxyxl5vs6zd6xlanudcx46qoqy 190 3 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 190 4 indirect indirect JJ work_cxyxl5vs6zd6xlanudcx46qoqy 190 5 estimator estimator NN work_cxyxl5vs6zd6xlanudcx46qoqy 190 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 190 7 biased bias VBN work_cxyxl5vs6zd6xlanudcx46qoqy 190 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 190 9 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 190 10 consistent.12 consistent.12 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 190 11 Proposal Proposal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 190 12 Distribution Distribution NNP work_cxyxl5vs6zd6xlanudcx46qoqy 190 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 191 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 191 2 success success NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 4 impor- impor- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 191 5 tance tance NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 6 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 7 depends depend VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 191 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 191 10 choice choice NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 191 13 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 191 14 good good JJ work_cxyxl5vs6zd6xlanudcx46qoqy 191 15 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 191 16 proposal proposal NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 17 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 191 19 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 191 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 191 21 one one CD work_cxyxl5vs6zd6xlanudcx46qoqy 191 22 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 191 23 ideally ideally RB work_cxyxl5vs6zd6xlanudcx46qoqy 191 24 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 191 25 close close JJ work_cxyxl5vs6zd6xlanudcx46qoqy 191 26 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 27 p. p. NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 28 Since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 29 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 191 30 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 191 31 fully fully RB work_cxyxl5vs6zd6xlanudcx46qoqy 191 32 supervised supervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 191 33 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 34 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 35 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 191 37 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 191 38 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 191 39 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 191 40 option option NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 41 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 42 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 191 43 locally locally RB work_cxyxl5vs6zd6xlanudcx46qoqy 191 44 normalized normalized JJ work_cxyxl5vs6zd6xlanudcx46qoqy 191 45 distributions distribution NNS work_cxyxl5vs6zd6xlanudcx46qoqy 191 46 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 191 47 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 191 48 individual individual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 191 49 components component NNS work_cxyxl5vs6zd6xlanudcx46qoqy 191 50 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 192 1 Con- Con- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 2 cretely cretely RB work_cxyxl5vs6zd6xlanudcx46qoqy 192 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 192 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 192 5 train train VBP work_cxyxl5vs6zd6xlanudcx46qoqy 192 6 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 192 7 proposal proposal NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 8 distributions distribution NNS work_cxyxl5vs6zd6xlanudcx46qoqy 192 9 q1(u q1(u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 10 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 11 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 12 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 192 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 192 14 q2(l q2(l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 192 16 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 17 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 18 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 192 20 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 192 21 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 192 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 23 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 24 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 192 25 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 26 WFST WFST NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 27 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 192 28 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 29 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 30 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 31 CRF crf JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 192 33 respectively respectively RB work_cxyxl5vs6zd6xlanudcx46qoqy 192 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 192 35 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 192 36 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 192 37 identical identical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 38 11The 11the CD work_cxyxl5vs6zd6xlanudcx46qoqy 192 39 subvector subvector NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 40 β β NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 41 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 192 42 responsible responsible JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 43 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 192 44 computing compute VBG work_cxyxl5vs6zd6xlanudcx46qoqy 192 45 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 192 46 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 47 mean mean NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 48 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 192 49 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 50 Gaussian gaussian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 51 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 52 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 192 53 thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 192 54 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 192 55 no no DT work_cxyxl5vs6zd6xlanudcx46qoqy 192 56 impact impact NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 57 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 192 58 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 192 59 nor- nor- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 192 60 malization malization NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 61 coefficient coefficient NN work_cxyxl5vs6zd6xlanudcx46qoqy 192 62 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 192 63 Murphy Murphy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 192 64 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 192 65 2012 2012 CD work_cxyxl5vs6zd6xlanudcx46qoqy 192 66 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 192 67 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 193 1 12Informally 12informally RB work_cxyxl5vs6zd6xlanudcx46qoqy 193 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 193 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 193 4 indirect indirect JJ work_cxyxl5vs6zd6xlanudcx46qoqy 193 5 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 6 sampling sample VBG work_cxyxl5vs6zd6xlanudcx46qoqy 193 7 estimate estimate NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 8 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 9 verges verge NNS work_cxyxl5vs6zd6xlanudcx46qoqy 193 10 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 193 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 193 12 true true JJ work_cxyxl5vs6zd6xlanudcx46qoqy 193 13 expectation expectation NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 14 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 193 15 M M NNP work_cxyxl5vs6zd6xlanudcx46qoqy 193 16 → → SYM work_cxyxl5vs6zd6xlanudcx46qoqy 193 17 ∞ ∞ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 193 18 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 193 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 193 20 definition definition NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 21 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 193 22 statistical statistical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 193 23 consistency consistency NN work_cxyxl5vs6zd6xlanudcx46qoqy 193 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 193 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 194 1 38 38 CD work_cxyxl5vs6zd6xlanudcx46qoqy 194 2 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 194 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 194 4 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 194 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 194 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 195 1 Each each DT work_cxyxl5vs6zd6xlanudcx46qoqy 195 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 195 3 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 195 4 distributions distribution NNS work_cxyxl5vs6zd6xlanudcx46qoqy 195 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 195 6 tractable tractable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 195 7 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 195 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 195 9 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 195 10 compute compute VB work_cxyxl5vs6zd6xlanudcx46qoqy 195 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 195 12 marginals marginal NNS work_cxyxl5vs6zd6xlanudcx46qoqy 195 13 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 195 14 dy- dy- XX work_cxyxl5vs6zd6xlanudcx46qoqy 195 15 namic namic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 195 16 programming programming NN work_cxyxl5vs6zd6xlanudcx46qoqy 195 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 195 18 thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 195 19 sample sample VB work_cxyxl5vs6zd6xlanudcx46qoqy 195 20 efficiently efficiently RB work_cxyxl5vs6zd6xlanudcx46qoqy 195 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 196 1 To to TO work_cxyxl5vs6zd6xlanudcx46qoqy 196 2 draw draw VB work_cxyxl5vs6zd6xlanudcx46qoqy 196 3 samples sample NNS work_cxyxl5vs6zd6xlanudcx46qoqy 196 4 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 196 5 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 196 7 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 196 9 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 196 11 ∼ ∼ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 12 q q NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 196 14 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 196 15 sample sample VBP work_cxyxl5vs6zd6xlanudcx46qoqy 196 16 sequentially sequentially RB work_cxyxl5vs6zd6xlanudcx46qoqy 196 17 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 196 18 q1 q1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 196 20 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 196 21 q2 q2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 196 23 conditioned condition VBN work_cxyxl5vs6zd6xlanudcx46qoqy 196 24 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 196 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 196 26 output output NN work_cxyxl5vs6zd6xlanudcx46qoqy 196 27 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 196 28 q1 q1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 196 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 197 1 4.2 4.2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 197 2 Learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 197 3 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 197 4 optimize optimize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 197 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 197 6 log log NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 7 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 197 8 likelihood likelihood NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 197 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 197 11 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 12 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 197 13 ADAGRAD ADAGRAD NNP work_cxyxl5vs6zd6xlanudcx46qoqy 197 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 197 15 Duchi Duchi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 197 16 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 197 17 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 197 18 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 197 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 197 20 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 197 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 197 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 197 23 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 197 24 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 197 25 SGD sgd NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 26 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 197 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 197 28 special special JJ work_cxyxl5vs6zd6xlanudcx46qoqy 197 29 per per IN work_cxyxl5vs6zd6xlanudcx46qoqy 197 30 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 197 31 parameter parameter NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 32 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 33 rate rate NN work_cxyxl5vs6zd6xlanudcx46qoqy 197 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 198 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 198 2 full full JJ work_cxyxl5vs6zd6xlanudcx46qoqy 198 3 gra- gra- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 198 4 dient dient NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 198 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 198 7 objective objective NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 8 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 198 9 one one CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 10 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 11 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 198 13 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 198 14 ∇θ ∇θ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 15 log log NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 16 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 18 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 20 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 22 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 23 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 24 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 26 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 198 27 f(s f(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 29 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 31 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 32 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 33 > > XX work_cxyxl5vs6zd6xlanudcx46qoqy 198 34 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 198 35 g(u g(u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 37 w w NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 38 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 39 > > NFP work_cxyxl5vs6zd6xlanudcx46qoqy 198 40 − − NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 41 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 42 σ2 σ2 NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 43 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 44 v v NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 45 −Cβ(s −cβ(s CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 46 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 47 l))∇θCβ(s l))∇θCβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 48 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 49 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 50 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 51 −∇θ −∇θ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 52 log log NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 53 Zθ(w Zθ(w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 54 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 55 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 56 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 57 9 9 CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 58 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 59 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 198 60 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 198 61 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 198 62 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 198 63 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 64 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 65 algorithm algorithm NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 66 described describe VBN work_cxyxl5vs6zd6xlanudcx46qoqy 198 67 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 198 68 § § CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 69 4.1 4.1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 70 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 198 71 approximate approximate VB work_cxyxl5vs6zd6xlanudcx46qoqy 198 72 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 198 73 gradient gradient NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 74 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 198 75 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 198 76 log log NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 77 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 198 78 partition partition NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 79 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 198 80 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 198 81 following follow VBG work_cxyxl5vs6zd6xlanudcx46qoqy 198 82 Bengio Bengio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 83 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 198 84 Senecal Senecal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 198 85 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 86 2003 2003 CD work_cxyxl5vs6zd6xlanudcx46qoqy 198 87 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 198 88 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 199 1 Note note VB work_cxyxl5vs6zd6xlanudcx46qoqy 199 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 199 3 ∇θCβ(s ∇θCβ(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 199 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 199 5 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 199 6 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 199 7 depends depend VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 199 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 199 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 199 10 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 199 11 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 199 12 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 199 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 200 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 200 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 200 3 most most JJS work_cxyxl5vs6zd6xlanudcx46qoqy 200 4 com- com- NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 5 plicated plicate VBD work_cxyxl5vs6zd6xlanudcx46qoqy 200 6 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 7 when when WRB work_cxyxl5vs6zd6xlanudcx46qoqy 200 8 Cβ Cβ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 200 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 200 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 200 11 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 200 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 200 13 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 200 14 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 200 15 com- com- RB work_cxyxl5vs6zd6xlanudcx46qoqy 200 16 pute pute NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 17 ∇βCβ(s ∇βcβ(s NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 200 19 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 200 21 efficiently efficiently RB work_cxyxl5vs6zd6xlanudcx46qoqy 200 22 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 200 23 backpropagation backpropagation NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 24 through through IN work_cxyxl5vs6zd6xlanudcx46qoqy 200 25 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 200 26 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 200 27 Werbos Werbos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 200 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 200 29 1990 1990 CD work_cxyxl5vs6zd6xlanudcx46qoqy 200 30 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 200 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 201 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 201 2 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 201 3 M M NNP work_cxyxl5vs6zd6xlanudcx46qoqy 201 4 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 201 5 10 10 CD work_cxyxl5vs6zd6xlanudcx46qoqy 201 6 im- im- NN work_cxyxl5vs6zd6xlanudcx46qoqy 201 7 portance portance NN work_cxyxl5vs6zd6xlanudcx46qoqy 201 8 samples sample NNS work_cxyxl5vs6zd6xlanudcx46qoqy 201 9 ; ; , work_cxyxl5vs6zd6xlanudcx46qoqy 201 10 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 201 11 so so RB work_cxyxl5vs6zd6xlanudcx46qoqy 201 12 few few JJ work_cxyxl5vs6zd6xlanudcx46qoqy 201 13 samples sample NNS work_cxyxl5vs6zd6xlanudcx46qoqy 201 14 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 201 15 lead lead VB work_cxyxl5vs6zd6xlanudcx46qoqy 201 16 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 201 17 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 201 18 poor poor JJ work_cxyxl5vs6zd6xlanudcx46qoqy 201 19 estimate estimate NN work_cxyxl5vs6zd6xlanudcx46qoqy 201 20 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 201 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 201 22 gradient gradient NN work_cxyxl5vs6zd6xlanudcx46qoqy 201 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 201 24 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 201 25 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 201 26 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 201 27 application application NN work_cxyxl5vs6zd6xlanudcx46qoqy 201 28 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 201 29 suffices suffice VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 201 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 202 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 202 2 employ employ VBP work_cxyxl5vs6zd6xlanudcx46qoqy 202 3 L2 l2 JJ work_cxyxl5vs6zd6xlanudcx46qoqy 202 4 regularization regularization NN work_cxyxl5vs6zd6xlanudcx46qoqy 202 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 203 1 4.3 4.3 LS work_cxyxl5vs6zd6xlanudcx46qoqy 203 2 Decoding decode VBG work_cxyxl5vs6zd6xlanudcx46qoqy 203 3 Decoding decode VBG work_cxyxl5vs6zd6xlanudcx46qoqy 203 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 203 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 203 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 203 7 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 203 8 intractable intractable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 203 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 204 1 To to TO work_cxyxl5vs6zd6xlanudcx46qoqy 204 2 approxi- approxi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 204 3 mate mate VB work_cxyxl5vs6zd6xlanudcx46qoqy 204 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 204 5 solution solution NN work_cxyxl5vs6zd6xlanudcx46qoqy 204 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 204 7 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 204 8 again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 204 9 employ employ VBP work_cxyxl5vs6zd6xlanudcx46qoqy 204 10 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 204 11 sam- sam- RB work_cxyxl5vs6zd6xlanudcx46qoqy 204 12 pling pling NN work_cxyxl5vs6zd6xlanudcx46qoqy 204 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 205 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 205 2 take take VBP work_cxyxl5vs6zd6xlanudcx46qoqy 205 3 M M NNP work_cxyxl5vs6zd6xlanudcx46qoqy 205 4 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 205 5 10,000 10,000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 205 6 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 205 7 samples sample NNS work_cxyxl5vs6zd6xlanudcx46qoqy 205 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 205 9 select select VB work_cxyxl5vs6zd6xlanudcx46qoqy 205 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 205 11 highest high JJS work_cxyxl5vs6zd6xlanudcx46qoqy 205 12 weighted weighted JJ work_cxyxl5vs6zd6xlanudcx46qoqy 205 13 sample sample NN work_cxyxl5vs6zd6xlanudcx46qoqy 205 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 206 1 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 206 2 Related related JJ work_cxyxl5vs6zd6xlanudcx46qoqy 206 3 Work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 206 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 206 5 idea idea NN work_cxyxl5vs6zd6xlanudcx46qoqy 206 6 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 206 7 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 206 8 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 206 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 206 10 useful useful JJ work_cxyxl5vs6zd6xlanudcx46qoqy 206 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 206 12 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 206 13 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 206 14 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 206 15 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 206 16 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 206 17 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 206 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 207 1 Count Count NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 2 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 207 3 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 207 4 Salton Salton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 207 6 1971 1971 CD work_cxyxl5vs6zd6xlanudcx46qoqy 207 7 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 207 8 Turney Turney NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 207 10 Pantel Pantel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 207 12 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 207 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 207 14 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 207 15 been be VBN work_cxyxl5vs6zd6xlanudcx46qoqy 207 16 shown show VBN work_cxyxl5vs6zd6xlanudcx46qoqy 207 17 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 207 18 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 207 19 beneficial beneficial JJ work_cxyxl5vs6zd6xlanudcx46qoqy 207 20 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 207 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 207 22 unsupervised unsupervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 207 23 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 207 24 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 207 25 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 207 26 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 207 27 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 28 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 207 29 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 207 31 2000 2000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 207 32 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 207 33 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 34 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 207 35 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 207 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 207 37 2001 2001 CD work_cxyxl5vs6zd6xlanudcx46qoqy 207 38 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 207 39 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 208 1 Embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 208 2 were be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 208 3 shown show VBN work_cxyxl5vs6zd6xlanudcx46qoqy 208 4 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 208 5 act act VB work_cxyxl5vs6zd6xlanudcx46qoqy 208 6 similarly similarly RB work_cxyxl5vs6zd6xlanudcx46qoqy 208 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 208 8 Soricut Soricut NNP work_cxyxl5vs6zd6xlanudcx46qoqy 208 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 208 10 Och Och NNP work_cxyxl5vs6zd6xlanudcx46qoqy 208 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 208 12 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 208 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 208 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 209 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 209 2 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 209 3 differs differ VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 209 4 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 209 5 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 209 6 line line NN work_cxyxl5vs6zd6xlanudcx46qoqy 209 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 209 8 research research NN work_cxyxl5vs6zd6xlanudcx46qoqy 209 9 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 209 10 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 209 11 key key JJ work_cxyxl5vs6zd6xlanudcx46qoqy 209 12 ways way NNS work_cxyxl5vs6zd6xlanudcx46qoqy 209 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 210 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 210 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 210 4 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 210 5 present present VBP work_cxyxl5vs6zd6xlanudcx46qoqy 210 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 210 7 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 210 8 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 210 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 210 11 pro- pro- NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 12 cess cess NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 210 14 synthesizing synthesize VBG work_cxyxl5vs6zd6xlanudcx46qoqy 210 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 210 16 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 17 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 210 18 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 19 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 210 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 210 21 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 210 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 210 23 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 210 24 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 210 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 211 1 Prior prior JJ work_cxyxl5vs6zd6xlanudcx46qoqy 211 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 211 3 was be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 211 4 ei- ei- XX work_cxyxl5vs6zd6xlanudcx46qoqy 211 5 ther th JJR work_cxyxl5vs6zd6xlanudcx46qoqy 211 6 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 211 7 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 211 8 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 211 9 did do VBD work_cxyxl5vs6zd6xlanudcx46qoqy 211 10 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 211 11 explicitly explicitly RB work_cxyxl5vs6zd6xlanudcx46qoqy 211 12 model model VB work_cxyxl5vs6zd6xlanudcx46qoqy 211 13 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 211 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 212 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 212 2 ii ii LS work_cxyxl5vs6zd6xlanudcx46qoqy 212 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 212 4 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 212 5 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 212 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 212 7 supervised supervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 212 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 212 9 fo- fo- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 212 10 cuses cuse NNS work_cxyxl5vs6zd6xlanudcx46qoqy 212 11 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 212 12 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 212 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 213 1 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 3 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 4 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 5 2000 2000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 213 6 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 8 Soricut Soricut NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 10 Och Och NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 11 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 12 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 213 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 213 15 being be VBG work_cxyxl5vs6zd6xlanudcx46qoqy 213 16 fully fully RB work_cxyxl5vs6zd6xlanudcx46qoqy 213 17 unsupervised unsupervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 213 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 213 19 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 213 20 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 213 21 distinguish distinguish VB work_cxyxl5vs6zd6xlanudcx46qoqy 213 22 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 213 23 inflection inflection NN work_cxyxl5vs6zd6xlanudcx46qoqy 213 24 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 25 deriva- deriva- NN work_cxyxl5vs6zd6xlanudcx46qoqy 213 26 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 213 27 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 28 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 213 30 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 213 31 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 32 2001 2001 CD work_cxyxl5vs6zd6xlanudcx46qoqy 213 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 213 34 focus focus NN work_cxyxl5vs6zd6xlanudcx46qoqy 213 35 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 213 36 in- in- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 213 37 flection flection NN work_cxyxl5vs6zd6xlanudcx46qoqy 213 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 214 1 More more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 214 2 recently recently RB work_cxyxl5vs6zd6xlanudcx46qoqy 214 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 214 4 Narasimhan Narasimhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 214 5 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 214 6 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 214 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 215 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 215 2 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 215 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 215 4 look look VB work_cxyxl5vs6zd6xlanudcx46qoqy 215 5 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 215 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 215 7 unsupervised unsupervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 215 8 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 215 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 215 10 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 215 11 morpholog- morpholog- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 215 12 ical ical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 215 13 chains chain NNS work_cxyxl5vs6zd6xlanudcx46qoqy 215 14 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 215 15 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 215 16 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 215 17 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 215 18 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 215 19 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 215 20 crucial crucial JJ work_cxyxl5vs6zd6xlanudcx46qoqy 215 21 fea- fea- NN work_cxyxl5vs6zd6xlanudcx46qoqy 215 22 ture ture NN work_cxyxl5vs6zd6xlanudcx46qoqy 215 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 216 1 Their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 216 2 goal goal NN work_cxyxl5vs6zd6xlanudcx46qoqy 216 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 216 4 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 216 5 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 216 6 figure figure VB work_cxyxl5vs6zd6xlanudcx46qoqy 216 7 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 216 8 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 216 9 ordering ordering NN work_cxyxl5vs6zd6xlanudcx46qoqy 216 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 216 11 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 216 12 formation formation NN work_cxyxl5vs6zd6xlanudcx46qoqy 216 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 216 14 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 216 15 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 216 16 segmenta- segmenta- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 216 17 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 216 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 216 19 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 216 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 216 21 play7→playful7→playfulness play7→playful7→playfulness NNP work_cxyxl5vs6zd6xlanudcx46qoqy 216 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 217 1 While while IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 2 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 217 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 217 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 217 5 rich rich JJ work_cxyxl5vs6zd6xlanudcx46qoqy 217 6 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 217 7 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 8 ours -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 217 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 217 10 theirs -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 217 11 differs differ VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 217 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 13 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 14 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 217 15 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 217 16 un- un- RB work_cxyxl5vs6zd6xlanudcx46qoqy 217 17 supervised supervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 217 18 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 217 19 uses use VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 217 20 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 217 21 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 22 features feature NNS work_cxyxl5vs6zd6xlanudcx46qoqy 217 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 217 24 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 217 25 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 217 26 explicitly explicitly RB work_cxyxl5vs6zd6xlanudcx46qoqy 217 27 treating treat VBG work_cxyxl5vs6zd6xlanudcx46qoqy 217 28 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 217 29 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 217 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 218 1 All all DT work_cxyxl5vs6zd6xlanudcx46qoqy 218 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 218 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 218 4 above above JJ work_cxyxl5vs6zd6xlanudcx46qoqy 218 5 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 218 6 focuses focus VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 218 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 218 8 surface surface NN work_cxyxl5vs6zd6xlanudcx46qoqy 218 9 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 218 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 218 11 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 218 12 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 218 13 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 218 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 218 15 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 218 16 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 218 17 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 218 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 219 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 219 2 related related JJ work_cxyxl5vs6zd6xlanudcx46qoqy 219 3 line line NN work_cxyxl5vs6zd6xlanudcx46qoqy 219 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 219 5 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 219 6 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 219 7 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 219 8 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 219 9 goals goal NNS work_cxyxl5vs6zd6xlanudcx46qoqy 219 10 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 219 11 cerns cern VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 219 12 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 219 13 generation generation NN work_cxyxl5vs6zd6xlanudcx46qoqy 219 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 220 1 Two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 220 2 recent recent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 220 3 papers paper NNS work_cxyxl5vs6zd6xlanudcx46qoqy 220 4 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 220 5 address address VBP work_cxyxl5vs6zd6xlanudcx46qoqy 220 6 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 220 7 problem problem NN work_cxyxl5vs6zd6xlanudcx46qoqy 220 8 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 220 9 deep deep JJ work_cxyxl5vs6zd6xlanudcx46qoqy 220 10 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 220 11 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 220 12 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 220 13 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 220 14 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 220 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 221 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 221 2 2016a 2016a LS work_cxyxl5vs6zd6xlanudcx46qoqy 221 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 221 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 221 5 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 221 6 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 221 7 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 221 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 222 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 222 2 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 222 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 222 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 223 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 223 2 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 223 3 older old JJR work_cxyxl5vs6zd6xlanudcx46qoqy 223 4 line line NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 223 6 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 223 8 Yarowsky Yarowsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 223 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 223 10 Wicen- Wicen- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 223 11 towski towski NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 223 13 2000 2000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 223 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 223 15 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 223 16 Wicentowski Wicentowski NNP work_cxyxl5vs6zd6xlanudcx46qoqy 223 17 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 223 18 2002 2002 CD work_cxyxl5vs6zd6xlanudcx46qoqy 223 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 223 20 exploit exploit VB work_cxyxl5vs6zd6xlanudcx46qoqy 223 21 log log NNP work_cxyxl5vs6zd6xlanudcx46qoqy 223 22 frequency frequency NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 23 ratios ratio NNS work_cxyxl5vs6zd6xlanudcx46qoqy 223 24 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 223 25 inflectionally inflectionally RB work_cxyxl5vs6zd6xlanudcx46qoqy 223 26 related relate VBN work_cxyxl5vs6zd6xlanudcx46qoqy 223 27 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 223 28 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 223 29 tease tease VB work_cxyxl5vs6zd6xlanudcx46qoqy 223 30 apart apart RB work_cxyxl5vs6zd6xlanudcx46qoqy 223 31 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 223 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 223 33 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 223 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 223 35 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 223 36 past past JJ work_cxyxl5vs6zd6xlanudcx46qoqy 223 37 tense tense NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 38 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 223 39 sing sing NN work_cxyxl5vs6zd6xlanudcx46qoqy 223 40 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 223 41 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 223 42 singed singe VBN work_cxyxl5vs6zd6xlanudcx46qoqy 223 43 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 223 44 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 223 45 instead instead RB work_cxyxl5vs6zd6xlanudcx46qoqy 223 46 sang sing VBD work_cxyxl5vs6zd6xlanudcx46qoqy 223 47 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 224 1 Related related JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 3 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 4 Dreyer Dreyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 224 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 224 6 Eisner Eisner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 224 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 224 8 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 224 9 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 224 10 uses use VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 224 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 12 Dirichlet Dirichlet NNP work_cxyxl5vs6zd6xlanudcx46qoqy 224 13 process process NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 14 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 224 15 model model VB work_cxyxl5vs6zd6xlanudcx46qoqy 224 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 17 corpus corpus NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 18 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 19 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 20 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 224 21 mixture mixture NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 23 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 24 paradigm paradigm NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 25 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 224 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 224 27 allowing allow VBG work_cxyxl5vs6zd6xlanudcx46qoqy 224 28 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 30 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 31 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 32 supervised supervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 33 incorporation incorporation NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 34 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 35 distribu- distribu- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 36 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 37 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 224 38 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 39 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 224 40 structured structured JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 41 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 42 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 224 43 inflec- inflec- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 224 44 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 224 45 paradigm paradigm NNP work_cxyxl5vs6zd6xlanudcx46qoqy 224 46 completion completion NN work_cxyxl5vs6zd6xlanudcx46qoqy 224 47 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 225 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 225 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 225 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 225 4 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 225 5 related relate VBN work_cxyxl5vs6zd6xlanudcx46qoqy 225 6 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 225 7 recent recent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 225 8 attempts attempt NNS work_cxyxl5vs6zd6xlanudcx46qoqy 225 9 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 225 10 in- in- RB work_cxyxl5vs6zd6xlanudcx46qoqy 225 11 tegrate tegrate VB work_cxyxl5vs6zd6xlanudcx46qoqy 225 12 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 225 13 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 225 14 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 225 15 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 225 16 em- em- XX work_cxyxl5vs6zd6xlanudcx46qoqy 225 17 bedding bed VBG work_cxyxl5vs6zd6xlanudcx46qoqy 225 18 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 225 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 226 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 226 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 226 4 Botha Botha NNP work_cxyxl5vs6zd6xlanudcx46qoqy 226 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 226 6 Blun- Blun- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 226 7 som som NNP work_cxyxl5vs6zd6xlanudcx46qoqy 226 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 226 9 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 226 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 226 11 train train VB work_cxyxl5vs6zd6xlanudcx46qoqy 226 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 226 13 log log NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 14 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 226 15 bilinear bilinear NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 16 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 17 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 18 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 226 19 models model VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 226 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 226 21 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 22 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 226 23 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 226 24 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 226 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 227 1 Likewise likewise RB work_cxyxl5vs6zd6xlanudcx46qoqy 227 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 227 3 Luong Luong NNP work_cxyxl5vs6zd6xlanudcx46qoqy 227 4 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 227 5 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 227 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 228 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 228 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 228 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 228 4 train train VB work_cxyxl5vs6zd6xlanudcx46qoqy 228 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 228 6 recursive recursive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 228 7 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 228 8 network network NN work_cxyxl5vs6zd6xlanudcx46qoqy 228 9 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 228 10 Goller Goller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 228 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 228 12 Küchler Küchler NNP work_cxyxl5vs6zd6xlanudcx46qoqy 228 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 228 14 1996 1996 CD work_cxyxl5vs6zd6xlanudcx46qoqy 228 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 228 16 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 228 17 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 228 18 heuristi- heuristi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 228 19 cally cally RB work_cxyxl5vs6zd6xlanudcx46qoqy 228 20 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 228 21 tree tree NN work_cxyxl5vs6zd6xlanudcx46qoqy 228 22 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 228 23 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 228 24 learn learn VB work_cxyxl5vs6zd6xlanudcx46qoqy 228 25 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 228 26 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 228 27 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 228 28 continuous continuous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 228 29 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 228 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 229 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 229 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 229 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 229 4 different different JJ work_cxyxl5vs6zd6xlanudcx46qoqy 229 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 229 6 that that DT work_cxyxl5vs6zd6xlanudcx46qoqy 229 7 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 229 8 learn learn VBP work_cxyxl5vs6zd6xlanudcx46qoqy 229 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 229 10 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 229 11 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 229 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 229 13 segmen- segmen- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 229 14 tation tation NN work_cxyxl5vs6zd6xlanudcx46qoqy 229 15 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 229 16 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 229 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 230 1 Moreover moreover RB work_cxyxl5vs6zd6xlanudcx46qoqy 230 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 230 3 supervised supervise VBD work_cxyxl5vs6zd6xlanudcx46qoqy 230 4 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 230 5 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 230 6 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 230 7 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 230 8 drastically drastically RB work_cxyxl5vs6zd6xlanudcx46qoqy 230 9 outperform outperform VB work_cxyxl5vs6zd6xlanudcx46qoqy 230 10 unsu- unsu- NN work_cxyxl5vs6zd6xlanudcx46qoqy 230 11 pervised pervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 230 12 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 230 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 230 14 Ruokolainen Ruokolainen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 230 15 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 230 16 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 230 17 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 230 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 230 19 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 230 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 230 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 231 1 Early early JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 3 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 231 4 Kay Kay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 231 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 231 6 1977 1977 CD work_cxyxl5vs6zd6xlanudcx46qoqy 231 7 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 231 8 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 231 9 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 231 10 interpreted interpret VBN work_cxyxl5vs6zd6xlanudcx46qoqy 231 11 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 231 12 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 13 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 231 14 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 15 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 16 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 231 18 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 231 19 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 231 20 neither neither CC work_cxyxl5vs6zd6xlanudcx46qoqy 231 21 ad- ad- CC work_cxyxl5vs6zd6xlanudcx46qoqy 231 22 dresses dress NNS work_cxyxl5vs6zd6xlanudcx46qoqy 231 23 nor nor CC work_cxyxl5vs6zd6xlanudcx46qoqy 231 24 experimentally experimentally RB work_cxyxl5vs6zd6xlanudcx46qoqy 231 25 evaluates evaluate VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 231 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 231 27 question question NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 231 29 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 30 modeling modeling NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 231 32 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 33 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 34 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 231 35 se- se- NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 36 mantic mantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 231 37 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 231 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 232 1 Moreover moreover RB work_cxyxl5vs6zd6xlanudcx46qoqy 232 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 232 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 232 4 may may MD work_cxyxl5vs6zd6xlanudcx46qoqy 232 5 view view VB work_cxyxl5vs6zd6xlanudcx46qoqy 232 6 canoni- canoni- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 7 39 39 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 8 dev dev NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 9 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 10 Model Model NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 11 Acc Acc NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 12 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 13 Edit Edit NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 14 Acc Acc NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 15 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 16 Edit Edit NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 17 E E NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 18 N N NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 19 Semi Semi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 20 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 232 21 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 23 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 25 0.55 0.55 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 26 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 27 .018 .018 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 28 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 29 0.75 0.75 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 30 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 31 .014 .014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 32 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 33 0.80 0.80 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 34 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 35 .043 .043 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 36 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 37 0.54 0.54 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 38 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 39 .018 .018 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 40 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 41 0.75 0.75 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 42 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 43 .014 .014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 44 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 45 0.78 0.78 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 46 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 47 .034 .034 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 48 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 49 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 50 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 51 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 52 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 53 0.77 0.77 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 54 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 55 .011 .011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 56 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 57 0.87 0.87 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 58 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 59 .007 .007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 60 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 61 0.41 0.41 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 62 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 63 .029 .029 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 64 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 65 0.77 0.77 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 66 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 67 .013 .013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 68 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 69 0.87 0.87 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 70 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 71 .007 .007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 72 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 73 0.43 0.43 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 74 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 75 .029 .029 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 76 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 77 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 78 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 79 Vec vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 80 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 81 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 232 82 Work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 83 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 84 0.83 0.83 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 85 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 86 .014 .014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 87 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 88 0.91 0.91 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 89 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 90 .008 .008 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 91 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 92 0.31 0.31 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 93 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 94 .019 .019 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 95 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 96 0.82 0.82 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 97 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 98 .020 .020 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 99 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 100 0.90 0.90 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 101 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 102 .011 .011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 103 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 104 0.32 0.32 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 105 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 106 .038 .038 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 107 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 108 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 109 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 110 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 111 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 112 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 113 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 114 0.94 0.94 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 115 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 116 .015 .015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 117 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 118 0.96 0.96 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 119 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 120 .009 .009 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 121 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 122 0.07 0.07 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 123 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 124 .016 .016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 125 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 126 0.94 0.94 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 127 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 128 .011 .011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 129 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 130 0.96 0.96 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 131 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 132 .007 .007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 133 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 134 0.07 0.07 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 135 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 136 .011 .011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 137 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 138 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 139 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 140 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 141 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 232 142 Vec vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 143 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 144 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 145 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 146 0.95 0.95 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 147 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 148 .011 .011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 149 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 150 0.97 0.97 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 151 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 152 .007 .007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 153 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 154 0.05 0.05 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 155 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 156 .013 .013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 157 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 158 0.95 0.95 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 159 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 160 .023 .023 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 161 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 162 0.97 0.97 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 163 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 164 .006 .006 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 165 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 166 0.05 0.05 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 167 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 168 .025 .025 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 169 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 170 D d NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 171 E E NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 172 Semi Semi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 173 - - NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 174 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 175 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 176 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 177 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 178 0.39 0.39 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 179 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 180 .062 .062 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 181 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 182 0.68 0.68 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 183 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 184 .039 .039 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 185 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 186 1.15 1.15 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 187 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 188 .230 .230 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 189 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 190 0.39 0.39 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 191 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 192 .058 .058 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 193 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 194 0.68 0.68 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 195 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 196 .042 .042 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 197 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 198 1.14 1.14 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 199 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 200 .240 .240 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 201 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 202 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 203 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 204 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 205 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 206 0.79 0.79 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 207 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 208 .107 .107 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 209 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 210 0.88 0.88 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 211 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 212 .069 .069 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 213 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 214 0.40 0.40 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 215 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 216 .313 .313 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 217 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 218 0.79 0.79 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 219 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 220 .099 .099 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 221 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 222 0.87 0.87 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 223 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 224 .063 .063 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 225 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 226 0.41 0.41 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 227 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 228 .282 .282 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 229 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 230 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 231 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 232 Vec vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 233 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 234 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 232 235 Work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 236 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 237 0.82 0.82 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 238 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 239 .102 .102 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 240 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 241 0.90 0.90 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 242 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 243 .067 .067 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 244 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 245 0.33 0.33 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 246 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 247 .312 .312 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 248 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 249 0.82 0.82 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 250 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 251 .096 .096 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 252 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 253 0.90 0.90 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 254 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 255 .061 .061 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 256 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 257 0.33 0.33 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 258 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 259 .282 .282 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 260 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 261 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 262 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 263 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 264 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 265 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 266 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 267 0.86 0.86 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 268 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 269 .108 .108 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 270 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 271 0.90 0.90 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 272 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 273 .070 .070 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 274 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 275 0.25 0.25 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 276 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 277 .288 .288 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 278 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 279 0.86 0.86 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 280 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 281 .100 .100 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 282 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 283 0.90 0.90 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 284 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 285 .064 .064 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 286 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 287 0.25 0.25 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 288 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 289 .268 .268 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 290 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 291 Joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 292 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 232 293 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 294 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 232 295 Vec vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 296 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 297 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 298 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 299 0.87 0.87 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 300 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 301 .106 .106 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 302 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 303 0.92 0.92 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 304 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 305 .069 .069 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 306 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 307 0.20 0.20 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 308 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 309 .285 .285 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 310 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 311 0.88 0.88 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 312 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 313 .096 .096 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 314 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 315 0.93 0.93 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 316 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 317 .062 .062 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 318 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 319 0.19 0.19 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 320 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 321 .263 .263 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 322 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 232 323 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 324 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 232 325 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 232 326 Results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 232 327 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 232 328 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 232 329 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 232 330 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 232 331 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 332 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 232 333 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 232 334 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 335 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 232 336 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 232 337 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 233 1 Standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 233 2 deviation deviation NN work_cxyxl5vs6zd6xlanudcx46qoqy 233 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 233 4 given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 233 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 233 6 parentheses parenthesis NNS work_cxyxl5vs6zd6xlanudcx46qoqy 233 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 234 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 234 2 compare compare VBP work_cxyxl5vs6zd6xlanudcx46qoqy 234 3 against against IN work_cxyxl5vs6zd6xlanudcx46qoqy 234 4 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 234 5 baselines baseline NNS work_cxyxl5vs6zd6xlanudcx46qoqy 234 6 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 234 7 do do VBP work_cxyxl5vs6zd6xlanudcx46qoqy 234 8 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 234 9 make make VB work_cxyxl5vs6zd6xlanudcx46qoqy 234 10 use use NN work_cxyxl5vs6zd6xlanudcx46qoqy 234 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 234 12 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 234 13 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 234 14 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 234 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 16 i i PRP work_cxyxl5vs6zd6xlanudcx46qoqy 234 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 18 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 234 19 Semi Semi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 20 - - NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 21 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 23 baseline baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 25 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 234 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 234 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 234 28 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 234 29 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 234 30 CRF crf NN work_cxyxl5vs6zd6xlanudcx46qoqy 234 31 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 234 32 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 234 33 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 234 34 account account VB work_cxyxl5vs6zd6xlanudcx46qoqy 234 35 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 234 36 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 234 37 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 234 38 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 234 39 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 40 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 41 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 42 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 234 43 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 44 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 45 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 234 46 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 234 47 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 234 48 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 234 49 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 234 50 version version NN work_cxyxl5vs6zd6xlanudcx46qoqy 234 51 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 234 52 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 234 53 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 234 54 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 234 55 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 234 56 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 234 57 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 235 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 235 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 235 3 compare compare VBP work_cxyxl5vs6zd6xlanudcx46qoqy 235 4 against against IN work_cxyxl5vs6zd6xlanudcx46qoqy 235 5 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 235 6 oracle oracle JJ work_cxyxl5vs6zd6xlanudcx46qoqy 235 7 version version NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 8 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 235 9 access access NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 10 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 235 11 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 12 URs ur NNS work_cxyxl5vs6zd6xlanudcx46qoqy 235 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 14 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 235 15 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 235 16 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 235 17 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 235 18 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 19 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 235 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 21 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 235 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 235 23 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 235 24 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 235 25 + + SYM work_cxyxl5vs6zd6xlanudcx46qoqy 235 26 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 235 27 + + CC work_cxyxl5vs6zd6xlanudcx46qoqy 235 28 Vec vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 29 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 30 Oracle oracle NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 31 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 32 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 235 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 235 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 235 35 revealing reveal VBG work_cxyxl5vs6zd6xlanudcx46qoqy 235 36 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 235 37 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 235 38 toughest tough JJS work_cxyxl5vs6zd6xlanudcx46qoqy 235 39 part part NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 40 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 235 41 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 235 42 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 235 43 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 44 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 235 45 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 235 46 reversing reverse VBG work_cxyxl5vs6zd6xlanudcx46qoqy 235 47 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 235 48 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 235 49 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 235 50 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 236 1 calization calization NN work_cxyxl5vs6zd6xlanudcx46qoqy 236 2 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 236 3 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 236 4 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 236 5 analogue analogue NN work_cxyxl5vs6zd6xlanudcx46qoqy 236 6 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 236 7 phonology phonology NN work_cxyxl5vs6zd6xlanudcx46qoqy 236 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 237 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 237 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 237 3 interpretation interpretation NN work_cxyxl5vs6zd6xlanudcx46qoqy 237 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 237 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 237 6 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 237 7 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 237 8 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 237 9 systems system NNS work_cxyxl5vs6zd6xlanudcx46qoqy 237 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 237 11 Ka- Ka- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 237 12 plan plan NN work_cxyxl5vs6zd6xlanudcx46qoqy 237 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 237 14 Kay Kay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 237 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 237 16 1994 1994 CD work_cxyxl5vs6zd6xlanudcx46qoqy 237 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 237 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 237 19 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 237 20 computationally computationally RB work_cxyxl5vs6zd6xlanudcx46qoqy 237 21 apply apply VBP work_cxyxl5vs6zd6xlanudcx46qoqy 237 22 SPE SPE NNP work_cxyxl5vs6zd6xlanudcx46qoqy 237 23 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 237 24 style style NN work_cxyxl5vs6zd6xlanudcx46qoqy 237 25 phonological phonological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 237 26 rules rule NNS work_cxyxl5vs6zd6xlanudcx46qoqy 237 27 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 237 28 Chomsky Chomsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 237 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 237 30 Halle Halle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 237 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 237 32 1968 1968 CD work_cxyxl5vs6zd6xlanudcx46qoqy 237 33 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 237 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 237 35 may may MD work_cxyxl5vs6zd6xlanudcx46qoqy 237 36 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 237 37 run run VBN work_cxyxl5vs6zd6xlanudcx46qoqy 237 38 backwards backwards RB work_cxyxl5vs6zd6xlanudcx46qoqy 237 39 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 237 40 get get VB work_cxyxl5vs6zd6xlanudcx46qoqy 237 41 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 237 42 un- un- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 237 43 derlying derlye VBG work_cxyxl5vs6zd6xlanudcx46qoqy 237 44 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 237 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 238 1 6 6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 238 2 Experiments Experiments NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 238 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 238 4 Results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 238 5 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 238 6 conduct conduct VBP work_cxyxl5vs6zd6xlanudcx46qoqy 238 7 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 238 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 238 9 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 238 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 238 11 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 238 12 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 238 13 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 238 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 239 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 239 2 analyze analyze VBP work_cxyxl5vs6zd6xlanudcx46qoqy 239 3 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 239 4 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 239 5 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 239 6 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 239 7 ability ability NN work_cxyxl5vs6zd6xlanudcx46qoqy 239 8 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 239 9 segment segment VB work_cxyxl5vs6zd6xlanudcx46qoqy 239 10 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 239 11 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 239 12 their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 239 13 canoni- canoni- NN work_cxyxl5vs6zd6xlanudcx46qoqy 239 14 cal cal NN work_cxyxl5vs6zd6xlanudcx46qoqy 239 15 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 239 16 as as RB work_cxyxl5vs6zd6xlanudcx46qoqy 239 17 well well RB work_cxyxl5vs6zd6xlanudcx46qoqy 239 18 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 239 19 its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 239 20 ability ability NN work_cxyxl5vs6zd6xlanudcx46qoqy 239 21 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 239 22 composition- composition- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 239 23 ally ally NNP work_cxyxl5vs6zd6xlanudcx46qoqy 239 24 derive derive VB work_cxyxl5vs6zd6xlanudcx46qoqy 239 25 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 239 26 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 239 27 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 239 28 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 239 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 240 1 Finally finally RB work_cxyxl5vs6zd6xlanudcx46qoqy 240 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 240 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 240 4 ex- ex- RB work_cxyxl5vs6zd6xlanudcx46qoqy 240 5 plore plore VBP work_cxyxl5vs6zd6xlanudcx46qoqy 240 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 240 7 relationship relationship NN work_cxyxl5vs6zd6xlanudcx46qoqy 240 8 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 240 9 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 240 10 seman- seman- NN work_cxyxl5vs6zd6xlanudcx46qoqy 240 11 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 240 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 240 13 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 240 14 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 240 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 241 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 241 2 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 241 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 241 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 241 5 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 241 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 241 7 pretrained pretrained JJ work_cxyxl5vs6zd6xlanudcx46qoqy 241 8 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 241 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 241 10 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 241 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 241 12 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 241 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 241 14 2014a 2014a CD work_cxyxl5vs6zd6xlanudcx46qoqy 241 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 241 16 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 241 17 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 241 18 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 241 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 242 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 242 2 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 242 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 242 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 242 5 train train VBP work_cxyxl5vs6zd6xlanudcx46qoqy 242 6 word2vec word2vec NN work_cxyxl5vs6zd6xlanudcx46qoqy 242 7 skip skip NN work_cxyxl5vs6zd6xlanudcx46qoqy 242 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 242 9 gram gram NN work_cxyxl5vs6zd6xlanudcx46qoqy 242 10 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 242 11 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 242 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 242 13 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 242 14 Wikipedia Wikipedia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 242 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 243 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 243 2 first first RB work_cxyxl5vs6zd6xlanudcx46qoqy 243 3 describe describe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 243 4 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 243 5 En- en- CD work_cxyxl5vs6zd6xlanudcx46qoqy 243 6 glish glish JJ work_cxyxl5vs6zd6xlanudcx46qoqy 243 7 dataset dataset NN work_cxyxl5vs6zd6xlanudcx46qoqy 243 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 243 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 243 10 subset subset NN work_cxyxl5vs6zd6xlanudcx46qoqy 243 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 243 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 243 13 English english JJ work_cxyxl5vs6zd6xlanudcx46qoqy 243 14 portion portion NN work_cxyxl5vs6zd6xlanudcx46qoqy 243 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 243 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 243 17 CELEX CELEX NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 18 lexical lexical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 243 19 database database NN work_cxyxl5vs6zd6xlanudcx46qoqy 243 20 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 243 21 Baayen Baayen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 22 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 23 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 24 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 243 26 1993 1993 CD work_cxyxl5vs6zd6xlanudcx46qoqy 243 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 243 28 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 243 29 was be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 243 30 selected select VBN work_cxyxl5vs6zd6xlanudcx46qoqy 243 31 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 243 32 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 33 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 34 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 243 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 244 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 244 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 244 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 244 4 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 244 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 244 6 dataset dataset NN work_cxyxl5vs6zd6xlanudcx46qoqy 244 7 contains contain VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 244 8 10,000 10,000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 244 9 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 244 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 245 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 245 2 allows allow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 245 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 245 4 com- com- NN work_cxyxl5vs6zd6xlanudcx46qoqy 245 5 parison parison NN work_cxyxl5vs6zd6xlanudcx46qoqy 245 6 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 245 7 previously previously RB work_cxyxl5vs6zd6xlanudcx46qoqy 245 8 proposed propose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 245 9 methods method NNS work_cxyxl5vs6zd6xlanudcx46qoqy 245 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 246 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 246 2 make make VBP work_cxyxl5vs6zd6xlanudcx46qoqy 246 3 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 246 4 modifications modification NNS work_cxyxl5vs6zd6xlanudcx46qoqy 246 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 247 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 247 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 247 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 247 4 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 247 5 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 247 6 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 247 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 248 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 248 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 248 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 248 4 make make VB work_cxyxl5vs6zd6xlanudcx46qoqy 248 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 248 6 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 248 7 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 248 8 morpheme morpheme NN work_cxyxl5vs6zd6xlanudcx46qoqy 248 9 assumption assumption NN work_cxyxl5vs6zd6xlanudcx46qoqy 248 10 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 248 11 every every DT work_cxyxl5vs6zd6xlanudcx46qoqy 248 12 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 248 13 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 248 14 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 248 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 248 16 exactly exactly RB work_cxyxl5vs6zd6xlanudcx46qoqy 248 17 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 248 18 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 248 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 249 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 249 2 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 249 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 249 4 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 249 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 249 6 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 249 7 true true JJ work_cxyxl5vs6zd6xlanudcx46qoqy 249 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 249 9 so so RB work_cxyxl5vs6zd6xlanudcx46qoqy 249 10 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 249 11 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 249 12 segment segment VBP work_cxyxl5vs6zd6xlanudcx46qoqy 249 13 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 249 14 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 249 15 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 249 16 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 249 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 249 18 corpus corpus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 249 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 250 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 250 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 250 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 250 4 friendless+ness friendless+ness NNP work_cxyxl5vs6zd6xlanudcx46qoqy 250 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 250 6 further further RB work_cxyxl5vs6zd6xlanudcx46qoqy 250 7 segmented segment VBN work_cxyxl5vs6zd6xlanudcx46qoqy 250 8 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 250 9 friend+less+ness friend+less+ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 250 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 251 1 To to TO work_cxyxl5vs6zd6xlanudcx46qoqy 251 2 nevertheless nevertheless RB work_cxyxl5vs6zd6xlanudcx46qoqy 251 3 allow allow VB work_cxyxl5vs6zd6xlanudcx46qoqy 251 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 251 5 fair fair JJ work_cxyxl5vs6zd6xlanudcx46qoqy 251 6 comparison comparison NN work_cxyxl5vs6zd6xlanudcx46qoqy 251 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 251 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 251 9 pro- pro- VBP work_cxyxl5vs6zd6xlanudcx46qoqy 251 10 vide vide VBP work_cxyxl5vs6zd6xlanudcx46qoqy 251 11 versions version NNS work_cxyxl5vs6zd6xlanudcx46qoqy 251 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 251 13 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 251 14 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 251 15 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 251 16 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 251 17 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 251 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 251 19 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 251 20 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 251 21 morpheme morpheme NN work_cxyxl5vs6zd6xlanudcx46qoqy 251 22 assumption assumption NN work_cxyxl5vs6zd6xlanudcx46qoqy 251 23 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 251 24 appropriate appropriate JJ work_cxyxl5vs6zd6xlanudcx46qoqy 251 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 252 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 252 2 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 252 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 252 4 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 252 5 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 252 6 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 252 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 253 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 253 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 253 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 253 4 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 253 5 provide provide VBP work_cxyxl5vs6zd6xlanudcx46qoqy 253 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 253 7 single single JJ work_cxyxl5vs6zd6xlanudcx46qoqy 253 8 train train NN work_cxyxl5vs6zd6xlanudcx46qoqy 253 9 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 253 10 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 253 11 split split NN work_cxyxl5vs6zd6xlanudcx46qoqy 253 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 254 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 254 2 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 254 3 require require VBP work_cxyxl5vs6zd6xlanudcx46qoqy 254 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 5 held hold VBN work_cxyxl5vs6zd6xlanudcx46qoqy 254 6 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 254 7 out out NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 8 develop- develop- FW work_cxyxl5vs6zd6xlanudcx46qoqy 254 9 ment ment JJ work_cxyxl5vs6zd6xlanudcx46qoqy 254 10 set set VBN work_cxyxl5vs6zd6xlanudcx46qoqy 254 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 254 12 hyperparameter hyperparameter NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 13 tuning tuning NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 254 15 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 254 16 randomly randomly RB work_cxyxl5vs6zd6xlanudcx46qoqy 254 17 allocate allocate VBP work_cxyxl5vs6zd6xlanudcx46qoqy 254 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 19 portion portion NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 20 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 254 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 22 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 23 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 254 24 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 254 25 select select VB work_cxyxl5vs6zd6xlanudcx46qoqy 254 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 27 hyperparameters hyperparameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 254 28 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 254 29 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 254 30 retrain retrain VB work_cxyxl5vs6zd6xlanudcx46qoqy 254 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 32 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 33 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 254 34 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 35 parameters parameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 254 36 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 254 37 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 254 38 original original JJ work_cxyxl5vs6zd6xlanudcx46qoqy 254 39 train train NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 40 split split NN work_cxyxl5vs6zd6xlanudcx46qoqy 254 41 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 255 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 255 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 255 3 report report VBP work_cxyxl5vs6zd6xlanudcx46qoqy 255 4 10-fold 10-fold CD work_cxyxl5vs6zd6xlanudcx46qoqy 255 5 cross cross NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 6 validation validation NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 7 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 255 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 255 9 addition addition NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 10 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 255 11 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 255 12 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 255 13 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 255 14 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 255 15 ’s ’s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 255 16 train train NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 17 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 255 18 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 19 split split NN work_cxyxl5vs6zd6xlanudcx46qoqy 255 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 256 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 256 2 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 256 3 dataset dataset NN work_cxyxl5vs6zd6xlanudcx46qoqy 256 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 256 5 taken take VBN work_cxyxl5vs6zd6xlanudcx46qoqy 256 6 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 256 7 Zeller Zeller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 256 8 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 256 9 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 256 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 257 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 257 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 257 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 257 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 257 5 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 257 6 described describe VBN work_cxyxl5vs6zd6xlanudcx46qoqy 257 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 257 8 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 257 9 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 257 10 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 257 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 258 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 258 2 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 258 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 258 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 259 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 259 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 259 3 again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 259 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 259 5 consists consist VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 259 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 259 7 10,000 10,000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 259 8 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 259 9 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 259 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 260 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 260 2 report report VBP work_cxyxl5vs6zd6xlanudcx46qoqy 260 3 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 260 4 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 260 5 10-fold 10-fold CD work_cxyxl5vs6zd6xlanudcx46qoqy 260 6 cross cross NN work_cxyxl5vs6zd6xlanudcx46qoqy 260 7 validation validation NN work_cxyxl5vs6zd6xlanudcx46qoqy 260 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 261 1 6.1 6.1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 261 2 Experiment experiment NN work_cxyxl5vs6zd6xlanudcx46qoqy 261 3 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 261 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 261 5 Canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 261 6 Segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 261 7 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 261 8 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 261 9 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 261 10 experiment experiment NN work_cxyxl5vs6zd6xlanudcx46qoqy 261 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 261 12 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 261 13 test test VBP work_cxyxl5vs6zd6xlanudcx46qoqy 261 14 whether whether IN work_cxyxl5vs6zd6xlanudcx46qoqy 261 15 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 261 16 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 261 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 261 18 continuous continuous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 261 19 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 261 20 allows allow VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 261 21 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 261 22 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 261 23 segment segment NN work_cxyxl5vs6zd6xlanudcx46qoqy 261 24 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 261 25 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 261 26 accurately accurately RB work_cxyxl5vs6zd6xlanudcx46qoqy 261 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 262 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 262 2 assume assume VBP work_cxyxl5vs6zd6xlanudcx46qoqy 262 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 262 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 262 5 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 262 6 given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 262 7 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 262 8 embedding embedding NN work_cxyxl5vs6zd6xlanudcx46qoqy 262 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 262 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 262 11 target target NN work_cxyxl5vs6zd6xlanudcx46qoqy 262 12 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 262 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 263 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 263 2 estimate estimate VBP work_cxyxl5vs6zd6xlanudcx46qoqy 263 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 263 4 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 263 5 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 263 7 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 263 9 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 263 11 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 12 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 13 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 263 15 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 263 16 described describe VBN work_cxyxl5vs6zd6xlanudcx46qoqy 263 17 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 263 18 § § CD work_cxyxl5vs6zd6xlanudcx46qoqy 263 19 4 4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 263 20 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 263 21 L2 l2 JJ work_cxyxl5vs6zd6xlanudcx46qoqy 263 22 regularization regularization NN work_cxyxl5vs6zd6xlanudcx46qoqy 263 23 λ||θ||22 λ||θ||22 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 263 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 264 1 To to TO work_cxyxl5vs6zd6xlanudcx46qoqy 264 2 evaluate evaluate VB work_cxyxl5vs6zd6xlanudcx46qoqy 264 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 264 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 264 5 decode decode VBP work_cxyxl5vs6zd6xlanudcx46qoqy 264 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 264 7 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 264 8 p(s p(s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 264 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 264 10 l l NN work_cxyxl5vs6zd6xlanudcx46qoqy 264 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 264 12 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 264 13 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 264 14 v v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 264 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 264 16 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 264 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 264 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 265 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 265 2 per- per- DT work_cxyxl5vs6zd6xlanudcx46qoqy 265 3 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 4 approximate approximate JJ work_cxyxl5vs6zd6xlanudcx46qoqy 265 5 MAP MAP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 265 6 inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 7 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 265 8 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 9 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 10 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 265 11 taking take VBG work_cxyxl5vs6zd6xlanudcx46qoqy 265 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 265 13 sample sample NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 14 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 265 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 265 16 highest high JJS work_cxyxl5vs6zd6xlanudcx46qoqy 265 17 score score NN work_cxyxl5vs6zd6xlanudcx46qoqy 265 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 266 1 40 40 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 2 EN EN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 3 DE de NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 4 BOW2 BOW2 NNS work_cxyxl5vs6zd6xlanudcx46qoqy 266 5 BOW5 BOW5 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 6 DEPs DEPs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 7 SG SG NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 8 dev dev NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 9 test test NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 10 dev dev NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 11 test test NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 12 dev dev NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 13 test test NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 14 dev dev NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 15 test test NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 16 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 266 17 ac ac NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 18 le le NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 19 stem stem NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 20 .403 .403 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 21 .402 .402 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 22 .374 .374 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 23 .376 .376 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 24 .422 .422 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 25 .422 .422 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 26 .400 .400 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 27 .405 .405 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 28 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 266 29 .635 .635 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 30 .635 .635 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 31 .541 .541 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 32 .542 .542 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 33 .787 .787 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 34 .785 .785 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 35 .712 .712 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 36 .711 .711 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 37 LDS lds NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 38 .660 .660 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 39 .660 .660 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 40 .566 .566 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 41 .568 .568 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 42 .806 .806 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 43 .804 .804 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 44 .717 .717 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 45 .718 .718 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 46 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 47 .660 .660 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 48 .660 .660 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 49 .565 .565 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 50 .567 .567 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 51 .807 .807 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 52 .806 .806 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 53 .707 .707 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 54 .712 .712 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 55 jo jo UH work_cxyxl5vs6zd6xlanudcx46qoqy 266 56 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 266 57 t t NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 58 stem stem NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 59 .399 .399 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 60 .400 .400 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 61 .371 .371 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 62 .372 .372 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 63 .411 .411 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 64 .412 .412 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 65 .394 .394 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 66 .398 .398 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 67 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 266 68 .625 .625 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 69 .625 .625 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 70 .524 .524 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 71 .525 .525 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 72 .782 .782 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 73 .781 .781 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 74 .705 .705 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 75 .704 .704 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 76 LDS lds NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 77 .648 .648 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 78 .648 .648 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 79 .547 .547 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 80 .547 .547 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 81 .799 .799 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 82 .797 .797 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 83 .712 .712 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 84 .711 .711 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 85 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 86 .649 .649 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 87 .647 .647 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 88 .547 .547 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 89 .546 .546 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 90 .801 .801 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 91 .799 .799 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 92 .706 .706 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 93 .708 .708 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 94 ch ch NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 95 ar ar IN work_cxyxl5vs6zd6xlanudcx46qoqy 266 96 GRU GRU NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 97 .586 .586 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 98 .585 .585 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 99 .452 .452 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 100 .452 .452 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 101 .769 .769 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 102 .768 .768 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 103 .675 .675 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 104 .667 .667 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 105 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 106 .586 .586 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 107 .586 .586 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 108 .455 .455 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 109 .455 .455 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 110 .768 .768 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 111 .767 .767 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 112 .677 .677 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 113 .666 .666 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 114 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 115 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 266 116 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 266 117 Vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 118 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 119 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 120 measured measure VBN work_cxyxl5vs6zd6xlanudcx46qoqy 266 121 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 266 122 mean mean NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 123 co- co- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 124 sine sine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 125 similarity similarity NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 126 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 127 both both CC work_cxyxl5vs6zd6xlanudcx46qoqy 266 128 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 266 129 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 130 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 266 131 oracle oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 132 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 266 133 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 134 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 266 135 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 266 136 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 137 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 266 138 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 266 139 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 266 140 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 266 141 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 266 142 char char NNP work_cxyxl5vs6zd6xlanudcx46qoqy 266 143 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 266 144 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 266 145 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 146 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 266 147 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 267 1 Surprisingly surprisingly RB work_cxyxl5vs6zd6xlanudcx46qoqy 267 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 267 3 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 267 4 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 267 5 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 267 6 close close JJ work_cxyxl5vs6zd6xlanudcx46qoqy 267 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 267 8 performance performance NN work_cxyxl5vs6zd6xlanudcx46qoqy 267 9 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 267 10 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 267 11 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 267 12 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 267 13 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 267 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 268 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 268 2 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 268 3 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 268 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 268 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 268 6 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 268 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 268 8 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 268 9 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 268 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 268 11 de- de- NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 12 pendency pendency NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 13 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 268 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 268 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 268 16 combination combination NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 268 18 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 268 19 per- per- NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 20 forms form NNS work_cxyxl5vs6zd6xlanudcx46qoqy 268 21 best well RBS work_cxyxl5vs6zd6xlanudcx46qoqy 268 22 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 268 23 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 24 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 268 25 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 268 26 § § CD work_cxyxl5vs6zd6xlanudcx46qoqy 268 27 6.2 6.2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 268 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 269 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 269 2 follow follow VBP work_cxyxl5vs6zd6xlanudcx46qoqy 269 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 269 4 experimental experimental JJ work_cxyxl5vs6zd6xlanudcx46qoqy 269 5 design design NN work_cxyxl5vs6zd6xlanudcx46qoqy 269 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 269 7 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 269 8 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 269 9 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 269 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 270 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 270 2 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 270 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 270 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 271 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 271 2 compare compare VBP work_cxyxl5vs6zd6xlanudcx46qoqy 271 3 against against IN work_cxyxl5vs6zd6xlanudcx46qoqy 271 4 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 271 5 base- base- NN work_cxyxl5vs6zd6xlanudcx46qoqy 271 6 lines line NNS work_cxyxl5vs6zd6xlanudcx46qoqy 271 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 8 marked mark VBN work_cxyxl5vs6zd6xlanudcx46qoqy 271 9 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 271 10 Baseline Baseline NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 11 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 271 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 271 13 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 271 14 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 271 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 16 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 271 17 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 18 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 271 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 20 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 271 21 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 271 22 Semi- Semi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 23 CRF CRF NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 24 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 271 25 segmenter segmenter NN work_cxyxl5vs6zd6xlanudcx46qoqy 271 26 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 271 27 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 271 28 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 271 29 account account VB work_cxyxl5vs6zd6xlanudcx46qoqy 271 30 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 271 31 ortho- ortho- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 271 32 graphic graphic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 271 33 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 271 34 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 271 35 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 36 ii ii LS work_cxyxl5vs6zd6xlanudcx46qoqy 271 37 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 271 38 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 271 39 full full JJ work_cxyxl5vs6zd6xlanudcx46qoqy 271 40 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 271 41 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 42 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 271 43 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 271 44 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 271 45 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 46 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 47 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 271 48 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 272 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 272 2 2016b).13 2016b).13 CD work_cxyxl5vs6zd6xlanudcx46qoqy 272 3 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 272 4 additionally additionally RB work_cxyxl5vs6zd6xlanudcx46qoqy 272 5 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 272 6 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 272 7 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 272 8 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 272 9 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 272 10 setting setting NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 272 12 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 272 13 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 272 14 give give VBP work_cxyxl5vs6zd6xlanudcx46qoqy 272 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 272 16 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 272 18 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 19 underlying underlie VBG work_cxyxl5vs6zd6xlanudcx46qoqy 272 20 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 272 21 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 272 23 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 272 24 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 272 25 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 272 26 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 272 27 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 272 28 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 272 29 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 30 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 272 31 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 32 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 272 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 273 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 273 2 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 273 3 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 273 4 insight insight NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 5 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 273 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 273 7 performance performance NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 273 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 273 10 transduction transduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 11 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 273 13 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 273 14 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 273 16 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 273 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 273 18 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 273 19 much much JJ work_cxyxl5vs6zd6xlanudcx46qoqy 273 20 could could MD work_cxyxl5vs6zd6xlanudcx46qoqy 273 21 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 273 22 benefit benefit VB work_cxyxl5vs6zd6xlanudcx46qoqy 273 23 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 273 24 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 273 25 richer rich JJR work_cxyxl5vs6zd6xlanudcx46qoqy 273 26 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 273 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 274 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 274 2 hyperparameters hyperparameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 274 3 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 274 4 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 274 5 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 274 6 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 274 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 274 8 regularization regularization NN work_cxyxl5vs6zd6xlanudcx46qoqy 274 9 coefficient coefficient NN work_cxyxl5vs6zd6xlanudcx46qoqy 274 10 λ λ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 274 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 274 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 274 13 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 274 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 274 15 σ2 σ2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 274 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 274 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 274 18 variance variance NN work_cxyxl5vs6zd6xlanudcx46qoqy 274 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 274 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 274 21 Gaussian gaussian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 274 22 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 274 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 275 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 275 2 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 275 3 grid grid NN work_cxyxl5vs6zd6xlanudcx46qoqy 275 4 search search NN work_cxyxl5vs6zd6xlanudcx46qoqy 275 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 275 6 tune tune VB work_cxyxl5vs6zd6xlanudcx46qoqy 275 7 them -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 275 8 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 275 9 λ λ LS work_cxyxl5vs6zd6xlanudcx46qoqy 275 10 ∈ ∈ JJR work_cxyxl5vs6zd6xlanudcx46qoqy 275 11 { { -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 275 12 0.0 0.0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 14 101 101 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 16 102 102 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 18 103 103 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 20 104 104 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 22 105 105 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 23 } } -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 275 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 25 σ2 σ2 JJ work_cxyxl5vs6zd6xlanudcx46qoqy 275 26 ∈ ∈ JJ work_cxyxl5vs6zd6xlanudcx46qoqy 275 27 { { -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 275 28 0.25 0.25 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 30 0.5 0.5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 32 0.75 0.75 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 275 34 1.0 1.0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 275 35 } } -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 275 36 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 276 1 Metrics metric NNS work_cxyxl5vs6zd6xlanudcx46qoqy 276 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 277 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 277 2 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 277 3 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 277 4 metrics metric NNS work_cxyxl5vs6zd6xlanudcx46qoqy 277 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 277 6 evaluate evaluate VB work_cxyxl5vs6zd6xlanudcx46qoqy 277 7 segmen- segmen- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 277 8 tation tation NN work_cxyxl5vs6zd6xlanudcx46qoqy 277 9 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 277 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 278 1 Note note VB work_cxyxl5vs6zd6xlanudcx46qoqy 278 2 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 4 evaluation evaluation NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 6 canon- canon- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 278 7 ical ical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 278 8 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 278 10 hard hard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 278 11 since since IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 13 system system NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 14 may may MD work_cxyxl5vs6zd6xlanudcx46qoqy 278 15 re- re- RB work_cxyxl5vs6zd6xlanudcx46qoqy 278 16 turn turn VB work_cxyxl5vs6zd6xlanudcx46qoqy 278 17 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 18 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 20 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 278 21 whose whose WP$ work_cxyxl5vs6zd6xlanudcx46qoqy 278 22 concatenation concatenation NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 23 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 278 24 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 278 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 26 same same JJ work_cxyxl5vs6zd6xlanudcx46qoqy 278 27 length length NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 28 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 29 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 30 concatenation concatenation NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 31 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 278 32 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 278 33 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 278 34 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 278 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 279 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 279 2 rules rule VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 279 3 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 279 4 metrics metric NNS work_cxyxl5vs6zd6xlanudcx46qoqy 279 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 279 6 surface surface NN work_cxyxl5vs6zd6xlanudcx46qoqy 279 7 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 279 8 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 279 9 border border NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 10 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 11 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 279 12 Kurimo Kurimo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 13 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 14 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 15 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 279 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 279 17 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 279 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 279 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 279 20 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 279 21 require require VBP work_cxyxl5vs6zd6xlanudcx46qoqy 279 22 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 279 23 strings string NNS work_cxyxl5vs6zd6xlanudcx46qoqy 279 24 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 279 25 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 279 26 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 279 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 279 28 same same JJ work_cxyxl5vs6zd6xlanudcx46qoqy 279 29 length length NN work_cxyxl5vs6zd6xlanudcx46qoqy 279 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 280 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 280 2 now now RB work_cxyxl5vs6zd6xlanudcx46qoqy 280 3 define define VBP work_cxyxl5vs6zd6xlanudcx46qoqy 280 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 280 5 metrics metric NNS work_cxyxl5vs6zd6xlanudcx46qoqy 280 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 281 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 281 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 281 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 281 4 Segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 281 5 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 281 6 measures measure NNS work_cxyxl5vs6zd6xlanudcx46qoqy 281 7 whether whether IN work_cxyxl5vs6zd6xlanudcx46qoqy 281 8 every every DT work_cxyxl5vs6zd6xlanudcx46qoqy 281 9 single single JJ work_cxyxl5vs6zd6xlanudcx46qoqy 281 10 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 281 11 morpheme morpheme NN work_cxyxl5vs6zd6xlanudcx46qoqy 281 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 281 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 281 14 returned return VBN work_cxyxl5vs6zd6xlanudcx46qoqy 281 15 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 281 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 281 17 correct correct JJ work_cxyxl5vs6zd6xlanudcx46qoqy 281 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 282 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 282 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 282 3 inflexible inflexible JJ work_cxyxl5vs6zd6xlanudcx46qoqy 282 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 282 5 closer close JJR work_cxyxl5vs6zd6xlanudcx46qoqy 282 6 answers answer NNS work_cxyxl5vs6zd6xlanudcx46qoqy 282 7 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 282 8 penalized penalize VBN work_cxyxl5vs6zd6xlanudcx46qoqy 282 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 282 10 same same JJ work_cxyxl5vs6zd6xlanudcx46qoqy 282 11 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 282 12 13i.e 13i.e NNP work_cxyxl5vs6zd6xlanudcx46qoqy 282 13 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 282 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 282 15 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 282 16 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 282 17 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 282 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 282 19 Gaussian gaussian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 282 20 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 282 21 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 282 22 scores score VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 282 23 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 282 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 283 1 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 283 2 distant distant JJ work_cxyxl5vs6zd6xlanudcx46qoqy 283 3 answers answer NNS work_cxyxl5vs6zd6xlanudcx46qoqy 283 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 284 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 284 2 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 284 4 Morpheme Morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 5 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 6 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 284 7 van van NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 8 den den NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 9 Bosch Bosch NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 284 11 Daelemans Daelemans NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 284 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 284 13 1999 1999 CD work_cxyxl5vs6zd6xlanudcx46qoqy 284 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 284 15 takes take VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 284 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 284 17 predicted predict VBN work_cxyxl5vs6zd6xlanudcx46qoqy 284 18 se- se- NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 19 quence quence NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 20 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 284 21 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 284 22 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 284 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 284 24 turns turn VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 284 25 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 284 26 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 284 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 284 28 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 284 30 computes compute VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 284 31 precision precision NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 32 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 284 33 recall recall NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 34 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 284 35 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 284 36 standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 284 37 way way NN work_cxyxl5vs6zd6xlanudcx46qoqy 284 38 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 284 39 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 284 40 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 284 41 that that DT work_cxyxl5vs6zd6xlanudcx46qoqy 284 42 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 284 43 computes compute VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 284 44 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 284 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 285 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 285 2 metric metric NN work_cxyxl5vs6zd6xlanudcx46qoqy 285 3 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 285 4 credit credit NN work_cxyxl5vs6zd6xlanudcx46qoqy 285 5 if if IN work_cxyxl5vs6zd6xlanudcx46qoqy 285 6 some some DT work_cxyxl5vs6zd6xlanudcx46qoqy 285 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 285 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 285 9 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 285 10 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 285 11 were be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 285 12 correct correct JJ work_cxyxl5vs6zd6xlanudcx46qoqy 285 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 286 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 286 2 iii iii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 286 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 286 4 Levenshtein Levenshtein NNP work_cxyxl5vs6zd6xlanudcx46qoqy 286 5 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 286 6 joins join VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 286 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 286 8 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 286 9 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 286 10 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 286 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 286 12 special special JJ work_cxyxl5vs6zd6xlanudcx46qoqy 286 13 symbol symbol NN work_cxyxl5vs6zd6xlanudcx46qoqy 286 14 # # NN work_cxyxl5vs6zd6xlanudcx46qoqy 286 15 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 286 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 286 17 single single JJ work_cxyxl5vs6zd6xlanudcx46qoqy 286 18 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 286 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 286 20 computes compute VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 286 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 286 22 Levenshtein Levenshtein NNP work_cxyxl5vs6zd6xlanudcx46qoqy 286 23 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 286 24 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 286 25 predicted predicted JJ work_cxyxl5vs6zd6xlanudcx46qoqy 286 26 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 286 27 gold gold JJ work_cxyxl5vs6zd6xlanudcx46qoqy 286 28 strings string NNS work_cxyxl5vs6zd6xlanudcx46qoqy 286 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 287 1 Discussion discussion NN work_cxyxl5vs6zd6xlanudcx46qoqy 287 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 288 1 Results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 288 2 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 288 3 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 288 4 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 288 5 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 288 6 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 288 7 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 288 8 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 288 9 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 288 10 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 288 11 improves improve VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 288 12 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 288 13 ability ability NN work_cxyxl5vs6zd6xlanudcx46qoqy 288 14 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 288 15 analyze analyze VB work_cxyxl5vs6zd6xlanudcx46qoqy 288 16 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 288 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 289 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 289 2 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 289 4 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 289 5 proposed propose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 289 6 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 289 7 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 289 9 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 289 10 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 289 11 Work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 12 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 289 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 289 14 outperforms outperform VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 289 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 289 16 baseline baseline NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 17 supervised supervise VBD work_cxyxl5vs6zd6xlanudcx46qoqy 289 18 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 289 19 segmenter segmenter NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 289 21 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 289 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 289 23 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 24 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 289 25 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 289 26 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 289 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 289 28 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 289 29 art art NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 30 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 289 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 289 32 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 289 34 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 289 35 .05 .05 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 289 36 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 289 37 resp resp NN work_cxyxl5vs6zd6xlanudcx46qoqy 289 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 290 1 .03 .03 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 290 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 290 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 290 4 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 290 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 290 6 .03 .03 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 290 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 290 8 resp resp NN work_cxyxl5vs6zd6xlanudcx46qoqy 290 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 291 1 .03 .03 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 291 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 291 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 291 4 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 291 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 291 6 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 291 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 291 8 resp resp NNP work_cxyxl5vs6zd6xlanudcx46qoqy 291 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 292 1 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 292 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 292 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 293 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 293 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 293 3 find find VBP work_cxyxl5vs6zd6xlanudcx46qoqy 293 4 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 293 5 when when WRB work_cxyxl5vs6zd6xlanudcx46qoqy 293 6 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 293 7 give give VBP work_cxyxl5vs6zd6xlanudcx46qoqy 293 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 293 9 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 293 10 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 293 11 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 293 12 oracle oracle JJ work_cxyxl5vs6zd6xlanudcx46qoqy 293 13 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 293 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 293 15 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 293 16 generally generally RB work_cxyxl5vs6zd6xlanudcx46qoqy 293 17 help help VBP work_cxyxl5vs6zd6xlanudcx46qoqy 293 18 less less JJR work_cxyxl5vs6zd6xlanudcx46qoqy 293 19 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 293 20 .01 .01 . work_cxyxl5vs6zd6xlanudcx46qoqy 293 21 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 293 22 resp resp NN work_cxyxl5vs6zd6xlanudcx46qoqy 293 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 294 1 .02 .02 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 294 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 294 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 294 4 ac- ac- DT work_cxyxl5vs6zd6xlanudcx46qoqy 294 5 curacy curacy NN work_cxyxl5vs6zd6xlanudcx46qoqy 294 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 294 7 .01 .01 . work_cxyxl5vs6zd6xlanudcx46qoqy 294 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 294 9 resp resp NN work_cxyxl5vs6zd6xlanudcx46qoqy 294 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 295 1 .03 .03 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 295 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 295 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 295 4 F1 F1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 295 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 295 6 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 295 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 295 8 resp resp NNP work_cxyxl5vs6zd6xlanudcx46qoqy 295 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 296 1 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 296 2 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 296 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 297 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 297 2 indicates indicate VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 297 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 297 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 297 5 chief chief NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 6 boon boon NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 297 8 vec- vec- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 297 9 tor tor NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 10 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 11 factor factor NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 12 provides provide VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 297 13 lies lie NNS work_cxyxl5vs6zd6xlanudcx46qoqy 297 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 297 15 selection selection NN work_cxyxl5vs6zd6xlanudcx46qoqy 297 16 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 297 17 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 297 18 appropriate appropriate JJ work_cxyxl5vs6zd6xlanudcx46qoqy 297 19 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 297 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 298 1 Moreover moreover RB work_cxyxl5vs6zd6xlanudcx46qoqy 298 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 298 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 298 4 up up NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 298 6 .15 .15 . work_cxyxl5vs6zd6xlanudcx46qoqy 298 7 differ- differ- NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 8 ence ence NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 9 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 10 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 298 11 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 12 systems system NNS work_cxyxl5vs6zd6xlanudcx46qoqy 298 13 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 298 15 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 16 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 298 17 oracle oracle NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 18 UR UR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 298 19 suggests suggest VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 298 20 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 21 reversing reverse VBG work_cxyxl5vs6zd6xlanudcx46qoqy 298 22 orthographic orthographic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 298 23 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 298 24 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 298 25 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 298 26 particularly particularly RB work_cxyxl5vs6zd6xlanudcx46qoqy 298 27 difficult difficult JJ work_cxyxl5vs6zd6xlanudcx46qoqy 298 28 part part NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 29 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 30 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 298 31 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 298 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 298 33 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 34 least least JJS work_cxyxl5vs6zd6xlanudcx46qoqy 298 35 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 298 36 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 298 37 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 299 1 6.2 6.2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 299 2 Experiment experiment NN work_cxyxl5vs6zd6xlanudcx46qoqy 299 3 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 299 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 299 5 Vector Vector NNP work_cxyxl5vs6zd6xlanudcx46qoqy 299 6 Approximation Approximation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 299 7 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 299 8 adopt adopt VBP work_cxyxl5vs6zd6xlanudcx46qoqy 299 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 299 10 experimental experimental JJ work_cxyxl5vs6zd6xlanudcx46qoqy 299 11 design design NN work_cxyxl5vs6zd6xlanudcx46qoqy 299 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 299 13 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 299 14 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 299 15 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 299 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 300 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 300 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 300 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 300 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 301 1 Its -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 301 2 aim aim NN work_cxyxl5vs6zd6xlanudcx46qoqy 301 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 301 4 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 301 5 approximate approximate VB work_cxyxl5vs6zd6xlanudcx46qoqy 301 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 301 7 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 301 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 301 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 301 10 derivationally derivationally RB work_cxyxl5vs6zd6xlanudcx46qoqy 301 11 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 301 12 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 301 13 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 301 14 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 301 15 learned learn VBN work_cxyxl5vs6zd6xlanudcx46qoqy 301 16 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 301 17 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 301 18 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 301 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 302 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 302 2 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 302 3 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 302 4 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 302 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 303 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 303 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 4 assume assume VBP work_cxyxl5vs6zd6xlanudcx46qoqy 303 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 303 6 gold gold JJ work_cxyxl5vs6zd6xlanudcx46qoqy 303 7 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 303 8 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 303 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 303 10 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 303 11 compare compare VBP work_cxyxl5vs6zd6xlanudcx46qoqy 303 12 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 303 13 set- set- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 303 14 tings ting NNS work_cxyxl5vs6zd6xlanudcx46qoqy 303 15 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 303 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 17 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 303 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 19 oracle oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 303 20 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 303 21 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 303 22 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 303 23 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 24 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 303 25 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 303 26 in- in- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 303 27 ferred ferre VBD work_cxyxl5vs6zd6xlanudcx46qoqy 303 28 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 303 29 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 303 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 304 1 To to IN work_cxyxl5vs6zd6xlanudcx46qoqy 304 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 304 3 best good JJS work_cxyxl5vs6zd6xlanudcx46qoqy 304 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 304 5 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 304 6 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 304 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 304 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 304 9 ii ii NN work_cxyxl5vs6zd6xlanudcx46qoqy 304 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 304 11 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 304 12 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 304 13 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 304 14 experimental experimental JJ work_cxyxl5vs6zd6xlanudcx46qoqy 304 15 condition condition NN work_cxyxl5vs6zd6xlanudcx46qoqy 304 16 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 304 17 no no DT work_cxyxl5vs6zd6xlanudcx46qoqy 304 18 previous previous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 304 19 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 304 20 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 304 21 addressed address VBN work_cxyxl5vs6zd6xlanudcx46qoqy 304 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 305 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 305 2 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 305 3 four four CD work_cxyxl5vs6zd6xlanudcx46qoqy 305 4 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 305 5 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 305 6 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 305 7 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 305 8 Ta- Ta- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 305 9 ble ble VB work_cxyxl5vs6zd6xlanudcx46qoqy 305 10 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 305 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 305 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 306 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 306 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 306 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 306 4 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 306 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 306 6 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 306 7 just just RB work_cxyxl5vs6zd6xlanudcx46qoqy 306 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 306 9 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 306 10 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 306 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 307 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 307 2 baseline baseline NN work_cxyxl5vs6zd6xlanudcx46qoqy 307 3 tells tell VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 307 4 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 307 5 what what WP work_cxyxl5vs6zd6xlanudcx46qoqy 307 6 happens happen VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 307 7 if if IN work_cxyxl5vs6zd6xlanudcx46qoqy 307 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 307 9 make make VBP work_cxyxl5vs6zd6xlanudcx46qoqy 307 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 307 11 incor- incor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 307 12 rect rect NN work_cxyxl5vs6zd6xlanudcx46qoqy 307 13 assumption assumption NN work_cxyxl5vs6zd6xlanudcx46qoqy 307 14 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 307 15 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 307 16 behaves behave NNS work_cxyxl5vs6zd6xlanudcx46qoqy 307 17 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 307 18 inflec- inflec- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 307 19 tion tion NNP work_cxyxl5vs6zd6xlanudcx46qoqy 307 20 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 307 21 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 307 22 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 307 23 meaning mean VBG work_cxyxl5vs6zd6xlanudcx46qoqy 307 24 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 307 25 changing change VBG work_cxyxl5vs6zd6xlanudcx46qoqy 307 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 308 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 308 2 ii ii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 308 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 308 4 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 308 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 308 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 308 7 purely purely RB work_cxyxl5vs6zd6xlanudcx46qoqy 308 8 additive additive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 308 9 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 308 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 309 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 309 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 309 3 arguably arguably RB work_cxyxl5vs6zd6xlanudcx46qoqy 309 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 309 5 simplest simple JJS work_cxyxl5vs6zd6xlanudcx46qoqy 309 6 way way NN work_cxyxl5vs6zd6xlanudcx46qoqy 309 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 309 8 combining combine VBG work_cxyxl5vs6zd6xlanudcx46qoqy 309 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 309 10 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 309 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 309 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 309 13 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 309 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 310 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 310 2 iii iii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 310 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 310 4 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 310 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 310 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 310 7 linear linear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 310 8 dynamical dynamical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 310 9 system system NN work_cxyxl5vs6zd6xlanudcx46qoqy 310 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 311 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 311 2 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 311 3 arguably arguably RB work_cxyxl5vs6zd6xlanudcx46qoqy 311 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 311 5 sim- sim- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 311 6 plest pl JJS work_cxyxl5vs6zd6xlanudcx46qoqy 311 7 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 311 8 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 311 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 312 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 312 2 iv iv LS work_cxyxl5vs6zd6xlanudcx46qoqy 312 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 312 4 A a NN work_cxyxl5vs6zd6xlanudcx46qoqy 312 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 312 6 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 312 7 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 312 8 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 312 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 313 1 Recur- Recur- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 2 41 41 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 3 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 313 4 HR hr NN work_cxyxl5vs6zd6xlanudcx46qoqy 313 5 LR LR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 6 -less -less NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 7 in- in- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 8 un- un- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 313 9 L l NN work_cxyxl5vs6zd6xlanudcx46qoqy 313 10 az az NN work_cxyxl5vs6zd6xlanudcx46qoqy 313 11 ar ar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 12 i -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 313 13 d d NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 14 ou ou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 15 stem stem NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 16 .47 .47 . work_cxyxl5vs6zd6xlanudcx46qoqy 313 17 .52 .52 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 18 .32 .32 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 19 .22 .22 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 20 .39 .39 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 313 21 .33 .33 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 313 22 mult mult NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 23 .39 .39 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 313 24 .43 .43 SYM work_cxyxl5vs6zd6xlanudcx46qoqy 313 25 .28 .28 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 26 .23 .23 CD work_cxyxl5vs6zd6xlanudcx46qoqy 313 27 .34 .34 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 313 28 .33 .33 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 313 29 dil dil NNP work_cxyxl5vs6zd6xlanudcx46qoqy 313 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 314 1 .48 .48 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 2 .53 .53 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 3 .33 .33 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 4 .30 .30 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 5 .45 .45 UH work_cxyxl5vs6zd6xlanudcx46qoqy 314 6 .41 .41 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 7 wadd wadd NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 8 .50 .50 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 9 .55 .55 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 10 .38 .38 SYM work_cxyxl5vs6zd6xlanudcx46qoqy 314 11 .24 .24 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 12 .40 .40 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 13 .34 .34 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 14 fulladd fulladd NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 15 .56 .56 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 16 .61 .61 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 17 .41 .41 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 18 .38 .38 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 19 .47 .47 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 20 .44 .44 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 21 lexfunc lexfunc NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 22 .54 .54 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 23 .58 .58 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 24 .42 .42 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 25 .44 .44 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 26 .45 .45 UH work_cxyxl5vs6zd6xlanudcx46qoqy 314 27 .46 .46 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 28 B b NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 29 O o NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 30 W w NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 31 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 32 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 33 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 34 .44 .44 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 35 .38 .38 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 36 .32 .32 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 37 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 38 .51 .51 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 39 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 314 40 .65 .65 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 41 .67 .67 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 42 .61 .61 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 43 .60 .60 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 44 .64 .64 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 45 .67 .67 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 46 LDS lds NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 47 .67 .67 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 48 .69 .69 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 49 .62 .62 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 50 .61 .61 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 51 .66 .66 NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 52 .67 .67 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 53 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 54 .67 .67 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 55 .69 .69 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 56 .60 .60 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 57 .60 .60 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 58 .65 .65 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 59 .66 .66 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 60 c c LS work_cxyxl5vs6zd6xlanudcx46qoqy 314 61 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 62 GRU gru NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 63 .59 .59 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 64 .60 .60 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 65 .55 .55 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 66 .59 .59 SYM work_cxyxl5vs6zd6xlanudcx46qoqy 314 67 .55 .55 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 68 .57 .57 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 69 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 70 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 71 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 72 .52 .52 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 73 .53 .53 SYM work_cxyxl5vs6zd6xlanudcx46qoqy 314 74 .50 .50 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 75 .55 .55 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 76 .50 .50 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 77 .50 .50 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 78 B b NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 79 O O NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 80 W w NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 81 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 82 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 83 .40 .40 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 84 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 85 .33 .33 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 86 .27 .27 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 87 .37 .37 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 88 .46 .46 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 89 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 314 90 .56 .56 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 91 .59 .59 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 92 .51 .51 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 93 .46 .46 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 94 .55 .55 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 95 .59 .59 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 96 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 97 .58 .58 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 98 .61 .61 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 99 .51 .51 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 100 .48 .48 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 101 .57 .57 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 102 .60 .60 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 103 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 104 .58 .58 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 105 .61 .61 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 106 .50 .50 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 107 .48 .48 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 108 .56 .56 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 109 .58 .58 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 110 c c NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 111 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 112 GRU gru NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 113 .45 .45 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 114 .47 .47 . work_cxyxl5vs6zd6xlanudcx46qoqy 314 115 .42 .42 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 116 .42 .42 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 117 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 118 .45 .45 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 119 c c NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 120 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 121 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 122 .46 .46 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 123 .47 .47 . work_cxyxl5vs6zd6xlanudcx46qoqy 314 124 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 125 .43 .43 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 126 .45 .45 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 127 .46 .46 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 128 D d NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 129 E e NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 130 P p NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 131 s s NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 132 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 133 .46 .46 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 134 .45 .45 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 135 .49 .49 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 136 .38 .38 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 137 .57 .57 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 138 .67 .67 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 139 add add VB work_cxyxl5vs6zd6xlanudcx46qoqy 314 140 .79 .79 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 141 .79 .79 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 142 .77 .77 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 143 .78 .78 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 144 .80 .80 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 145 .80 .80 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 146 LDS lds NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 147 .80 .80 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 148 .81 .81 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 149 .77 .77 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 150 .79 .79 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 151 .81 .81 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 152 .81 .81 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 153 RNN rnn UH work_cxyxl5vs6zd6xlanudcx46qoqy 314 154 .81 .81 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 155 .82 .82 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 156 .77 .77 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 157 .79 .79 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 158 .80 .80 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 159 .81 .81 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 160 c c NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 161 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 162 GRU gru NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 163 .75 .75 . work_cxyxl5vs6zd6xlanudcx46qoqy 314 164 .76 .76 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 165 .72 .72 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 166 .78 .78 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 167 .74 .74 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 168 .75 .75 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 169 c c NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 170 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 314 171 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 172 .75 .75 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 173 .76 .76 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 174 .71 .71 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 175 .77 .77 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 176 .72 .72 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 177 .73 .73 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 314 178 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 179 4 4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 314 180 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 314 181 Vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 182 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 183 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 314 184 measured measure VBN work_cxyxl5vs6zd6xlanudcx46qoqy 314 185 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 314 186 mean mean JJ work_cxyxl5vs6zd6xlanudcx46qoqy 314 187 cosine cosine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 188 similarity similarity NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 189 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 314 190 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 314 191 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 192 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 193 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 314 194 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 314 195 train train NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 196 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 314 197 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 198 split split NN work_cxyxl5vs6zd6xlanudcx46qoqy 314 199 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 314 200 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 201 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 314 202 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 314 203 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 315 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 315 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 315 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 315 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 316 1 HR HR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 316 2 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 316 3 LR LR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 316 4 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 316 5 high high JJ work_cxyxl5vs6zd6xlanudcx46qoqy 316 6 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 316 7 low low JJ work_cxyxl5vs6zd6xlanudcx46qoqy 316 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 316 9 relatedness relatedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 316 10 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 316 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 317 1 See see VB work_cxyxl5vs6zd6xlanudcx46qoqy 317 2 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 317 3 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 317 4 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 317 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 318 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 318 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 318 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 318 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 318 5 details detail NNS work_cxyxl5vs6zd6xlanudcx46qoqy 318 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 319 1 rent rent VB work_cxyxl5vs6zd6xlanudcx46qoqy 319 2 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 319 3 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 319 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 319 5 currently currently RB work_cxyxl5vs6zd6xlanudcx46qoqy 319 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 319 7 most most RBS work_cxyxl5vs6zd6xlanudcx46qoqy 319 8 widely widely RB work_cxyxl5vs6zd6xlanudcx46qoqy 319 9 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 319 10 nonlinear nonlinear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 319 11 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 319 12 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 319 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 319 14 simple simple JJ work_cxyxl5vs6zd6xlanudcx46qoqy 319 15 RNNs rnn NNS work_cxyxl5vs6zd6xlanudcx46qoqy 319 16 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 319 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 319 18 simplest simple JJS work_cxyxl5vs6zd6xlanudcx46qoqy 319 19 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 319 20 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 319 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 320 1 Part part NN work_cxyxl5vs6zd6xlanudcx46qoqy 320 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 320 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 320 4 motivation motivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 320 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 320 6 considering consider VBG work_cxyxl5vs6zd6xlanudcx46qoqy 320 7 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 320 8 richer rich JJR work_cxyxl5vs6zd6xlanudcx46qoqy 320 9 class class NN work_cxyxl5vs6zd6xlanudcx46qoqy 320 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 320 11 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 320 12 lies lie VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 320 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 320 14 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 320 15 removal removal NN work_cxyxl5vs6zd6xlanudcx46qoqy 320 16 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 320 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 320 18 two- two- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 320 19 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 320 20 assumption assumption NN work_cxyxl5vs6zd6xlanudcx46qoqy 320 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 321 1 Indeed indeed RB work_cxyxl5vs6zd6xlanudcx46qoqy 321 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 321 3 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 321 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 321 5 unclear unclear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 6 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 321 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 8 wadd wadd NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 321 10 fulladd fulladd NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 11 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 321 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 321 13 Mitchell Mitchell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 321 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 321 15 Lapata Lapata NNP work_cxyxl5vs6zd6xlanudcx46qoqy 321 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 321 17 2008 2008 CD work_cxyxl5vs6zd6xlanudcx46qoqy 321 18 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 321 19 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 321 20 useful useful JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 21 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 321 22 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 321 23 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 24 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 25 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 26 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 321 27 multi- multi- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 28 morphemic morphemic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 29 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 321 30 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 321 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 32 weights weight NNS work_cxyxl5vs6zd6xlanudcx46qoqy 321 33 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 321 34 tied tie VBN work_cxyxl5vs6zd6xlanudcx46qoqy 321 35 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 321 36 position position NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 37 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 321 38 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 321 39 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 321 40 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 41 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 42 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 321 43 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 321 44 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 45 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 321 46 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 321 47 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 321 48 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 49 prefix prefix NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 50 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 321 51 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 52 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 321 53 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 321 54 always always RB work_cxyxl5vs6zd6xlanudcx46qoqy 321 55 multiplied multiply VBN work_cxyxl5vs6zd6xlanudcx46qoqy 321 56 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 321 57 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 321 58 same same JJ work_cxyxl5vs6zd6xlanudcx46qoqy 321 59 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 321 60 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 322 1 Comparison comparison NN work_cxyxl5vs6zd6xlanudcx46qoqy 322 2 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 322 3 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 322 4 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 322 5 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 322 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 323 1 To to TO work_cxyxl5vs6zd6xlanudcx46qoqy 323 2 compare compare VB work_cxyxl5vs6zd6xlanudcx46qoqy 323 3 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 323 4 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 323 5 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 323 6 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 323 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 324 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 324 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 324 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 324 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 324 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 324 6 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 324 7 their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 324 8 exact exact JJ work_cxyxl5vs6zd6xlanudcx46qoqy 324 9 train train NN work_cxyxl5vs6zd6xlanudcx46qoqy 324 10 / / SYM work_cxyxl5vs6zd6xlanudcx46qoqy 324 11 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 324 12 split split NN work_cxyxl5vs6zd6xlanudcx46qoqy 324 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 325 1 Those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 325 2 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 325 3 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 325 4 reported report VBN work_cxyxl5vs6zd6xlanudcx46qoqy 325 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 325 6 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 325 7 4 4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 325 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 326 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 326 2 dataset dataset NN work_cxyxl5vs6zd6xlanudcx46qoqy 326 3 enforces enforce VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 326 4 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 326 5 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 326 6 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 326 7 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 326 8 composed compose VBN work_cxyxl5vs6zd6xlanudcx46qoqy 326 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 326 10 exactly exactly RB work_cxyxl5vs6zd6xlanudcx46qoqy 326 11 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 326 12 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 326 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 327 1 Thus thus RB work_cxyxl5vs6zd6xlanudcx46qoqy 327 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 327 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 327 4 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 327 5 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 327 6 unques- unques- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 327 7 tionably tionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 327 8 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 327 9 segmented segment VBN work_cxyxl5vs6zd6xlanudcx46qoqy 327 10 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 327 11 un+questionably un+questionably RB work_cxyxl5vs6zd6xlanudcx46qoqy 327 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 327 13 with- with- VB work_cxyxl5vs6zd6xlanudcx46qoqy 327 14 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 327 15 further further JJ work_cxyxl5vs6zd6xlanudcx46qoqy 327 16 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 327 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 328 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 328 2 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 328 3 employed employ VBN work_cxyxl5vs6zd6xlanudcx46qoqy 328 4 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 328 5 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 328 6 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 328 7 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 328 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 329 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 329 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 329 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 329 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 329 5 high high JJ work_cxyxl5vs6zd6xlanudcx46qoqy 329 6 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 329 7 dimensional dimensional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 329 8 count count NN work_cxyxl5vs6zd6xlanudcx46qoqy 329 9 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 329 10 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 329 11 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 329 12 lemmatized lemmatized JJ work_cxyxl5vs6zd6xlanudcx46qoqy 329 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 329 14 POS POS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 329 15 tagged tag VBN work_cxyxl5vs6zd6xlanudcx46qoqy 329 16 text text NN work_cxyxl5vs6zd6xlanudcx46qoqy 329 17 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 329 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 329 19 before before NN work_cxyxl5vs6zd6xlanudcx46qoqy 329 20 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 329 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 329 22 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 329 23 after after IN work_cxyxl5vs6zd6xlanudcx46qoqy 329 24 window window NN work_cxyxl5vs6zd6xlanudcx46qoqy 329 25 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 329 26 size size NN work_cxyxl5vs6zd6xlanudcx46qoqy 329 27 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 329 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 330 1 They -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 330 2 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 330 3 apply apply VBP work_cxyxl5vs6zd6xlanudcx46qoqy 330 4 pointwise pointwise NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 5 mutual mutual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 330 6 informa- informa- NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 7 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 330 9 PMI PMI NNP work_cxyxl5vs6zd6xlanudcx46qoqy 330 10 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 330 11 weighting weighting NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 330 13 dimensionality dimensionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 14 reduction reduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 15 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 330 16 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 330 17 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 330 18 negative negative JJ work_cxyxl5vs6zd6xlanudcx46qoqy 330 19 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 20 factorization factorization NN work_cxyxl5vs6zd6xlanudcx46qoqy 330 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 331 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 331 2 contrast contrast NN work_cxyxl5vs6zd6xlanudcx46qoqy 331 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 331 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 331 5 employ employ VBP work_cxyxl5vs6zd6xlanudcx46qoqy 331 6 WORD2VEC word2vec FW work_cxyxl5vs6zd6xlanudcx46qoqy 331 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 331 8 Mikolov Mikolov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 9 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 331 10 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 11 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 331 13 2013a 2013a CD work_cxyxl5vs6zd6xlanudcx46qoqy 331 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 331 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 331 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 331 17 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 331 18 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 331 19 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 331 20 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 331 21 interpretable interpretable JJ work_cxyxl5vs6zd6xlanudcx46qoqy 331 22 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 331 23 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 331 24 factorization factorization NN work_cxyxl5vs6zd6xlanudcx46qoqy 331 25 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 331 26 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 331 27 PMI PMI NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 28 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 331 29 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 331 30 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 31 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 331 32 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 331 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 331 34 2014b 2014b CD work_cxyxl5vs6zd6xlanudcx46qoqy 331 35 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 331 36 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 332 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 332 2 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 3 sider sider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 332 4 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 332 5 WORD2VEC WORD2VEC NNP work_cxyxl5vs6zd6xlanudcx46qoqy 332 6 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 332 7 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 332 8 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 332 9 bag bag NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 10 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 332 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 12 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 332 13 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 332 15 BOW BOW NNP work_cxyxl5vs6zd6xlanudcx46qoqy 332 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 332 17 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 332 18 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 19 before before RB work_cxyxl5vs6zd6xlanudcx46qoqy 332 20 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 332 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 332 22 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 332 23 after after IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 24 windows window NNS work_cxyxl5vs6zd6xlanudcx46qoqy 332 25 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 26 size size NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 27 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 332 28 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 332 29 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 332 30 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 332 31 DEPs dep NNS work_cxyxl5vs6zd6xlanudcx46qoqy 332 32 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 332 33 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 332 34 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 332 35 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 332 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 332 37 2014a 2014a CD work_cxyxl5vs6zd6xlanudcx46qoqy 332 38 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 332 39 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 332 40 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 332 41 dependency dependency NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 42 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 332 43 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 332 44 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 45 whose whose WP$ work_cxyxl5vs6zd6xlanudcx46qoqy 332 46 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 47 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 332 48 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 332 49 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 50 dependency dependency NN work_cxyxl5vs6zd6xlanudcx46qoqy 332 51 parses parse NNS work_cxyxl5vs6zd6xlanudcx46qoqy 332 52 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 332 53 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 332 54 BOW BOW NNP work_cxyxl5vs6zd6xlanudcx46qoqy 332 55 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 333 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 333 2 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 333 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 333 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 333 5 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 333 6 indicate indicate VBP work_cxyxl5vs6zd6xlanudcx46qoqy 333 7 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 333 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 333 9 key key NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 10 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 333 11 better well JJR work_cxyxl5vs6zd6xlanudcx46qoqy 333 12 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 13 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 14 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 333 15 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 333 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 333 17 richer rich JJR work_cxyxl5vs6zd6xlanudcx46qoqy 333 18 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 333 20 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 333 22 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 333 23 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 333 24 lies lie VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 333 25 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 333 26 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 333 27 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 333 28 them- them- NN work_cxyxl5vs6zd6xlanudcx46qoqy 333 29 selves self NNS work_cxyxl5vs6zd6xlanudcx46qoqy 333 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 334 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 334 2 find find VBP work_cxyxl5vs6zd6xlanudcx46qoqy 334 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 334 4 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 334 5 best good JJS work_cxyxl5vs6zd6xlanudcx46qoqy 334 6 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 334 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 334 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 334 9 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 334 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 334 11 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 334 12 marginally marginally RB work_cxyxl5vs6zd6xlanudcx46qoqy 334 13 edges edge VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 334 14 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 334 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 334 16 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 334 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 335 1 Additionally additionally RB work_cxyxl5vs6zd6xlanudcx46qoqy 335 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 335 3 looking look VBG work_cxyxl5vs6zd6xlanudcx46qoqy 335 4 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 335 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 335 6 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 335 7 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 335 8 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 335 9 column column NN work_cxyxl5vs6zd6xlanudcx46qoqy 335 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 335 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 335 12 DEPs DEPs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 335 13 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 335 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 335 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 335 16 sim- sim- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 335 17 ple ple NNP work_cxyxl5vs6zd6xlanudcx46qoqy 335 18 additive additive NNP work_cxyxl5vs6zd6xlanudcx46qoqy 335 19 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 335 20 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 335 21 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 335 22 ≤.02 ≤.02 RB work_cxyxl5vs6zd6xlanudcx46qoqy 335 23 lower low JJR work_cxyxl5vs6zd6xlanudcx46qoqy 335 24 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 335 25 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 335 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 336 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 336 2 comparison comparison NN work_cxyxl5vs6zd6xlanudcx46qoqy 336 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 336 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 336 5 observe observe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 336 6 large large JJ work_cxyxl5vs6zd6xlanudcx46qoqy 336 7 differences difference NNS work_cxyxl5vs6zd6xlanudcx46qoqy 336 8 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 336 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 336 10 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 336 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 337 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 337 2 RNN+DEPs rnn+deps JJ work_cxyxl5vs6zd6xlanudcx46qoqy 337 3 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 337 5 .23 .23 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 337 6 bet- bet- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 7 ter ter NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 8 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 337 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 337 10 BOW5 BOW5 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 11 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 337 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 13 .81 .81 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 337 14 vs. vs. FW work_cxyxl5vs6zd6xlanudcx46qoqy 337 15 .58 .58 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 337 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 337 18 .14 .14 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 337 19 better well JJR work_cxyxl5vs6zd6xlanudcx46qoqy 337 20 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 337 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 337 22 BOW2 BOW2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 23 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 337 24 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 25 .81 .81 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 337 26 vs. vs. IN work_cxyxl5vs6zd6xlanudcx46qoqy 337 27 .67 .67 . work_cxyxl5vs6zd6xlanudcx46qoqy 337 28 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 29 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 337 30 .25 .25 CD work_cxyxl5vs6zd6xlanudcx46qoqy 337 31 bet- bet- NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 32 ter ter NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 33 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 337 34 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 35 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 337 36 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 37 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 337 38 ’s ’s POS work_cxyxl5vs6zd6xlanudcx46qoqy 337 39 best good JJS work_cxyxl5vs6zd6xlanudcx46qoqy 337 40 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 41 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 42 .81 .81 NN work_cxyxl5vs6zd6xlanudcx46qoqy 337 43 vs. vs. IN work_cxyxl5vs6zd6xlanudcx46qoqy 337 44 .56 .56 CD work_cxyxl5vs6zd6xlanudcx46qoqy 337 45 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 337 46 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 338 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 338 2 wider wide JJR work_cxyxl5vs6zd6xlanudcx46qoqy 338 3 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 338 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 338 5 BOW BOW NNP work_cxyxl5vs6zd6xlanudcx46qoqy 338 6 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 338 7 5 5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 338 8 instead instead RB work_cxyxl5vs6zd6xlanudcx46qoqy 338 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 338 10 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 338 11 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 338 12 yields yield NNS work_cxyxl5vs6zd6xlanudcx46qoqy 338 13 worse bad JJR work_cxyxl5vs6zd6xlanudcx46qoqy 338 14 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 338 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 339 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 339 2 suggests suggest VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 339 3 that that RB work_cxyxl5vs6zd6xlanudcx46qoqy 339 4 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 339 5 infor- infor- XX work_cxyxl5vs6zd6xlanudcx46qoqy 339 6 mation mation NN work_cxyxl5vs6zd6xlanudcx46qoqy 339 7 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 339 8 at at IN work_cxyxl5vs6zd6xlanudcx46qoqy 339 9 least least JJS work_cxyxl5vs6zd6xlanudcx46qoqy 339 10 positional positional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 339 11 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 339 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 339 13 neces- neces- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 339 14 sary sary JJ work_cxyxl5vs6zd6xlanudcx46qoqy 339 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 339 16 improved improved JJ work_cxyxl5vs6zd6xlanudcx46qoqy 339 17 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 339 18 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 339 19 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 339 20 composi- composi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 339 21 tion tion NNP work_cxyxl5vs6zd6xlanudcx46qoqy 339 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 340 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 340 2 test test NN work_cxyxl5vs6zd6xlanudcx46qoqy 340 3 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 340 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 340 5 annotated annotate VBN work_cxyxl5vs6zd6xlanudcx46qoqy 340 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 340 7 relatedness relatedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 340 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 340 9 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 340 10 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 340 11 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 340 12 proxy proxy NN work_cxyxl5vs6zd6xlanudcx46qoqy 340 13 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 340 14 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 340 15 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 340 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 341 1 HR HR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 341 2 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 341 3 high- high- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 341 4 relatedness relatedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 341 5 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 341 6 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 341 7 were be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 341 8 judged judge VBN work_cxyxl5vs6zd6xlanudcx46qoqy 341 9 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 341 10 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 341 11 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 341 12 compo- compo- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 341 13 sitional sitional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 341 14 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 341 15 LR LR NNP work_cxyxl5vs6zd6xlanudcx46qoqy 341 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 341 17 low low JJ work_cxyxl5vs6zd6xlanudcx46qoqy 341 18 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 341 19 relatedness relatedness NN work_cxyxl5vs6zd6xlanudcx46qoqy 341 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 341 21 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 341 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 342 1 Character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 342 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 342 3 Level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 342 4 Neural Neural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 342 5 Retrofitting Retrofitting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 342 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 343 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 343 2 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 343 3 fur- fur- NN work_cxyxl5vs6zd6xlanudcx46qoqy 343 4 ther ther CC work_cxyxl5vs6zd6xlanudcx46qoqy 343 5 strong strong JJ work_cxyxl5vs6zd6xlanudcx46qoqy 343 6 baseline baseline NN work_cxyxl5vs6zd6xlanudcx46qoqy 343 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 343 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 343 9 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 343 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 343 11 retrofitting retrofitting NN work_cxyxl5vs6zd6xlanudcx46qoqy 343 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 343 13 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 343 14 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 343 15 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 343 16 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 343 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 343 18 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 343 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 343 20 approach approach NN work_cxyxl5vs6zd6xlanudcx46qoqy 343 21 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 343 22 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 343 23 character- character- XX work_cxyxl5vs6zd6xlanudcx46qoqy 343 24 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 343 25 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 343 26 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 343 27 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 343 28 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 344 1 Recently recently RB work_cxyxl5vs6zd6xlanudcx46qoqy 344 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 3 running run VBG work_cxyxl5vs6zd6xlanudcx46qoqy 344 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 344 5 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 344 6 net net NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 7 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 344 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 344 9 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 10 stream stream NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 11 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 344 12 become become VBN work_cxyxl5vs6zd6xlanudcx46qoqy 344 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 344 14 popular popular JJ work_cxyxl5vs6zd6xlanudcx46qoqy 344 15 way way NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 16 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 344 17 incorporating incorporate VBG work_cxyxl5vs6zd6xlanudcx46qoqy 344 18 subword subword VB work_cxyxl5vs6zd6xlanudcx46qoqy 344 19 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 20 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 344 21 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 344 22 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 23 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 344 24 empirical empirical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 344 25 gains gain NNS work_cxyxl5vs6zd6xlanudcx46qoqy 344 26 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 344 27 been be VBN work_cxyxl5vs6zd6xlanudcx46qoqy 344 28 observed observe VBN work_cxyxl5vs6zd6xlanudcx46qoqy 344 29 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 344 30 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 344 31 diverse diverse JJ work_cxyxl5vs6zd6xlanudcx46qoqy 344 32 set set NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 33 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 344 34 NLP NLP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 35 tasks task NNS work_cxyxl5vs6zd6xlanudcx46qoqy 344 36 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 344 37 POS POS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 38 tagging tag VBG work_cxyxl5vs6zd6xlanudcx46qoqy 344 39 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 40 dos dos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 41 Santos Santos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 42 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 344 43 Zadrozny Zadrozny NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 44 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 45 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 344 46 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 344 47 Ling Ling NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 48 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 49 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 50 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 51 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 52 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 344 53 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 54 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 55 pars- pars- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 56 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 57 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 58 Ballesteros Ballesteros NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 59 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 60 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 61 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 62 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 63 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 344 64 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 65 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 344 66 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 344 67 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 344 68 42 42 CD work_cxyxl5vs6zd6xlanudcx46qoqy 344 69 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 70 Kim Kim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 71 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 344 72 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 73 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 344 74 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 344 75 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 344 76 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 344 77 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 345 1 To to IN work_cxyxl5vs6zd6xlanudcx46qoqy 345 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 345 3 best good JJS work_cxyxl5vs6zd6xlanudcx46qoqy 345 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 345 5 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 345 6 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 345 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 345 8 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 345 9 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 345 10 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 345 11 retrofitting retrofitting NN work_cxyxl5vs6zd6xlanudcx46qoqy 345 12 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 345 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 345 14 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 345 15 approach approach NN work_cxyxl5vs6zd6xlanudcx46qoqy 345 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 346 1 Given give VBN work_cxyxl5vs6zd6xlanudcx46qoqy 346 2 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 3 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 4 v v NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 346 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 7 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 8 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 9 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 11 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 346 12 seek seek VBP work_cxyxl5vs6zd6xlanudcx46qoqy 346 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 14 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 15 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 346 16 minimize minimize VB work_cxyxl5vs6zd6xlanudcx46qoqy 346 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 18 following follow VBG work_cxyxl5vs6zd6xlanudcx46qoqy 346 19 objective objective JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 20 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 346 21 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 346 22 ||v ||v CD work_cxyxl5vs6zd6xlanudcx46qoqy 346 23 −hN||22 −hN||22 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 25 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 346 26 10 10 CD work_cxyxl5vs6zd6xlanudcx46qoqy 346 27 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 346 28 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 346 29 hN hN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 30 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 346 31 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 32 final final JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 33 hidden hidden JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 34 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 35 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 346 36 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 37 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 38 neu- neu- NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 39 ral ral JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 40 architecture architecture NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 41 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 42 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 346 43 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 44 hi hi UH work_cxyxl5vs6zd6xlanudcx46qoqy 346 45 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 346 46 σ(Ahi−1 σ(Ahi−1 NNS work_cxyxl5vs6zd6xlanudcx46qoqy 346 47 + + NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 48 Bwi Bwi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 49 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 346 50 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 51 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 346 52 11 11 CD work_cxyxl5vs6zd6xlanudcx46qoqy 346 53 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 346 54 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 346 55 σ σ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 56 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 346 57 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 58 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 59 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 60 linearity linearity NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 61 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 346 62 wi wi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 63 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 346 64 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 65 ith ith NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 66 char- char- XX work_cxyxl5vs6zd6xlanudcx46qoqy 346 67 acter acter RBR work_cxyxl5vs6zd6xlanudcx46qoqy 346 68 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 346 69 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 70 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 346 71 hi−1 hi−1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 346 72 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 346 73 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 346 74 previous previous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 346 75 hidden hide VBN work_cxyxl5vs6zd6xlanudcx46qoqy 346 76 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 77 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 346 78 A a NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 79 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 346 80 B b NN work_cxyxl5vs6zd6xlanudcx46qoqy 346 81 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 346 82 matrices matrix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 346 83 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 347 1 While while IN work_cxyxl5vs6zd6xlanudcx46qoqy 347 2 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 347 3 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 347 4 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 347 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 347 6 architecture architecture NN work_cxyxl5vs6zd6xlanudcx46qoqy 347 7 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 347 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 347 9 vanilla vanilla NN work_cxyxl5vs6zd6xlanudcx46qoqy 347 10 RNN rnn NN work_cxyxl5vs6zd6xlanudcx46qoqy 347 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 12 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 347 13 experiment experiment VBP work_cxyxl5vs6zd6xlanudcx46qoqy 347 14 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 347 15 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 16 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 347 17 advanced advanced JJ work_cxyxl5vs6zd6xlanudcx46qoqy 347 18 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 347 19 architectures architecture NNS work_cxyxl5vs6zd6xlanudcx46qoqy 347 20 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 347 21 GRUs GRUs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 23 Cho Cho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 24 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 25 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 26 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 28 2014b 2014b CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 30 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 347 31 LSTMs LSTMs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 32 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 33 Hochreiter Hochreiter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 34 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 347 35 Schmidhuber Schmidhuber NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 36 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 37 1997 1997 CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 38 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 39 as as RB work_cxyxl5vs6zd6xlanudcx46qoqy 347 40 well well RB work_cxyxl5vs6zd6xlanudcx46qoqy 347 41 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 347 42 deep deep JJ work_cxyxl5vs6zd6xlanudcx46qoqy 347 43 variants variant NNS work_cxyxl5vs6zd6xlanudcx46qoqy 347 44 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 45 Sutskever Sutskever NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 46 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 47 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 48 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 49 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 50 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 51 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 347 52 Gillick Gillick NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 53 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 54 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 55 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 56 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 57 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 58 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 347 59 Firat Firat NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 60 et et FW work_cxyxl5vs6zd6xlanudcx46qoqy 347 61 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 62 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 347 63 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 347 64 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 347 65 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 347 66 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 348 1 Importantly importantly RB work_cxyxl5vs6zd6xlanudcx46qoqy 348 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 348 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 348 4 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 348 5 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 348 6 no no DT work_cxyxl5vs6zd6xlanudcx46qoqy 348 7 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 348 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 348 9 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 348 10 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 348 11 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 348 12 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 348 13 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 348 14 rely rely VB work_cxyxl5vs6zd6xlanudcx46qoqy 348 15 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 348 16 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 348 17 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 348 18 extracts extract VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 348 19 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 348 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 348 21 characters character NNS work_cxyxl5vs6zd6xlanudcx46qoqy 348 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 349 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 349 2 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 349 3 us -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 349 4 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 349 5 clear clear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 349 6 ablation ablation NN work_cxyxl5vs6zd6xlanudcx46qoqy 349 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 349 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 349 9 benefit benefit NN work_cxyxl5vs6zd6xlanudcx46qoqy 349 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 349 11 adding add VBG work_cxyxl5vs6zd6xlanudcx46qoqy 349 12 structured structure VBN work_cxyxl5vs6zd6xlanudcx46qoqy 349 13 morpho- morpho- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 349 14 logical logical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 349 15 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 349 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 350 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 350 2 optimize optimize VBP work_cxyxl5vs6zd6xlanudcx46qoqy 350 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 350 4 depth depth NN work_cxyxl5vs6zd6xlanudcx46qoqy 350 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 350 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 350 7 size size NN work_cxyxl5vs6zd6xlanudcx46qoqy 350 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 350 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 350 10 hidden hide VBN work_cxyxl5vs6zd6xlanudcx46qoqy 350 11 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 350 12 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 350 13 development development NN work_cxyxl5vs6zd6xlanudcx46qoqy 350 14 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 350 15 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 350 16 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 350 17 coarse coarse RB work_cxyxl5vs6zd6xlanudcx46qoqy 350 18 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 350 19 grained grain VBN work_cxyxl5vs6zd6xlanudcx46qoqy 350 20 grid grid NN work_cxyxl5vs6zd6xlanudcx46qoqy 350 21 search search NN work_cxyxl5vs6zd6xlanudcx46qoqy 350 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 351 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 351 2 found find VBD work_cxyxl5vs6zd6xlanudcx46qoqy 351 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 351 4 depth depth NN work_cxyxl5vs6zd6xlanudcx46qoqy 351 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 351 6 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 351 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 351 8 hidden hide VBN work_cxyxl5vs6zd6xlanudcx46qoqy 351 9 units unit NNS work_cxyxl5vs6zd6xlanudcx46qoqy 351 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 351 11 size size NN work_cxyxl5vs6zd6xlanudcx46qoqy 351 12 100 100 CD work_cxyxl5vs6zd6xlanudcx46qoqy 351 13 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 351 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 351 15 both both CC work_cxyxl5vs6zd6xlanudcx46qoqy 351 16 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 351 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 351 18 GRU GRU NNP work_cxyxl5vs6zd6xlanudcx46qoqy 351 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 351 20 performed perform VBD work_cxyxl5vs6zd6xlanudcx46qoqy 351 21 best well RBS work_cxyxl5vs6zd6xlanudcx46qoqy 351 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 352 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 352 2 trained train VBD work_cxyxl5vs6zd6xlanudcx46qoqy 352 3 all all DT work_cxyxl5vs6zd6xlanudcx46qoqy 352 4 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 352 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 352 6 100 100 CD work_cxyxl5vs6zd6xlanudcx46qoqy 352 7 iterations iteration NNS work_cxyxl5vs6zd6xlanudcx46qoqy 352 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 352 9 Adam Adam NNP work_cxyxl5vs6zd6xlanudcx46qoqy 352 10 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 352 11 Kingma Kingma NNP work_cxyxl5vs6zd6xlanudcx46qoqy 352 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 352 13 Ba Ba NNP work_cxyxl5vs6zd6xlanudcx46qoqy 352 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 352 15 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 352 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 352 17 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 352 18 L2 l2 JJ work_cxyxl5vs6zd6xlanudcx46qoqy 352 19 regularization regularization NN work_cxyxl5vs6zd6xlanudcx46qoqy 352 20 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 352 21 regularization regularization NN work_cxyxl5vs6zd6xlanudcx46qoqy 352 22 coefficient coefficient NN work_cxyxl5vs6zd6xlanudcx46qoqy 352 23 0.01 0.01 CD work_cxyxl5vs6zd6xlanudcx46qoqy 352 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 353 1 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 353 2 4 4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 353 3 shows show VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 353 4 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 353 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 353 6 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 353 7 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 353 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 353 9 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 353 10 mod- mod- NN work_cxyxl5vs6zd6xlanudcx46qoqy 353 11 els el NNS work_cxyxl5vs6zd6xlanudcx46qoqy 353 12 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 353 13 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 353 14 c c LS work_cxyxl5vs6zd6xlanudcx46qoqy 353 15 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 353 16 GRU GRU NNP work_cxyxl5vs6zd6xlanudcx46qoqy 353 17 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 353 18 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 353 19 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 353 20 c c NNP work_cxyxl5vs6zd6xlanudcx46qoqy 353 21 - - : work_cxyxl5vs6zd6xlanudcx46qoqy 353 22 LSTM LSTM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 353 23 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 353 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 353 25 perform perform VBP work_cxyxl5vs6zd6xlanudcx46qoqy 353 26 much much RB work_cxyxl5vs6zd6xlanudcx46qoqy 353 27 worse bad JJR work_cxyxl5vs6zd6xlanudcx46qoqy 353 28 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 353 29 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 353 30 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 353 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 354 1 This this DT work_cxyxl5vs6zd6xlanudcx46qoqy 354 2 indicates indicate VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 354 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 354 4 supervised supervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 354 5 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 6 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 354 7 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 8 produces produce VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 354 9 higher high JJR work_cxyxl5vs6zd6xlanudcx46qoqy 354 10 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 354 11 quality quality NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 12 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 13 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 354 14 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 354 15 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 354 16 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 17 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 354 18 poor poor JJ work_cxyxl5vs6zd6xlanudcx46qoqy 354 19 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 354 20 character- character- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 354 21 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 354 22 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 354 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 355 1 However however RB work_cxyxl5vs6zd6xlanudcx46qoqy 355 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 355 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 355 4 note note VBP work_cxyxl5vs6zd6xlanudcx46qoqy 355 5 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 355 6 these these DT work_cxyxl5vs6zd6xlanudcx46qoqy 355 7 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 355 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 355 9 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 355 10 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 11 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 355 12 fewer few JJR work_cxyxl5vs6zd6xlanudcx46qoqy 355 13 parameters parameter NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 14 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 355 15 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 355 16 morpheme morpheme JJ work_cxyxl5vs6zd6xlanudcx46qoqy 355 17 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 355 18 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 355 19 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 20 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 355 21 there there EX work_cxyxl5vs6zd6xlanudcx46qoqy 355 22 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 355 23 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 355 24 more more JJR work_cxyxl5vs6zd6xlanudcx46qoqy 355 25 morphemes morpheme NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 26 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 355 27 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 355 28 languages language NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 29 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 355 30 characters character NNS work_cxyxl5vs6zd6xlanudcx46qoqy 355 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 356 1 Oracle Oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 356 2 Morphology Morphology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 356 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 357 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 357 2 general general JJ work_cxyxl5vs6zd6xlanudcx46qoqy 357 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 357 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 357 5 two- two- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 357 6 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 357 7 assumption assumption NN work_cxyxl5vs6zd6xlanudcx46qoqy 357 8 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 357 9 incorrect incorrect JJ work_cxyxl5vs6zd6xlanudcx46qoqy 357 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 358 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 358 2 consider consider VBP work_cxyxl5vs6zd6xlanudcx46qoqy 358 3 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 358 4 expanded expand VBN work_cxyxl5vs6zd6xlanudcx46qoqy 358 5 setting setting NN work_cxyxl5vs6zd6xlanudcx46qoqy 358 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 358 7 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 358 8 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 358 9 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 358 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 359 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 359 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 359 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 359 4 ’s ’s NN work_cxyxl5vs6zd6xlanudcx46qoqy 359 5 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 359 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 359 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 359 8 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 359 9 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 359 10 fully fully RB work_cxyxl5vs6zd6xlanudcx46qoqy 359 11 decompose decompose VBP work_cxyxl5vs6zd6xlanudcx46qoqy 359 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 359 13 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 359 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 359 15 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 359 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 359 17 unquestionably7→un+question+able+ly unquestionably7→un+question+able+ly NNP work_cxyxl5vs6zd6xlanudcx46qoqy 359 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 360 1 These these DT work_cxyxl5vs6zd6xlanudcx46qoqy 360 2 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 360 3 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 360 4 reported report VBN work_cxyxl5vs6zd6xlanudcx46qoqy 360 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 360 6 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 360 7 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 360 8 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 360 9 top top JJ work_cxyxl5vs6zd6xlanudcx46qoqy 360 10 block block NN work_cxyxl5vs6zd6xlanudcx46qoqy 360 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 360 12 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 360 13 oracle oracle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 360 14 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 360 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 360 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 361 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 361 2 report report VBP work_cxyxl5vs6zd6xlanudcx46qoqy 361 3 mean mean VBP work_cxyxl5vs6zd6xlanudcx46qoqy 361 4 cosine cosine NN work_cxyxl5vs6zd6xlanudcx46qoqy 361 5 similarity similarity NN work_cxyxl5vs6zd6xlanudcx46qoqy 361 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 362 1 Standard standard JJ work_cxyxl5vs6zd6xlanudcx46qoqy 362 2 devia- devia- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 362 3 tions tion NNS work_cxyxl5vs6zd6xlanudcx46qoqy 362 4 s s POS work_cxyxl5vs6zd6xlanudcx46qoqy 362 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 362 6 10-fold 10-fold CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 7 cross cross NN work_cxyxl5vs6zd6xlanudcx46qoqy 362 8 - - NN work_cxyxl5vs6zd6xlanudcx46qoqy 362 9 validation validation NN work_cxyxl5vs6zd6xlanudcx46qoqy 362 10 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 11 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 362 12 shown show VBN work_cxyxl5vs6zd6xlanudcx46qoqy 362 13 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 14 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 362 15 small small JJ work_cxyxl5vs6zd6xlanudcx46qoqy 362 16 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 17 ≤ ≤ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 362 18 .012 .012 CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 20 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 362 21 two two CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 22 exceptions exception NNS work_cxyxl5vs6zd6xlanudcx46qoqy 362 23 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 362 24 s s LS work_cxyxl5vs6zd6xlanudcx46qoqy 362 25 = = SYM work_cxyxl5vs6zd6xlanudcx46qoqy 362 26 .044 .044 CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 27 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 362 28 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 362 29 DEPs deps JJ work_cxyxl5vs6zd6xlanudcx46qoqy 362 30 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 362 31 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 362 32 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 362 33 stem stem NN work_cxyxl5vs6zd6xlanudcx46qoqy 362 34 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 362 35 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 36 .411 .411 CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 37 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 362 38 .412 .412 CD work_cxyxl5vs6zd6xlanudcx46qoqy 362 39 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 362 40 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 363 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 363 2 multi multi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 3 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 4 morphemic morphemic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 5 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 363 6 mirror mirror VBP work_cxyxl5vs6zd6xlanudcx46qoqy 363 7 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 363 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 363 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 363 10 bi bi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 11 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 12 morphemic morphemic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 363 13 setting setting NN work_cxyxl5vs6zd6xlanudcx46qoqy 363 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 363 15 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 363 16 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 363 17 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 363 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 364 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 364 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 364 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 364 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 365 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 365 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 365 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 365 4 RNN+DEPs rnn+deps JJ work_cxyxl5vs6zd6xlanudcx46qoqy 365 5 attains attain VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 365 6 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 365 7 average average JJ work_cxyxl5vs6zd6xlanudcx46qoqy 365 8 cosine cosine NN work_cxyxl5vs6zd6xlanudcx46qoqy 365 9 similarity similarity NN work_cxyxl5vs6zd6xlanudcx46qoqy 365 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 365 11 around around RB work_cxyxl5vs6zd6xlanudcx46qoqy 365 12 .80 .80 NFP work_cxyxl5vs6zd6xlanudcx46qoqy 365 13 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 365 14 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 365 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 366 1 Numbers number NNS work_cxyxl5vs6zd6xlanudcx46qoqy 366 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 366 3 German German NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 366 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 366 5 lower low JJR work_cxyxl5vs6zd6xlanudcx46qoqy 366 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 366 7 around around RB work_cxyxl5vs6zd6xlanudcx46qoqy 366 8 .70 .70 CD work_cxyxl5vs6zd6xlanudcx46qoqy 366 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 367 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 367 2 ii ii LS work_cxyxl5vs6zd6xlanudcx46qoqy 367 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 367 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 367 5 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 367 6 only only RB work_cxyxl5vs6zd6xlanudcx46qoqy 367 7 marginally marginally RB work_cxyxl5vs6zd6xlanudcx46qoqy 367 8 edges edge VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 367 9 out out RP work_cxyxl5vs6zd6xlanudcx46qoqy 367 10 LDS LDS NNP work_cxyxl5vs6zd6xlanudcx46qoqy 367 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 367 12 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 367 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 367 14 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 367 15 slightly slightly RB work_cxyxl5vs6zd6xlanudcx46qoqy 367 16 worse bad JJR work_cxyxl5vs6zd6xlanudcx46qoqy 367 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 367 18 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 367 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 368 1 Again again RB work_cxyxl5vs6zd6xlanudcx46qoqy 368 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 368 3 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 368 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 368 5 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 368 6 surprising surprising JJ work_cxyxl5vs6zd6xlanudcx46qoqy 368 7 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 368 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 368 9 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 368 10 mod- mod- RB work_cxyxl5vs6zd6xlanudcx46qoqy 368 11 eling ele VBG work_cxyxl5vs6zd6xlanudcx46qoqy 368 12 short short JJ work_cxyxl5vs6zd6xlanudcx46qoqy 368 13 sequences sequence NNS work_cxyxl5vs6zd6xlanudcx46qoqy 368 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 369 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 369 2 iii iii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 369 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 369 4 Certain certain JJ work_cxyxl5vs6zd6xlanudcx46qoqy 369 5 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 369 6 lend lend VBP work_cxyxl5vs6zd6xlanudcx46qoqy 369 7 themselves -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 369 8 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 369 9 naturally naturally RB work_cxyxl5vs6zd6xlanudcx46qoqy 369 10 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 369 11 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 369 12 composi- composi- XX work_cxyxl5vs6zd6xlanudcx46qoqy 369 13 tionality tionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 369 14 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 369 15 BOW2 BOW2 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 369 16 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 369 17 better well JJR work_cxyxl5vs6zd6xlanudcx46qoqy 369 18 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 369 19 BOW5 BOW5 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 369 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 369 21 DEPs DEPs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 369 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 369 23 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 369 24 clear clear JJ work_cxyxl5vs6zd6xlanudcx46qoqy 369 25 winner winner NN work_cxyxl5vs6zd6xlanudcx46qoqy 369 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 370 1 Inferred Inferred NNP work_cxyxl5vs6zd6xlanudcx46qoqy 370 2 Morphology Morphology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 370 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 371 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 371 2 final final JJ work_cxyxl5vs6zd6xlanudcx46qoqy 371 3 setting setting NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 371 5 con- con- NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 6 sider sider NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 7 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 371 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 371 9 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 10 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 11 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 12 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 371 13 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 14 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 371 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 372 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 372 2 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 372 3 case case NN work_cxyxl5vs6zd6xlanudcx46qoqy 372 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 372 5 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 372 6 rely rely VBP work_cxyxl5vs6zd6xlanudcx46qoqy 372 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 372 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 372 9 full full JJ work_cxyxl5vs6zd6xlanudcx46qoqy 372 10 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 372 11 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 372 12 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 372 14 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 372 16 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 372 18 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 19 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 20 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 372 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 372 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 373 1 At at IN work_cxyxl5vs6zd6xlanudcx46qoqy 373 2 evaluation evaluation NN work_cxyxl5vs6zd6xlanudcx46qoqy 373 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 4 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 373 5 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 373 6 in- in- RB work_cxyxl5vs6zd6xlanudcx46qoqy 373 7 terested tereste VBN work_cxyxl5vs6zd6xlanudcx46qoqy 373 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 373 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 373 10 marginal marginal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 373 11 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 373 12 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 13 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 14 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 15 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 373 16 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 373 17 ∑ ∑ . work_cxyxl5vs6zd6xlanudcx46qoqy 373 18 s s NN work_cxyxl5vs6zd6xlanudcx46qoqy 373 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 20 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 22 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 23 p(v p(v NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 25 s s NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 27 l l NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 373 29 u u NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 30 | | NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 31 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 373 32 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 373 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 374 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 374 2 then then RB work_cxyxl5vs6zd6xlanudcx46qoqy 374 3 use use VBP work_cxyxl5vs6zd6xlanudcx46qoqy 374 4 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 5 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 6 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 374 7 approximate approximate VB work_cxyxl5vs6zd6xlanudcx46qoqy 374 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 374 9 mean mean NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 374 11 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 374 12 marginal marginal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 374 13 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 14 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 374 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 374 16 predicted predict VBN work_cxyxl5vs6zd6xlanudcx46qoqy 374 17 embedding embedding NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 374 19 i.e. i.e. FW work_cxyxl5vs6zd6xlanudcx46qoqy 374 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 374 21 v̂ v̂ NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 22 = = NFP work_cxyxl5vs6zd6xlanudcx46qoqy 374 23 ∫ ∫ NFP work_cxyxl5vs6zd6xlanudcx46qoqy 374 24 vp(v vp(v NNS work_cxyxl5vs6zd6xlanudcx46qoqy 374 25 | | CD work_cxyxl5vs6zd6xlanudcx46qoqy 374 26 w)dv w)dv NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 27 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 28 12 12 CD work_cxyxl5vs6zd6xlanudcx46qoqy 374 29 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 30 ≈ ≈ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 31 1∑M 1∑m CD work_cxyxl5vs6zd6xlanudcx46qoqy 374 32 i=1 i=1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 33 w w NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 34 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 35 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 36 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 37 M∑ M∑ NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 38 i=1 i=1 NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 39 w(i)Cβ(l(i),s(i w(i)cβ(l(i),s(i NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 40 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 41 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 42 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 374 43 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 44 13 13 CD work_cxyxl5vs6zd6xlanudcx46qoqy 374 45 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 46 where where WRB work_cxyxl5vs6zd6xlanudcx46qoqy 374 47 w(i w(i NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 48 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 49 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 374 50 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 374 51 importance importance NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 52 weights weight NNS work_cxyxl5vs6zd6xlanudcx46qoqy 374 53 defined define VBN work_cxyxl5vs6zd6xlanudcx46qoqy 374 54 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 374 55 Equation Equation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 56 8 8 CD work_cxyxl5vs6zd6xlanudcx46qoqy 374 57 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 374 58 l(i l(i NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 59 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 60 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 374 61 s(i s(i NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 62 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 374 63 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 374 64 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 374 65 ith ith NNP work_cxyxl5vs6zd6xlanudcx46qoqy 374 66 sampled sample VBN work_cxyxl5vs6zd6xlanudcx46qoqy 374 67 la- la- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 374 68 beling beling NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 69 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 374 70 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 374 71 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 374 72 respectively respectively RB work_cxyxl5vs6zd6xlanudcx46qoqy 374 73 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 375 1 Discussion discussion NN work_cxyxl5vs6zd6xlanudcx46qoqy 375 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 376 1 Surprisingly surprisingly RB work_cxyxl5vs6zd6xlanudcx46qoqy 376 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 376 3 Table table NN work_cxyxl5vs6zd6xlanudcx46qoqy 376 4 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 376 5 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 376 6 joint joint NN work_cxyxl5vs6zd6xlanudcx46qoqy 376 7 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 376 8 shows show VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 376 9 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 376 10 relying rely VBG work_cxyxl5vs6zd6xlanudcx46qoqy 376 11 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 376 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 376 13 inferred infer VBN work_cxyxl5vs6zd6xlanudcx46qoqy 376 14 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 376 15 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 376 16 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 376 17 drastically drastically RB work_cxyxl5vs6zd6xlanudcx46qoqy 376 18 affect affect VB work_cxyxl5vs6zd6xlanudcx46qoqy 376 19 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 376 20 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 376 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 377 1 Indeed indeed RB work_cxyxl5vs6zd6xlanudcx46qoqy 377 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 377 3 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 377 4 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 377 5 often often RB work_cxyxl5vs6zd6xlanudcx46qoqy 377 6 within within IN work_cxyxl5vs6zd6xlanudcx46qoqy 377 7 .01 .01 NN work_cxyxl5vs6zd6xlanudcx46qoqy 377 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 377 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 377 10 result result NN work_cxyxl5vs6zd6xlanudcx46qoqy 377 11 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 377 12 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 377 13 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 377 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 378 1 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 378 2 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 3 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 378 4 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 378 5 viewed view VBN work_cxyxl5vs6zd6xlanudcx46qoqy 378 6 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 378 7 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 378 8 retrofitting retrofitting NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 9 procedure procedure NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 10 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 378 11 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 378 12 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 378 13 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 378 14 . . NNP work_cxyxl5vs6zd6xlanudcx46qoqy 378 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 378 16 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 378 17 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 378 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 378 19 so so CC work_cxyxl5vs6zd6xlanudcx46qoqy 378 20 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 378 21 result result NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 378 23 useful useful JJ work_cxyxl5vs6zd6xlanudcx46qoqy 378 24 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 378 25 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 378 26 indi- indi- VBD work_cxyxl5vs6zd6xlanudcx46qoqy 378 27 cates cat VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 378 28 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 378 29 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 378 30 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 378 31 synthesis synthesis NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 32 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 378 33 morphologi- morphologi- NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 34 cal cal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 378 35 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 36 produces produce VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 378 37 high high JJ work_cxyxl5vs6zd6xlanudcx46qoqy 378 38 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 378 39 quality quality NN work_cxyxl5vs6zd6xlanudcx46qoqy 378 40 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 378 41 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 379 1 6.3 6.3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 379 2 Experiment experiment NN work_cxyxl5vs6zd6xlanudcx46qoqy 379 3 3 3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 379 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 379 5 Derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 379 6 Productivity Productivity NNP work_cxyxl5vs6zd6xlanudcx46qoqy 379 7 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 379 8 now now RB work_cxyxl5vs6zd6xlanudcx46qoqy 379 9 delve delve VBP work_cxyxl5vs6zd6xlanudcx46qoqy 379 10 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 379 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 379 12 relation relation NN work_cxyxl5vs6zd6xlanudcx46qoqy 379 13 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 379 14 distribu- distribu- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 379 15 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 379 16 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 379 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 379 18 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 379 19 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 379 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 380 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 380 2 extent extent NN work_cxyxl5vs6zd6xlanudcx46qoqy 380 3 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 380 4 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 380 5 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 380 6 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 380 7 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 380 8 aids aid VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 380 9 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 380 10 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 380 11 will will MD work_cxyxl5vs6zd6xlanudcx46qoqy 380 12 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 380 13 determined determine VBN work_cxyxl5vs6zd6xlanudcx46qoqy 380 14 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 380 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 380 16 in- in- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 380 17 herent herent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 380 18 compositionality compositionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 380 19 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 380 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 380 21 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 380 22 within within IN work_cxyxl5vs6zd6xlanudcx46qoqy 380 23 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 380 24 vec- vec- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 380 25 tor tor NN work_cxyxl5vs6zd6xlanudcx46qoqy 380 26 space space NN work_cxyxl5vs6zd6xlanudcx46qoqy 380 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 381 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 381 2 break break VBP work_cxyxl5vs6zd6xlanudcx46qoqy 381 3 down down RP work_cxyxl5vs6zd6xlanudcx46qoqy 381 4 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 381 5 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 381 6 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 381 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 8 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 9 approximation approximation NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 10 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 11 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 381 12 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 13 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 14 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 381 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 16 43 43 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 17 -ly -ly : work_cxyxl5vs6zd6xlanudcx46qoqy 381 18 -ness -ness HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 381 19 -ize -ize -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 381 20 -able -able HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 381 21 in- in- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 22 -ful -ful HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 381 23 -ous -ous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 24 -less -less JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 25 -ic -ic FW work_cxyxl5vs6zd6xlanudcx46qoqy 381 26 -ist -ist : work_cxyxl5vs6zd6xlanudcx46qoqy 381 27 -y -y HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 381 28 un- un- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 29 -ity -ity NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 30 re- re- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 31 -ion -ion '' work_cxyxl5vs6zd6xlanudcx46qoqy 381 32 -ment -ment HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 381 33 -al -al '' work_cxyxl5vs6zd6xlanudcx46qoqy 381 34 -er -er : work_cxyxl5vs6zd6xlanudcx46qoqy 381 35 Affix Affix NNP work_cxyxl5vs6zd6xlanudcx46qoqy 381 36 0.2 0.2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 37 0.3 0.3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 38 0.4 0.4 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 39 0.5 0.5 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 40 0.6 0.6 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 41 0.7 0.7 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 42 0.8 0.8 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 43 0.9 0.9 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 44 1.0 1.0 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 45 A a NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 46 v v NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 47 er er UH work_cxyxl5vs6zd6xlanudcx46qoqy 381 48 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 49 g g NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 50 e e NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 51 C c NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 52 o o NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 53 si si NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 54 n n NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 55 e e NNP work_cxyxl5vs6zd6xlanudcx46qoqy 381 56 S s NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 57 i -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 381 58 m be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 381 59 il il NNP work_cxyxl5vs6zd6xlanudcx46qoqy 381 60 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 61 ri ri FW work_cxyxl5vs6zd6xlanudcx46qoqy 381 62 ty ty NNP work_cxyxl5vs6zd6xlanudcx46qoqy 381 63 Figure figure NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 64 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 381 65 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 381 66 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 67 boxplot boxplot NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 68 breaks break VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 381 69 down down RP work_cxyxl5vs6zd6xlanudcx46qoqy 381 70 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 71 cosine cosine NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 72 similarity similarity NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 73 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 381 74 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 75 approximated approximated JJ work_cxyxl5vs6zd6xlanudcx46qoqy 381 76 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 77 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 381 78 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 381 79 target target NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 80 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 81 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 381 82 affix affix NNP work_cxyxl5vs6zd6xlanudcx46qoqy 381 83 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 381 84 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 381 85 gold gold NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 86 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 381 87 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 381 88 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 382 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 382 2 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 382 3 ordered order VBN work_cxyxl5vs6zd6xlanudcx46qoqy 382 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 382 5 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 382 6 such such JJ work_cxyxl5vs6zd6xlanudcx46qoqy 382 7 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 382 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 382 9 better well RBR work_cxyxl5vs6zd6xlanudcx46qoqy 382 10 approximated approximate VBN work_cxyxl5vs6zd6xlanudcx46qoqy 382 11 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 382 12 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 382 13 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 382 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 382 15 left left NN work_cxyxl5vs6zd6xlanudcx46qoqy 382 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 383 1 dependency dependency NNP work_cxyxl5vs6zd6xlanudcx46qoqy 383 2 vectors vectors NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 383 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 383 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 383 5 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 383 6 composer composer NN work_cxyxl5vs6zd6xlanudcx46qoqy 383 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 383 8 Fig- Fig- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 383 9 ure ure NNP work_cxyxl5vs6zd6xlanudcx46qoqy 383 10 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 383 11 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 383 12 selected select VBN work_cxyxl5vs6zd6xlanudcx46qoqy 383 13 affixes affix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 383 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 384 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 384 2 observe observe VBP work_cxyxl5vs6zd6xlanudcx46qoqy 384 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 384 4 wide wide JJ work_cxyxl5vs6zd6xlanudcx46qoqy 384 5 range range NN work_cxyxl5vs6zd6xlanudcx46qoqy 384 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 384 7 scores score NNS work_cxyxl5vs6zd6xlanudcx46qoqy 384 8 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 384 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 384 10 most most RBS work_cxyxl5vs6zd6xlanudcx46qoqy 384 11 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 384 12 ending ending NN work_cxyxl5vs6zd6xlanudcx46qoqy 384 13 ly ly XX work_cxyxl5vs6zd6xlanudcx46qoqy 384 14 gives give VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 384 15 rise rise NN work_cxyxl5vs6zd6xlanudcx46qoqy 384 16 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 384 17 cosine cosine NN work_cxyxl5vs6zd6xlanudcx46qoqy 384 18 similarities similarity NNS work_cxyxl5vs6zd6xlanudcx46qoqy 384 19 that that WDT work_cxyxl5vs6zd6xlanudcx46qoqy 384 20 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 384 21 20 20 CD work_cxyxl5vs6zd6xlanudcx46qoqy 384 22 points point NNS work_cxyxl5vs6zd6xlanudcx46qoqy 384 23 higher high JJR work_cxyxl5vs6zd6xlanudcx46qoqy 384 24 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 384 25 those those DT work_cxyxl5vs6zd6xlanudcx46qoqy 384 26 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 384 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 384 28 least least JJS work_cxyxl5vs6zd6xlanudcx46qoqy 384 29 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 384 30 er er UH work_cxyxl5vs6zd6xlanudcx46qoqy 384 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 385 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 385 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 385 3 left left JJ work_cxyxl5vs6zd6xlanudcx46qoqy 385 4 end end NN work_cxyxl5vs6zd6xlanudcx46qoqy 385 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 385 6 Figure figure NN work_cxyxl5vs6zd6xlanudcx46qoqy 385 7 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 385 8 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 385 9 see see VBP work_cxyxl5vs6zd6xlanudcx46qoqy 385 10 extremely extremely RB work_cxyxl5vs6zd6xlanudcx46qoqy 385 11 pro- pro- NN work_cxyxl5vs6zd6xlanudcx46qoqy 385 12 ductive ductive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 385 13 suffixes suffix NNS work_cxyxl5vs6zd6xlanudcx46qoqy 385 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 386 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 386 2 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 386 3 ize ize NN work_cxyxl5vs6zd6xlanudcx46qoqy 386 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 386 5 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 386 6 productively productively RB work_cxyxl5vs6zd6xlanudcx46qoqy 386 7 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 386 8 relatively relatively RB work_cxyxl5vs6zd6xlanudcx46qoqy 386 9 obscure obscure JJ work_cxyxl5vs6zd6xlanudcx46qoqy 386 10 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 386 11 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 386 12 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 386 13 sciences science NNS work_cxyxl5vs6zd6xlanudcx46qoqy 386 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 386 15 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 386 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 386 17 Rao Rao NNP work_cxyxl5vs6zd6xlanudcx46qoqy 386 18 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 386 19 Blackwellize Blackwellize NNP work_cxyxl5vs6zd6xlanudcx46qoqy 386 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 387 1 Likewise likewise RB work_cxyxl5vs6zd6xlanudcx46qoqy 387 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 387 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 387 4 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 5 ness ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 6 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 387 7 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 387 8 applied apply VBN work_cxyxl5vs6zd6xlanudcx46qoqy 387 9 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 387 10 almost almost RB work_cxyxl5vs6zd6xlanudcx46qoqy 387 11 any any DT work_cxyxl5vs6zd6xlanudcx46qoqy 387 12 adjective adjective NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 13 without without IN work_cxyxl5vs6zd6xlanudcx46qoqy 387 14 restriction restriction NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 387 16 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 387 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 387 18 Poissonness Poissonness NNP work_cxyxl5vs6zd6xlanudcx46qoqy 387 19 ‘ ' `` work_cxyxl5vs6zd6xlanudcx46qoqy 387 20 degree degree NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 21 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 387 22 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 387 23 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 387 24 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 387 25 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 387 26 Pois- Pois- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 387 27 son son NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 28 distribution distribution NN work_cxyxl5vs6zd6xlanudcx46qoqy 387 29 ’ ' '' work_cxyxl5vs6zd6xlanudcx46qoqy 387 30 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 388 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 388 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 388 3 right right JJ work_cxyxl5vs6zd6xlanudcx46qoqy 388 4 end end NN work_cxyxl5vs6zd6xlanudcx46qoqy 388 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 388 6 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 388 7 find find VBP work_cxyxl5vs6zd6xlanudcx46qoqy 388 8 -ment -ment NN work_cxyxl5vs6zd6xlanudcx46qoqy 388 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 388 10 -er -er : work_cxyxl5vs6zd6xlanudcx46qoqy 388 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 388 12 re- re- XX work_cxyxl5vs6zd6xlanudcx46qoqy 388 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 389 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 389 2 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 389 3 -ment -ment NN work_cxyxl5vs6zd6xlanudcx46qoqy 389 4 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 389 5 borderline borderline NN work_cxyxl5vs6zd6xlanudcx46qoqy 389 6 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 389 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 389 8 Bauer Bauer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 389 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 389 10 1983)—modern 1983)—modern CD work_cxyxl5vs6zd6xlanudcx46qoqy 389 11 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 389 12 tends tend VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 389 13 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 389 14 form form VB work_cxyxl5vs6zd6xlanudcx46qoqy 389 15 novel novel JJ work_cxyxl5vs6zd6xlanudcx46qoqy 389 16 nominalizations nominalization NNS work_cxyxl5vs6zd6xlanudcx46qoqy 389 17 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 389 18 ness ness NN work_cxyxl5vs6zd6xlanudcx46qoqy 389 19 or or CC work_cxyxl5vs6zd6xlanudcx46qoqy 389 20 ity ity NN work_cxyxl5vs6zd6xlanudcx46qoqy 389 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 390 1 More more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 390 2 interesting interesting JJ work_cxyxl5vs6zd6xlanudcx46qoqy 390 3 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 390 4 re- re- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 390 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 390 6 er er UH work_cxyxl5vs6zd6xlanudcx46qoqy 390 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 390 8 both both DT work_cxyxl5vs6zd6xlanudcx46qoqy 390 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 390 10 which which WDT work_cxyxl5vs6zd6xlanudcx46qoqy 390 11 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 390 12 very very RB work_cxyxl5vs6zd6xlanudcx46qoqy 390 13 productive productive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 390 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 390 15 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 390 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 391 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 391 2 er er UH work_cxyxl5vs6zd6xlanudcx46qoqy 391 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 391 4 many many JJ work_cxyxl5vs6zd6xlanudcx46qoqy 391 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 391 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 391 7 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 391 8 bringing bring VBG work_cxyxl5vs6zd6xlanudcx46qoqy 391 9 down down RP work_cxyxl5vs6zd6xlanudcx46qoqy 391 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 391 11 average average NN work_cxyxl5vs6zd6xlanudcx46qoqy 391 12 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 391 13 simply simply RB work_cxyxl5vs6zd6xlanudcx46qoqy 391 14 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 391 15 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 391 16 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 391 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 392 1 For for IN work_cxyxl5vs6zd6xlanudcx46qoqy 392 2 ex- ex- XX work_cxyxl5vs6zd6xlanudcx46qoqy 392 3 ample ample JJ work_cxyxl5vs6zd6xlanudcx46qoqy 392 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 392 5 homer homer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 392 6 ‘ ' `` work_cxyxl5vs6zd6xlanudcx46qoqy 392 7 homerun homerun NN work_cxyxl5vs6zd6xlanudcx46qoqy 392 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 392 9 baseball baseball NN work_cxyxl5vs6zd6xlanudcx46qoqy 392 10 ’ ' '' work_cxyxl5vs6zd6xlanudcx46qoqy 392 11 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 392 12 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 392 13 derived derive VBN work_cxyxl5vs6zd6xlanudcx46qoqy 392 14 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 392 15 home+er home+er NNP work_cxyxl5vs6zd6xlanudcx46qoqy 392 16 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 392 17 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 392 18 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 392 19 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 392 20 error error NN work_cxyxl5vs6zd6xlanudcx46qoqy 392 21 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 392 22 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 392 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 393 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 393 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 393 3 see see VBP work_cxyxl5vs6zd6xlanudcx46qoqy 393 4 examples example NNS work_cxyxl5vs6zd6xlanudcx46qoqy 393 5 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 393 6 cutter cutter NN work_cxyxl5vs6zd6xlanudcx46qoqy 393 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 394 1 It -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 394 2 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 394 3 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 394 4 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 394 5 read- read- NN work_cxyxl5vs6zd6xlanudcx46qoqy 394 6 ing ing NN work_cxyxl5vs6zd6xlanudcx46qoqy 394 7 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 394 8 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 394 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 394 10 “ " `` work_cxyxl5vs6zd6xlanudcx46qoqy 394 11 box box NNP work_cxyxl5vs6zd6xlanudcx46qoqy 394 12 cutter cutter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 394 13 ” " '' work_cxyxl5vs6zd6xlanudcx46qoqy 394 14 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 394 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 394 16 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 394 17 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 394 18 frequently frequently RB work_cxyxl5vs6zd6xlanudcx46qoqy 394 19 occurs occur VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 394 20 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 394 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 394 22 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 394 23 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 394 24 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 394 25 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 394 26 ‘ ' `` work_cxyxl5vs6zd6xlanudcx46qoqy 394 27 type type NN work_cxyxl5vs6zd6xlanudcx46qoqy 394 28 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 394 29 boat boat NN work_cxyxl5vs6zd6xlanudcx46qoqy 394 30 ’ ' '' work_cxyxl5vs6zd6xlanudcx46qoqy 394 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 395 1 Fi- fi- IN work_cxyxl5vs6zd6xlanudcx46qoqy 395 2 nally nally RB work_cxyxl5vs6zd6xlanudcx46qoqy 395 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 395 4 proper proper JJ work_cxyxl5vs6zd6xlanudcx46qoqy 395 5 nouns noun NNS work_cxyxl5vs6zd6xlanudcx46qoqy 395 6 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 395 7 Homer Homer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 395 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 395 9 Turner Turner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 395 10 end end VBP work_cxyxl5vs6zd6xlanudcx46qoqy 395 11 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 395 12 er er UH work_cxyxl5vs6zd6xlanudcx46qoqy 395 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 395 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 395 15 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 395 16 experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 395 17 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 395 18 computed compute VBD work_cxyxl5vs6zd6xlanudcx46qoqy 395 19 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 395 20 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 395 21 lowercased lowercase VBN work_cxyxl5vs6zd6xlanudcx46qoqy 395 22 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 395 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 396 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 396 2 affix affix NN work_cxyxl5vs6zd6xlanudcx46qoqy 396 3 re- re- RB work_cxyxl5vs6zd6xlanudcx46qoqy 396 4 similarly similarly RB work_cxyxl5vs6zd6xlanudcx46qoqy 396 5 has have VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 396 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 396 7 large large JJ work_cxyxl5vs6zd6xlanudcx46qoqy 396 8 number number NN work_cxyxl5vs6zd6xlanudcx46qoqy 396 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 396 10 non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 396 11 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 396 12 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 396 13 cases case NNS work_cxyxl5vs6zd6xlanudcx46qoqy 396 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 396 15 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 396 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 396 17 remove remove VB work_cxyxl5vs6zd6xlanudcx46qoqy 396 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 396 19 relocate relocate NN work_cxyxl5vs6zd6xlanudcx46qoqy 396 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 396 21 remark remark NN work_cxyxl5vs6zd6xlanudcx46qoqy 396 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 397 1 Indeed indeed RB work_cxyxl5vs6zd6xlanudcx46qoqy 397 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 397 3 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 397 4 get get VB work_cxyxl5vs6zd6xlanudcx46qoqy 397 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 397 6 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 397 7 reading reading NN work_cxyxl5vs6zd6xlanudcx46qoqy 397 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 397 9 remove remove NN work_cxyxl5vs6zd6xlanudcx46qoqy 397 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 397 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 397 12 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 397 13 syllable syllable NN work_cxyxl5vs6zd6xlanudcx46qoqy 397 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 397 15 rather rather RB work_cxyxl5vs6zd6xlanudcx46qoqy 397 16 than than IN work_cxyxl5vs6zd6xlanudcx46qoqy 397 17 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 397 18 second second NN work_cxyxl5vs6zd6xlanudcx46qoqy 397 19 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 397 20 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 397 21 typically typically RB work_cxyxl5vs6zd6xlanudcx46qoqy 397 22 stressed stress VBN work_cxyxl5vs6zd6xlanudcx46qoqy 397 23 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 397 24 emphasize emphasize VB work_cxyxl5vs6zd6xlanudcx46qoqy 397 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 397 26 prefix prefix NN work_cxyxl5vs6zd6xlanudcx46qoqy 397 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 398 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 398 2 finally finally RB work_cxyxl5vs6zd6xlanudcx46qoqy 398 3 note note VBP work_cxyxl5vs6zd6xlanudcx46qoqy 398 4 several several JJ work_cxyxl5vs6zd6xlanudcx46qoqy 398 5 limitations limitation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 398 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 398 7 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 398 8 exper- exper- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 398 9 iment iment NN work_cxyxl5vs6zd6xlanudcx46qoqy 398 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 399 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 399 2 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 399 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 399 4 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 399 5 ability ability NN work_cxyxl5vs6zd6xlanudcx46qoqy 399 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 399 7 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 399 8 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 399 9 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 399 10 even even RB work_cxyxl5vs6zd6xlanudcx46qoqy 399 11 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 399 12 re- re- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 399 13 current current JJ work_cxyxl5vs6zd6xlanudcx46qoqy 399 14 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 399 15 network network NN work_cxyxl5vs6zd6xlanudcx46qoqy 399 16 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 399 17 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 399 18 model model VB work_cxyxl5vs6zd6xlanudcx46qoqy 399 19 transformations transformation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 399 20 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 399 21 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 399 22 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 399 23 limited limited JJ work_cxyxl5vs6zd6xlanudcx46qoqy 399 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 400 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 400 2 ii ii LS work_cxyxl5vs6zd6xlanudcx46qoqy 400 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 400 4 Our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 400 5 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 400 6 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 400 7 far far RB work_cxyxl5vs6zd6xlanudcx46qoqy 400 8 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 400 9 perfect perfect JJ work_cxyxl5vs6zd6xlanudcx46qoqy 400 10 ; ; : work_cxyxl5vs6zd6xlanudcx46qoqy 400 11 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 400 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 400 13 sparseness sparseness NN work_cxyxl5vs6zd6xlanudcx46qoqy 400 14 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 400 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 400 16 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 400 17 data datum NNS work_cxyxl5vs6zd6xlanudcx46qoqy 400 18 af- af- RB work_cxyxl5vs6zd6xlanudcx46qoqy 400 19 fects fect VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 400 20 quality quality NN work_cxyxl5vs6zd6xlanudcx46qoqy 400 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 400 22 some some DT work_cxyxl5vs6zd6xlanudcx46qoqy 400 23 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 400 24 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 400 25 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 400 26 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 400 27 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 400 28 corpus corpus NN work_cxyxl5vs6zd6xlanudcx46qoqy 400 29 are be VBP work_cxyxl5vs6zd6xlanudcx46qoqy 400 30 rare rare JJ work_cxyxl5vs6zd6xlanudcx46qoqy 400 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 401 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 401 2 iii iii NNP work_cxyxl5vs6zd6xlanudcx46qoqy 401 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 401 4 Semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 401 5 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 401 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 401 7 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 401 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 401 9 only only JJ work_cxyxl5vs6zd6xlanudcx46qoqy 401 10 crite- crite- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 401 11 rion rion NN work_cxyxl5vs6zd6xlanudcx46qoqy 401 12 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 401 13 productivity productivity NN work_cxyxl5vs6zd6xlanudcx46qoqy 401 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 402 1 An an DT work_cxyxl5vs6zd6xlanudcx46qoqy 402 2 example example NN work_cxyxl5vs6zd6xlanudcx46qoqy 402 3 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 402 4 -th -th : work_cxyxl5vs6zd6xlanudcx46qoqy 402 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 402 6 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 402 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 403 1 As as IN work_cxyxl5vs6zd6xlanudcx46qoqy 403 2 noted note VBN work_cxyxl5vs6zd6xlanudcx46qoqy 403 3 earlier early RBR work_cxyxl5vs6zd6xlanudcx46qoqy 403 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 403 5 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 403 6 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 403 7 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 403 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 403 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 403 10 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 403 11 like like IN work_cxyxl5vs6zd6xlanudcx46qoqy 403 12 warmth warmth NN work_cxyxl5vs6zd6xlanudcx46qoqy 403 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 403 14 but but CC work_cxyxl5vs6zd6xlanudcx46qoqy 403 15 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 403 16 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 403 17 not not RB work_cxyxl5vs6zd6xlanudcx46qoqy 403 18 be be VB work_cxyxl5vs6zd6xlanudcx46qoqy 403 19 used use VBN work_cxyxl5vs6zd6xlanudcx46qoqy 403 20 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 403 21 form form VB work_cxyxl5vs6zd6xlanudcx46qoqy 403 22 new new JJ work_cxyxl5vs6zd6xlanudcx46qoqy 403 23 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 403 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 404 1 7 7 LS work_cxyxl5vs6zd6xlanudcx46qoqy 404 2 Conclusion Conclusion NNP work_cxyxl5vs6zd6xlanudcx46qoqy 404 3 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 404 4 have have VBP work_cxyxl5vs6zd6xlanudcx46qoqy 404 5 presented present VBN work_cxyxl5vs6zd6xlanudcx46qoqy 404 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 404 7 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 404 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 404 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 404 10 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 404 11 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 404 12 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 404 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 404 14 derivationally derivationally RB work_cxyxl5vs6zd6xlanudcx46qoqy 404 15 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 404 16 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 404 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 405 1 To to IN work_cxyxl5vs6zd6xlanudcx46qoqy 405 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 3 best good JJS work_cxyxl5vs6zd6xlanudcx46qoqy 405 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 405 5 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 405 6 knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 405 8 this this DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 9 is be VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 405 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 11 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 405 12 attempt attempt NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 13 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 405 14 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 405 15 consider consider VB work_cxyxl5vs6zd6xlanudcx46qoqy 405 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 405 17 within within IN work_cxyxl5vs6zd6xlanudcx46qoqy 405 18 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 19 single single JJ work_cxyxl5vs6zd6xlanudcx46qoqy 405 20 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 405 22 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 405 23 i i NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 24 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 405 25 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 26 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 27 phological phological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 405 28 decomposition decomposition NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 29 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 405 30 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 31 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 32 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 33 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 405 34 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 405 35 ii ii LS work_cxyxl5vs6zd6xlanudcx46qoqy 405 36 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 405 37 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 38 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 405 39 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 40 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 405 41 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 405 42 resulting result VBG work_cxyxl5vs6zd6xlanudcx46qoqy 405 43 anal- anal- NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 44 ysis ysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 405 45 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 406 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 406 2 found find VBD work_cxyxl5vs6zd6xlanudcx46qoqy 406 3 that that IN work_cxyxl5vs6zd6xlanudcx46qoqy 406 4 directly directly RB work_cxyxl5vs6zd6xlanudcx46qoqy 406 5 modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 406 6 coherence coherence NN work_cxyxl5vs6zd6xlanudcx46qoqy 406 7 increases increase VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 406 8 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 406 9 accuracy accuracy NN work_cxyxl5vs6zd6xlanudcx46qoqy 406 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 406 11 improving improve VBG work_cxyxl5vs6zd6xlanudcx46qoqy 406 12 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 406 13 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 406 14 strong strong JJ work_cxyxl5vs6zd6xlanudcx46qoqy 406 15 baseline baseline NN work_cxyxl5vs6zd6xlanudcx46qoqy 406 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 407 1 Also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 407 2 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 407 3 our -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 407 4 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 407 5 show show VBP work_cxyxl5vs6zd6xlanudcx46qoqy 407 6 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 7 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 407 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 407 9 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 407 10 the- the- NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 11 art art NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 12 performance performance NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 13 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 407 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 407 15 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 407 16 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 17 approxi- approxi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 407 18 mation mation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 407 19 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 407 20 introduced introduce VBN work_cxyxl5vs6zd6xlanudcx46qoqy 407 21 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 407 22 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 407 23 et et NNP work_cxyxl5vs6zd6xlanudcx46qoqy 407 24 al al NNP work_cxyxl5vs6zd6xlanudcx46qoqy 407 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 408 1 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 408 2 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 408 3 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 408 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 409 1 Future future JJ work_cxyxl5vs6zd6xlanudcx46qoqy 409 2 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 3 will will MD work_cxyxl5vs6zd6xlanudcx46qoqy 409 4 focus focus VB work_cxyxl5vs6zd6xlanudcx46qoqy 409 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 409 7 extension extension NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 409 10 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 11 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 12 more more RBR work_cxyxl5vs6zd6xlanudcx46qoqy 409 13 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 409 14 instances instance NNS work_cxyxl5vs6zd6xlanudcx46qoqy 409 15 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 16 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 409 17 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 409 19 e.g. e.g. RB work_cxyxl5vs6zd6xlanudcx46qoqy 409 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 409 21 compounding compounding NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 22 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 409 23 reduplication reduplication NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 409 25 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 409 26 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 27 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 409 28 extension extension NN work_cxyxl5vs6zd6xlanudcx46qoqy 409 29 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 409 30 additional additional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 409 31 languages language NNS work_cxyxl5vs6zd6xlanudcx46qoqy 409 32 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 410 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 410 2 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 410 3 plan plan VBP work_cxyxl5vs6zd6xlanudcx46qoqy 410 4 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 410 5 explore explore VB work_cxyxl5vs6zd6xlanudcx46qoqy 410 6 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 410 7 relation relation NN work_cxyxl5vs6zd6xlanudcx46qoqy 410 8 between between IN work_cxyxl5vs6zd6xlanudcx46qoqy 410 9 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 410 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 410 11 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 410 12 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 410 13 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 410 14 greater great JJR work_cxyxl5vs6zd6xlanudcx46qoqy 410 15 detail detail NN work_cxyxl5vs6zd6xlanudcx46qoqy 410 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 411 1 44 44 CD work_cxyxl5vs6zd6xlanudcx46qoqy 411 2 Acknowledgments acknowledgment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 411 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 412 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 412 2 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 412 3 author author NN work_cxyxl5vs6zd6xlanudcx46qoqy 412 4 was be VBD work_cxyxl5vs6zd6xlanudcx46qoqy 412 5 sup- sup- RB work_cxyxl5vs6zd6xlanudcx46qoqy 412 6 ported port VBN work_cxyxl5vs6zd6xlanudcx46qoqy 412 7 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 412 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 412 9 DAAD DAAD NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 10 Long Long NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 11 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 412 12 Term Term NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 13 Research Research NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 14 Grant Grant NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 15 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 412 16 an an DT work_cxyxl5vs6zd6xlanudcx46qoqy 412 17 NDSEG NDSEG NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 18 fellowship fellowship NN work_cxyxl5vs6zd6xlanudcx46qoqy 412 19 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 412 20 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 412 21 second second JJ work_cxyxl5vs6zd6xlanudcx46qoqy 412 22 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 412 23 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 412 24 Volk- Volk- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 25 swagenstiftung swagenstiftung NN work_cxyxl5vs6zd6xlanudcx46qoqy 412 26 Opus Opus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 27 Magnum Magnum NNP work_cxyxl5vs6zd6xlanudcx46qoqy 412 28 grant grant NN work_cxyxl5vs6zd6xlanudcx46qoqy 412 29 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 413 1 We -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 413 2 would would MD work_cxyxl5vs6zd6xlanudcx46qoqy 413 3 also also RB work_cxyxl5vs6zd6xlanudcx46qoqy 413 4 like like VB work_cxyxl5vs6zd6xlanudcx46qoqy 413 5 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 413 6 thank thank VB work_cxyxl5vs6zd6xlanudcx46qoqy 413 7 action action NN work_cxyxl5vs6zd6xlanudcx46qoqy 413 8 editor editor NN work_cxyxl5vs6zd6xlanudcx46qoqy 413 9 Regina Regina NNP work_cxyxl5vs6zd6xlanudcx46qoqy 413 10 Barzilay Barzilay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 413 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 413 12 suggesting suggest VBG work_cxyxl5vs6zd6xlanudcx46qoqy 413 13 several several JJ work_cxyxl5vs6zd6xlanudcx46qoqy 413 14 changes change NNS work_cxyxl5vs6zd6xlanudcx46qoqy 413 15 we -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 413 16 incorporated incorporate VBD work_cxyxl5vs6zd6xlanudcx46qoqy 413 17 into into IN work_cxyxl5vs6zd6xlanudcx46qoqy 413 18 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 413 19 work work NN work_cxyxl5vs6zd6xlanudcx46qoqy 413 20 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 413 21 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 413 22 three three CD work_cxyxl5vs6zd6xlanudcx46qoqy 413 23 anonymous anonymous JJ work_cxyxl5vs6zd6xlanudcx46qoqy 413 24 reviewers reviewer NNS work_cxyxl5vs6zd6xlanudcx46qoqy 413 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 414 1 References References NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 2 Mohamed Mohamed NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 3 Afify Afify NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 414 5 Ruhi Ruhi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 6 Sarikaya Sarikaya NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 414 8 Hong Hong NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 9 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 414 10 Kwang Kwang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 11 Jeff Jeff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 12 Kuo Kuo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 414 14 Laurent Laurent NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 15 Besacier Besacier NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 414 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 414 18 Yuqing Yuqing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 19 Gao Gao NNP work_cxyxl5vs6zd6xlanudcx46qoqy 414 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 415 1 2006 2006 CD work_cxyxl5vs6zd6xlanudcx46qoqy 415 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 416 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 416 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 416 3 use use NN work_cxyxl5vs6zd6xlanudcx46qoqy 416 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 416 5 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 416 6 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 416 7 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 416 8 dialectal dialectal JJ work_cxyxl5vs6zd6xlanudcx46qoqy 416 9 Arabic arabic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 416 10 speech speech NN work_cxyxl5vs6zd6xlanudcx46qoqy 416 11 recognition recognition NN work_cxyxl5vs6zd6xlanudcx46qoqy 416 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 417 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 417 2 Ninth Ninth NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 3 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 4 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 417 6 Spoken Spoken NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 7 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 8 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 417 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 418 1 Mark Mark NNP work_cxyxl5vs6zd6xlanudcx46qoqy 418 2 Aronoff Aronoff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 418 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 419 1 1976 1976 CD work_cxyxl5vs6zd6xlanudcx46qoqy 419 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 420 1 Word Word NNP work_cxyxl5vs6zd6xlanudcx46qoqy 420 2 Formation Formation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 420 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 420 4 Generative Generative NNP work_cxyxl5vs6zd6xlanudcx46qoqy 420 5 Grammar Grammar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 420 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 421 1 MIT MIT NNP work_cxyxl5vs6zd6xlanudcx46qoqy 421 2 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 421 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 422 1 Harald Harald NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 2 Baayen Baayen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 422 4 Richard Richard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 5 Piepenbrock Piepenbrock NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 422 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 422 8 Hedderik Hedderik NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 9 van van NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 10 Rijn Rijn NNP work_cxyxl5vs6zd6xlanudcx46qoqy 422 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 423 1 1993 1993 CD work_cxyxl5vs6zd6xlanudcx46qoqy 423 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 424 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 424 2 CELEX CELEX NNP work_cxyxl5vs6zd6xlanudcx46qoqy 424 3 lexical lexical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 424 4 data data NN work_cxyxl5vs6zd6xlanudcx46qoqy 424 5 base base NN work_cxyxl5vs6zd6xlanudcx46qoqy 424 6 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 424 7 CD- CD- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 424 8 ROM ROM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 424 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 425 1 Miguel Miguel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 2 Ballesteros Ballesteros NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 425 4 Chris Chris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 5 Dyer Dyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 425 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 425 8 Noah Noah NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 9 A. A. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 10 Smith Smith NNP work_cxyxl5vs6zd6xlanudcx46qoqy 425 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 426 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 426 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 427 1 Improved improved JJ work_cxyxl5vs6zd6xlanudcx46qoqy 427 2 transition transition NN work_cxyxl5vs6zd6xlanudcx46qoqy 427 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 427 4 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 427 5 parsing parsing NN work_cxyxl5vs6zd6xlanudcx46qoqy 427 6 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 427 7 model- model- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 427 8 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 427 9 characters character NNS work_cxyxl5vs6zd6xlanudcx46qoqy 427 10 instead instead RB work_cxyxl5vs6zd6xlanudcx46qoqy 427 11 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 427 12 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 427 13 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 427 14 LSTMs LSTMs NNP work_cxyxl5vs6zd6xlanudcx46qoqy 427 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 428 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 428 2 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 3 ceedings ceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 428 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 428 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 428 6 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 428 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 428 9 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 10 Meth- Meth- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 11 ods od NNS work_cxyxl5vs6zd6xlanudcx46qoqy 428 12 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 428 13 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 14 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 15 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 428 17 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 428 18 349–359 349–359 CD work_cxyxl5vs6zd6xlanudcx46qoqy 428 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 428 20 Lisbon Lisbon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 428 22 Portugal Portugal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 428 24 September September NNP work_cxyxl5vs6zd6xlanudcx46qoqy 428 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 429 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 429 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 429 3 Compu- Compu- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 429 4 tational tational NN work_cxyxl5vs6zd6xlanudcx46qoqy 429 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 429 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 430 1 Laurie Laurie NNP work_cxyxl5vs6zd6xlanudcx46qoqy 430 2 Bauer Bauer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 430 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 431 1 1983 1983 CD work_cxyxl5vs6zd6xlanudcx46qoqy 431 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 432 1 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 432 2 Word Word NNP work_cxyxl5vs6zd6xlanudcx46qoqy 432 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 432 4 Formation Formation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 432 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 433 1 Cam- Cam- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 433 2 bridge bridge NN work_cxyxl5vs6zd6xlanudcx46qoqy 433 3 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 433 4 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 433 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 434 1 Yoshua Yoshua NNP work_cxyxl5vs6zd6xlanudcx46qoqy 434 2 Bengio Bengio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 434 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 434 4 Jean Jean NNP work_cxyxl5vs6zd6xlanudcx46qoqy 434 5 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 434 6 Sébastien Sébastien NNP work_cxyxl5vs6zd6xlanudcx46qoqy 434 7 Senecal Senecal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 434 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 435 1 2003 2003 CD work_cxyxl5vs6zd6xlanudcx46qoqy 435 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 436 1 Quick quick JJ work_cxyxl5vs6zd6xlanudcx46qoqy 436 2 training training NN work_cxyxl5vs6zd6xlanudcx46qoqy 436 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 436 4 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 436 5 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 436 6 nets net NNS work_cxyxl5vs6zd6xlanudcx46qoqy 436 7 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 436 8 impor- impor- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 436 9 tance tance NN work_cxyxl5vs6zd6xlanudcx46qoqy 436 10 sampling sampling NN work_cxyxl5vs6zd6xlanudcx46qoqy 436 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 437 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 437 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 437 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 437 5 Ninth Ninth NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 6 Interna- Interna- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 7 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 437 8 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 9 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 437 10 Artificial Artificial NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 11 Intelligence Intelligence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 437 13 Statis- Statis- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 437 14 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 437 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 438 1 Jan Jan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 438 2 A. A. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 438 3 Botha Botha NNP work_cxyxl5vs6zd6xlanudcx46qoqy 438 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 438 5 Phil Phil NNP work_cxyxl5vs6zd6xlanudcx46qoqy 438 6 Blunsom Blunsom NNP work_cxyxl5vs6zd6xlanudcx46qoqy 438 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 439 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 439 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 440 1 Compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 440 2 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 440 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 440 4 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 440 5 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 440 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 440 7 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 440 8 modelling modelling NN work_cxyxl5vs6zd6xlanudcx46qoqy 440 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 441 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 441 2 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 441 3 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 441 4 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 441 5 Machine Machine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 441 6 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 441 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 441 8 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 441 9 1899–1907 1899–1907 CD work_cxyxl5vs6zd6xlanudcx46qoqy 441 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 442 1 Kyunghyun Kyunghyun NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 2 Cho Cho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 442 4 Bart Bart NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 5 van van NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 6 Merriënboer merriënboer NN work_cxyxl5vs6zd6xlanudcx46qoqy 442 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 442 8 Dzmitry Dzmitry NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 9 Bah- Bah- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 10 danau danau NN work_cxyxl5vs6zd6xlanudcx46qoqy 442 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 442 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 442 13 Yoshua Yoshua NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 14 Bengio Bengio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 442 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 443 1 2014a 2014a ADD work_cxyxl5vs6zd6xlanudcx46qoqy 443 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 444 1 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 444 2 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 444 3 properties property NNS work_cxyxl5vs6zd6xlanudcx46qoqy 444 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 444 5 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 444 6 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 444 7 translation translation NN work_cxyxl5vs6zd6xlanudcx46qoqy 444 8 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 444 9 Encoder encoder NN work_cxyxl5vs6zd6xlanudcx46qoqy 444 10 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 444 11 decoder decoder NN work_cxyxl5vs6zd6xlanudcx46qoqy 444 12 ap- ap- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 444 13 proaches proache NNS work_cxyxl5vs6zd6xlanudcx46qoqy 444 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 445 1 Workshop Workshop NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 2 On on IN work_cxyxl5vs6zd6xlanudcx46qoqy 445 3 Syntax Syntax NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 445 5 Semantics Semantics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 445 7 Struc- Struc- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 8 ture ture NN work_cxyxl5vs6zd6xlanudcx46qoqy 445 9 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 445 10 Statistical Statistical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 11 Translation Translation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 445 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 446 1 Kyunghyun Kyunghyun NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 2 Cho Cho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 4 Bart Bart NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 5 Van Van NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 6 Merriënboer merriënboer NN work_cxyxl5vs6zd6xlanudcx46qoqy 446 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 8 Caglar Caglar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 9 Gul- Gul- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 10 cehre cehre NN work_cxyxl5vs6zd6xlanudcx46qoqy 446 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 12 Dzmitry Dzmitry NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 13 Bahdanau Bahdanau NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 15 Fethi Fethi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 16 Bougares Bougares NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 18 Holger Holger NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 19 Schwenk Schwenk NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 446 21 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 446 22 Yoshua Yoshua NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 23 Bengio Bengio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 446 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 447 1 2014b 2014b CD work_cxyxl5vs6zd6xlanudcx46qoqy 447 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 448 1 Learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 448 2 phrase phrase NN work_cxyxl5vs6zd6xlanudcx46qoqy 448 3 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 448 4 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 448 5 RNN RNN NNP work_cxyxl5vs6zd6xlanudcx46qoqy 448 6 encoder encoder NN work_cxyxl5vs6zd6xlanudcx46qoqy 448 7 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 448 8 decoder decoder NN work_cxyxl5vs6zd6xlanudcx46qoqy 448 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 448 10 statistical statistical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 448 11 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 448 12 translation translation NN work_cxyxl5vs6zd6xlanudcx46qoqy 448 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 449 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 449 2 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 449 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 449 4 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 449 5 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 449 6 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 449 7 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 449 8 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 449 9 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 449 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 450 1 Noam Noam NNP work_cxyxl5vs6zd6xlanudcx46qoqy 450 2 Chomsky Chomsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 450 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 450 4 Morris Morris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 450 5 Halle Halle NNP work_cxyxl5vs6zd6xlanudcx46qoqy 450 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 451 1 1968 1968 CD work_cxyxl5vs6zd6xlanudcx46qoqy 451 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 452 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 452 2 sound sound NN work_cxyxl5vs6zd6xlanudcx46qoqy 452 3 pat- pat- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 452 4 tern tern NN work_cxyxl5vs6zd6xlanudcx46qoqy 452 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 452 6 English English NNP work_cxyxl5vs6zd6xlanudcx46qoqy 452 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 453 1 Harper Harper NNP work_cxyxl5vs6zd6xlanudcx46qoqy 453 2 & & CC work_cxyxl5vs6zd6xlanudcx46qoqy 453 3 Row Row NNP work_cxyxl5vs6zd6xlanudcx46qoqy 453 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 454 1 Noam Noam NNP work_cxyxl5vs6zd6xlanudcx46qoqy 454 2 Chomsky Chomsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 454 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 455 1 1965 1965 CD work_cxyxl5vs6zd6xlanudcx46qoqy 455 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 456 1 Aspects aspect NNS work_cxyxl5vs6zd6xlanudcx46qoqy 456 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 456 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 456 4 Theory Theory NNP work_cxyxl5vs6zd6xlanudcx46qoqy 456 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 456 6 Syntax Syntax NNP work_cxyxl5vs6zd6xlanudcx46qoqy 456 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 457 1 MIT MIT NNP work_cxyxl5vs6zd6xlanudcx46qoqy 457 2 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 457 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 458 1 Ann Ann NNP work_cxyxl5vs6zd6xlanudcx46qoqy 458 2 Clifton Clifton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 458 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 458 4 Anoop Anoop NNP work_cxyxl5vs6zd6xlanudcx46qoqy 458 5 Sarkar Sarkar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 458 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 459 1 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 459 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 460 1 Combin- Combin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 460 2 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 460 3 morpheme morpheme NN work_cxyxl5vs6zd6xlanudcx46qoqy 460 4 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 460 5 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 460 6 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 460 7 translation translation NN work_cxyxl5vs6zd6xlanudcx46qoqy 460 8 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 460 9 post- post- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 460 10 processing processing NN work_cxyxl5vs6zd6xlanudcx46qoqy 460 11 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 460 12 prediction prediction NN work_cxyxl5vs6zd6xlanudcx46qoqy 460 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 461 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 461 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 461 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 461 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 461 5 49th 49th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 461 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 461 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 461 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 461 12 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 13 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 461 14 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 15 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 461 16 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 17 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 18 Technolo- Technolo- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 19 gies gy NNS work_cxyxl5vs6zd6xlanudcx46qoqy 461 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 461 21 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 461 22 32–42 32–42 CD work_cxyxl5vs6zd6xlanudcx46qoqy 461 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 461 24 Portland Portland NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 461 26 Oregon Oregon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 461 28 USA USA NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 461 30 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 461 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 462 1 As- as- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 462 2 sociation sociation NN work_cxyxl5vs6zd6xlanudcx46qoqy 462 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 462 4 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 462 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 462 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 463 1 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 463 4 Nanyun Nanyun NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 5 Peng Peng NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 463 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 463 8 Jason Jason NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 9 Eisner Eisner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 463 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 464 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 464 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 465 1 Stochastic stochastic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 465 2 contextual contextual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 465 3 edit edit NN work_cxyxl5vs6zd6xlanudcx46qoqy 465 4 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 465 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 465 6 probabilistic probabilistic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 465 7 FSTs fst NNS work_cxyxl5vs6zd6xlanudcx46qoqy 465 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 466 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 466 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 466 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 466 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 466 5 52nd 52nd JJ work_cxyxl5vs6zd6xlanudcx46qoqy 466 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 466 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 466 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 466 12 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 13 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 466 15 Vol- Vol- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 16 ume ume NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 17 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 466 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 466 19 Short Short NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 20 Papers Papers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 466 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 466 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 466 23 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 466 24 625–630 625–630 CD work_cxyxl5vs6zd6xlanudcx46qoqy 466 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 466 26 Baltimore Baltimore NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 466 28 Maryland Maryland NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 466 30 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 466 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 467 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 467 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 467 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 467 4 Lin- Lin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 467 5 guistics guistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 467 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 468 1 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 468 4 Thomas Thomas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 5 Müller Müller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 468 7 Alexander Alexander NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 8 Fraser Fraser NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 468 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 468 11 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 12 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 468 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 469 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 469 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 470 1 Labeled label VBN work_cxyxl5vs6zd6xlanudcx46qoqy 470 2 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 470 3 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 470 4 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 470 5 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 470 6 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 470 7 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 470 8 Markov markov JJ work_cxyxl5vs6zd6xlanudcx46qoqy 470 9 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 470 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 471 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 471 2 Proceed- Proceed- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 3 ings ing NNS work_cxyxl5vs6zd6xlanudcx46qoqy 471 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 471 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 471 6 Nineteenth Nineteenth NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 471 9 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 10 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 11 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 12 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 471 14 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 471 15 164–174 164–174 CD work_cxyxl5vs6zd6xlanudcx46qoqy 471 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 471 17 Beijing Beijing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 471 19 China China NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 471 21 July July NNP work_cxyxl5vs6zd6xlanudcx46qoqy 471 22 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 472 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 472 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 472 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 472 4 Linguis- Linguis- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 472 5 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 472 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 473 1 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 473 4 Arun Arun NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 5 Kumar Kumar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 473 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 473 8 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 9 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 473 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 474 1 2016a 2016a CD work_cxyxl5vs6zd6xlanudcx46qoqy 474 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 475 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 475 2 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 475 3 inside inside NN work_cxyxl5vs6zd6xlanudcx46qoqy 475 4 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 475 5 out out NN work_cxyxl5vs6zd6xlanudcx46qoqy 475 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 476 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 476 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 476 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 476 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 476 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 476 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 476 8 Empiri- Empiri- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 9 cal cal NN work_cxyxl5vs6zd6xlanudcx46qoqy 476 10 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 476 11 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 476 12 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 13 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 14 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 476 16 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 476 17 2325–2330 2325–2330 CD work_cxyxl5vs6zd6xlanudcx46qoqy 476 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 476 19 Austin Austin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 476 21 Texas Texas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 476 23 November November NNP work_cxyxl5vs6zd6xlanudcx46qoqy 476 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 477 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 477 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 477 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 477 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 477 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 478 1 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 2 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 478 4 Tim Tim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 5 Vieira Vieira NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 478 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 478 8 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 9 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 478 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 479 1 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 479 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 480 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 480 2 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 480 3 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 480 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 480 5 orthography orthography NN work_cxyxl5vs6zd6xlanudcx46qoqy 480 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 480 7 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 480 8 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 480 9 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 480 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 481 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 481 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 481 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 481 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 481 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 481 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 481 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 481 9 North north JJ work_cxyxl5vs6zd6xlanudcx46qoqy 481 10 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 11 Chapter Chapter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 481 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 481 14 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 481 16 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 17 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 481 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 481 19 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 20 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 21 Tech- Tech- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 22 nologies nologie NNS work_cxyxl5vs6zd6xlanudcx46qoqy 481 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 481 24 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 481 25 664–669 664–669 CD work_cxyxl5vs6zd6xlanudcx46qoqy 481 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 481 27 San San NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 28 Diego Diego NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 481 30 California California NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 481 32 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 481 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 482 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 482 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 482 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 482 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 482 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 483 1 Mathias Mathias NNP work_cxyxl5vs6zd6xlanudcx46qoqy 483 2 Creutz Creutz NNP work_cxyxl5vs6zd6xlanudcx46qoqy 483 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 483 4 Krista Krista NNP work_cxyxl5vs6zd6xlanudcx46qoqy 483 5 Lagus Lagus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 483 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 484 1 2007 2007 CD work_cxyxl5vs6zd6xlanudcx46qoqy 484 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 485 1 Unsupervised unsupervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 485 2 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 485 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 485 4 morpheme morpheme NNP work_cxyxl5vs6zd6xlanudcx46qoqy 485 5 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 485 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 485 7 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 485 8 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 485 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 486 1 ACM ACM NNP work_cxyxl5vs6zd6xlanudcx46qoqy 486 2 Transactions Transactions NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 486 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 486 4 Speech Speech NNP work_cxyxl5vs6zd6xlanudcx46qoqy 486 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 486 6 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 486 7 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 486 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 486 9 4(1):3 4(1):3 CD work_cxyxl5vs6zd6xlanudcx46qoqy 486 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 487 1 Cı́cero Cı́cero NNP work_cxyxl5vs6zd6xlanudcx46qoqy 487 2 Nogueira Nogueira NNP work_cxyxl5vs6zd6xlanudcx46qoqy 487 3 dos do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 487 4 Santos Santos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 487 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 487 6 Bianca Bianca NNP work_cxyxl5vs6zd6xlanudcx46qoqy 487 7 Zadrozny Zadrozny NNP work_cxyxl5vs6zd6xlanudcx46qoqy 487 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 488 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 488 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 489 1 Learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 489 2 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 489 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 489 4 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 489 5 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 489 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 489 7 part part NN work_cxyxl5vs6zd6xlanudcx46qoqy 489 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 489 9 of- of- CD work_cxyxl5vs6zd6xlanudcx46qoqy 489 10 speech speech NN work_cxyxl5vs6zd6xlanudcx46qoqy 489 11 tagging tagging NN work_cxyxl5vs6zd6xlanudcx46qoqy 489 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 490 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 490 2 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 490 3 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 490 4 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 490 5 Ma- Ma- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 490 6 chine chine NN work_cxyxl5vs6zd6xlanudcx46qoqy 490 7 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 490 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 490 9 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 490 10 1818–1826 1818–1826 CD work_cxyxl5vs6zd6xlanudcx46qoqy 490 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 491 1 Markus Markus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 491 2 Dreyer Dreyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 491 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 491 4 Jason Jason NNP work_cxyxl5vs6zd6xlanudcx46qoqy 491 5 Eisner Eisner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 491 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 492 1 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 492 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 493 1 Discover- Discover- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 493 2 ing e VBG work_cxyxl5vs6zd6xlanudcx46qoqy 493 3 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 493 4 paradigms paradigms NN work_cxyxl5vs6zd6xlanudcx46qoqy 493 5 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 493 6 plain plain JJ work_cxyxl5vs6zd6xlanudcx46qoqy 493 7 text text NN work_cxyxl5vs6zd6xlanudcx46qoqy 493 8 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 493 9 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 493 10 Dirichlet Dirichlet NNP work_cxyxl5vs6zd6xlanudcx46qoqy 493 11 process process NN work_cxyxl5vs6zd6xlanudcx46qoqy 493 12 mixture mixture NN work_cxyxl5vs6zd6xlanudcx46qoqy 493 13 model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 493 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 494 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 494 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 494 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 494 5 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 494 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 494 8 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 9 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 494 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 494 11 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 12 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 13 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 494 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 494 15 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 494 16 616–627 616–627 CD work_cxyxl5vs6zd6xlanudcx46qoqy 494 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 495 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 495 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 495 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 495 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 495 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 495 6 July July NNP work_cxyxl5vs6zd6xlanudcx46qoqy 495 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 496 1 Markus Markus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 496 2 Dreyer Dreyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 496 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 497 1 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 497 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 498 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 498 2 Non non JJ work_cxyxl5vs6zd6xlanudcx46qoqy 498 3 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 498 4 parametric parametric JJ work_cxyxl5vs6zd6xlanudcx46qoqy 498 5 Model model NN work_cxyxl5vs6zd6xlanudcx46qoqy 498 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 498 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 498 8 Discovery Discovery NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 498 10 Inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 498 11 Paradigms Paradigms NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 12 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 498 13 Plain Plain NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 14 Text Text NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 15 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 498 16 Graphical Graphical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 17 Models Models NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 498 18 over over IN work_cxyxl5vs6zd6xlanudcx46qoqy 498 19 Strings Strings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 498 20 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 499 1 Ph.D. Ph.D. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 499 2 thesis thesis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 499 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 499 4 Johns Johns NNP work_cxyxl5vs6zd6xlanudcx46qoqy 499 5 Hopkins Hopkins NNP work_cxyxl5vs6zd6xlanudcx46qoqy 499 6 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 499 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 500 1 John John NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 2 Duchi Duchi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 500 4 Elad Elad NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 5 Hazan Hazan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 500 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 500 8 Yoram Yoram NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 9 Singer Singer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 500 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 501 1 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 501 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 502 1 Adaptive adaptive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 502 2 subgradient subgradient NN work_cxyxl5vs6zd6xlanudcx46qoqy 502 3 methods method NNS work_cxyxl5vs6zd6xlanudcx46qoqy 502 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 502 5 online online JJ work_cxyxl5vs6zd6xlanudcx46qoqy 502 6 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 502 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 502 8 45 45 CD work_cxyxl5vs6zd6xlanudcx46qoqy 502 9 stochastic stochastic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 502 10 optimization optimization NN work_cxyxl5vs6zd6xlanudcx46qoqy 502 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 503 1 Journal Journal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 503 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 503 3 Machine Machine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 503 4 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 503 5 Research Research NNP work_cxyxl5vs6zd6xlanudcx46qoqy 503 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 503 7 12:2121–2159 12:2121–2159 CD work_cxyxl5vs6zd6xlanudcx46qoqy 503 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 504 1 Jeffrey Jeffrey NNP work_cxyxl5vs6zd6xlanudcx46qoqy 504 2 L. L. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 504 3 Elman Elman NNP work_cxyxl5vs6zd6xlanudcx46qoqy 504 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 505 1 1990 1990 CD work_cxyxl5vs6zd6xlanudcx46qoqy 505 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 506 1 Finding find VBG work_cxyxl5vs6zd6xlanudcx46qoqy 506 2 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 506 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 506 4 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 506 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 507 1 Cog- cog- LS work_cxyxl5vs6zd6xlanudcx46qoqy 507 2 nitive nitive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 507 3 Science Science NNP work_cxyxl5vs6zd6xlanudcx46qoqy 507 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 507 5 14(2):179–211 14(2):179–211 CD work_cxyxl5vs6zd6xlanudcx46qoqy 507 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 508 1 Manaal Manaal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 2 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 508 4 Jesse Jesse NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 5 Dodge Dodge NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 508 7 Sujay Sujay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 8 Kumar Kumar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 9 Jauhar Jauhar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 508 11 Chris Chris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 12 Dyer Dyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 508 14 Eduard Eduard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 15 Hovy Hovy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 508 17 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 508 18 Noah Noah NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 19 A. A. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 20 Smith Smith NNP work_cxyxl5vs6zd6xlanudcx46qoqy 508 21 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 509 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 509 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 510 1 Retrofitting retrofit VBG work_cxyxl5vs6zd6xlanudcx46qoqy 510 2 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 510 3 vectors vector NNS work_cxyxl5vs6zd6xlanudcx46qoqy 510 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 510 5 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 510 6 lexicons lexicon NNS work_cxyxl5vs6zd6xlanudcx46qoqy 510 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 511 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 511 2 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 3 ceedings ceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 511 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 511 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 511 6 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 511 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 511 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 511 10 North North NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 11 Ameri- Ameri- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 12 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 511 13 Chapter chapter NN work_cxyxl5vs6zd6xlanudcx46qoqy 511 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 511 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 511 16 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 511 18 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 19 Lin- Lin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 20 guistics guistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 511 21 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 511 22 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 23 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 24 Technologies Technologies NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 511 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 511 26 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 511 27 1606 1606 CD work_cxyxl5vs6zd6xlanudcx46qoqy 511 28 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 511 29 1615 1615 CD work_cxyxl5vs6zd6xlanudcx46qoqy 511 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 511 31 Denver Denver NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 511 33 Colorado Colorado NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 511 35 May May NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 36 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 511 37 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 511 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 512 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 512 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 512 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 512 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 512 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 513 1 Manaal Manaal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 2 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 513 4 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 5 McDonald McDonald NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 513 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 513 8 Radu Radu NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 9 Soricut Soricut NNP work_cxyxl5vs6zd6xlanudcx46qoqy 513 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 514 1 2016a 2016a CD work_cxyxl5vs6zd6xlanudcx46qoqy 514 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 515 1 Morpho morpho RB work_cxyxl5vs6zd6xlanudcx46qoqy 515 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 515 3 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 515 4 lexicon lexicon NN work_cxyxl5vs6zd6xlanudcx46qoqy 515 5 generation generation NN work_cxyxl5vs6zd6xlanudcx46qoqy 515 6 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 515 7 graph graph NN work_cxyxl5vs6zd6xlanudcx46qoqy 515 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 515 9 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 515 10 semi semi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 515 11 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 515 12 supervised supervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 515 13 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 515 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 516 1 Transactions transaction NNS work_cxyxl5vs6zd6xlanudcx46qoqy 516 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 516 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 516 4 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 516 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 516 6 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 516 7 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 516 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 516 9 4:1 4:1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 516 10 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 516 11 16 16 CD work_cxyxl5vs6zd6xlanudcx46qoqy 516 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 517 1 Manaal Manaal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 2 Faruqui Faruqui NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 517 4 Yulia Yulia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 5 Tsvetkov Tsvetkov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 517 7 Graham Graham NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 8 Neubig Neubig NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 517 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 517 11 Chris Chris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 12 Dyer Dyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 517 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 518 1 2016b 2016b CD work_cxyxl5vs6zd6xlanudcx46qoqy 518 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 519 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 519 2 inflection inflection NN work_cxyxl5vs6zd6xlanudcx46qoqy 519 3 gen- gen- NN work_cxyxl5vs6zd6xlanudcx46qoqy 519 4 eration eration NN work_cxyxl5vs6zd6xlanudcx46qoqy 519 5 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 519 6 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 519 7 sequence sequence NN work_cxyxl5vs6zd6xlanudcx46qoqy 519 8 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 519 9 sequence sequence VB work_cxyxl5vs6zd6xlanudcx46qoqy 519 10 learn- learn- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 519 11 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 519 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 520 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 520 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 520 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 520 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 520 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 520 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 520 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 520 9 North north JJ work_cxyxl5vs6zd6xlanudcx46qoqy 520 10 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 11 Chapter Chapter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 520 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 520 14 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 520 16 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 17 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 520 18 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 19 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 520 20 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 21 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 22 Technolo- Technolo- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 23 gies gy NNS work_cxyxl5vs6zd6xlanudcx46qoqy 520 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 520 25 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 520 26 634–643 634–643 CD work_cxyxl5vs6zd6xlanudcx46qoqy 520 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 520 28 San San NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 29 Diego Diego NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 520 31 California California NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 520 33 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 520 34 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 521 1 As- as- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 521 2 sociation sociation NN work_cxyxl5vs6zd6xlanudcx46qoqy 521 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 521 4 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 521 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 521 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 522 1 Orhan Orhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 2 Firat Firat NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 522 4 Kyunghyun Kyunghyun NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 5 Cho Cho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 522 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 522 8 Yoshua Yoshua NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 9 Bengio Bengio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 522 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 523 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 523 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 524 1 Multi multi JJ work_cxyxl5vs6zd6xlanudcx46qoqy 524 2 - - JJ work_cxyxl5vs6zd6xlanudcx46qoqy 524 3 way way JJ work_cxyxl5vs6zd6xlanudcx46qoqy 524 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 524 5 multilingual multilingual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 524 6 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 524 7 machine machine NN work_cxyxl5vs6zd6xlanudcx46qoqy 524 8 translation translation NN work_cxyxl5vs6zd6xlanudcx46qoqy 524 9 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 524 10 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 524 11 shared share VBN work_cxyxl5vs6zd6xlanudcx46qoqy 524 12 attention attention NN work_cxyxl5vs6zd6xlanudcx46qoqy 524 13 mechanism mechanism NN work_cxyxl5vs6zd6xlanudcx46qoqy 524 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 525 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 525 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 525 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 525 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 525 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 525 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 525 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 525 9 North North NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 10 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 11 Chap- Chap- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 12 ter ter NN work_cxyxl5vs6zd6xlanudcx46qoqy 525 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 525 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 525 15 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 16 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 525 17 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 18 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 525 19 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 525 20 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 21 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 22 Technologies Technologies NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 525 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 525 24 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 525 25 866–875 866–875 CD work_cxyxl5vs6zd6xlanudcx46qoqy 525 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 525 27 San San NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 28 Diego Diego NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 525 30 California California NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 525 32 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 525 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 526 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 526 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 526 3 Computa- Computa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 526 4 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 526 5 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 526 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 527 1 Gottlob Gottlob NNP work_cxyxl5vs6zd6xlanudcx46qoqy 527 2 Frege Frege NNP work_cxyxl5vs6zd6xlanudcx46qoqy 527 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 528 1 1892 1892 CD work_cxyxl5vs6zd6xlanudcx46qoqy 528 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 529 1 Über Über NNP work_cxyxl5vs6zd6xlanudcx46qoqy 529 2 Begriff Begriff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 529 3 und und RB work_cxyxl5vs6zd6xlanudcx46qoqy 529 4 Gegenstand Gegenstand NNP work_cxyxl5vs6zd6xlanudcx46qoqy 529 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 530 1 Vierteljahresschrift Vierteljahresschrift NNP work_cxyxl5vs6zd6xlanudcx46qoqy 530 2 für für NNP work_cxyxl5vs6zd6xlanudcx46qoqy 530 3 wissenschaftliche wissenschaftliche JJ work_cxyxl5vs6zd6xlanudcx46qoqy 530 4 Philosophie Philosophie NNP work_cxyxl5vs6zd6xlanudcx46qoqy 530 5 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 530 6 16:192–205 16:192–205 CD work_cxyxl5vs6zd6xlanudcx46qoqy 530 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 531 1 Dan Dan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 2 Gillick Gillick NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 531 4 Cliff Cliff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 5 Brunk Brunk NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 531 7 Oriol Oriol NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 8 Vinyals Vinyals NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 531 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 531 11 Amarnag Amarnag NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 12 Subramanya Subramanya NNP work_cxyxl5vs6zd6xlanudcx46qoqy 531 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 532 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 532 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 533 1 Multilingual multilingual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 533 2 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 533 3 process- process- NN work_cxyxl5vs6zd6xlanudcx46qoqy 533 4 ing ing NN work_cxyxl5vs6zd6xlanudcx46qoqy 533 5 from from IN work_cxyxl5vs6zd6xlanudcx46qoqy 533 6 bytes byte NNS work_cxyxl5vs6zd6xlanudcx46qoqy 533 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 534 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 534 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 534 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 534 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 534 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 534 6 Confer- Confer- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 7 ence ence NN work_cxyxl5vs6zd6xlanudcx46qoqy 534 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 534 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 534 10 North north JJ work_cxyxl5vs6zd6xlanudcx46qoqy 534 11 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 12 Chapter Chapter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 13 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 534 14 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 534 15 Associa- Associa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 16 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 534 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 534 18 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 19 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 534 20 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 534 21 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 22 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 23 Technologies Technologies NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 534 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 534 25 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 534 26 1296–1306 1296–1306 CD work_cxyxl5vs6zd6xlanudcx46qoqy 534 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 534 28 San San NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 29 Diego Diego NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 534 31 Califor- Califor- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 32 nia nia NN work_cxyxl5vs6zd6xlanudcx46qoqy 534 33 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 534 34 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 534 35 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 535 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 535 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 535 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 535 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 535 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 536 1 Christoph Christoph NNP work_cxyxl5vs6zd6xlanudcx46qoqy 536 2 Goller Goller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 536 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 536 4 Andreas Andreas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 536 5 Küchler Küchler NNP work_cxyxl5vs6zd6xlanudcx46qoqy 536 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 537 1 1996 1996 CD work_cxyxl5vs6zd6xlanudcx46qoqy 537 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 538 1 Learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 538 2 task task NN work_cxyxl5vs6zd6xlanudcx46qoqy 538 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 538 4 dependent dependent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 538 5 distributed distribute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 538 6 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 538 7 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 538 8 back- back- NN work_cxyxl5vs6zd6xlanudcx46qoqy 538 9 propagation propagation NN work_cxyxl5vs6zd6xlanudcx46qoqy 538 10 through through IN work_cxyxl5vs6zd6xlanudcx46qoqy 538 11 structure structure NN work_cxyxl5vs6zd6xlanudcx46qoqy 538 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 539 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 539 2 IEEE IEEE NNP work_cxyxl5vs6zd6xlanudcx46qoqy 539 3 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 539 4 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 539 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 539 6 Neural Neural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 539 7 Networks Networks NNP work_cxyxl5vs6zd6xlanudcx46qoqy 539 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 540 1 Kazuma Kazuma NNP work_cxyxl5vs6zd6xlanudcx46qoqy 540 2 Hashimoto Hashimoto NNP work_cxyxl5vs6zd6xlanudcx46qoqy 540 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 540 4 Yoshimasa Yoshimasa NNP work_cxyxl5vs6zd6xlanudcx46qoqy 540 5 Tsuruoka Tsuruoka NNP work_cxyxl5vs6zd6xlanudcx46qoqy 540 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 541 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 541 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 542 1 Adaptive adaptive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 542 2 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 542 3 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 542 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 542 5 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 542 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 542 7 non- non- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 542 8 compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 542 9 phrase phrase NN work_cxyxl5vs6zd6xlanudcx46qoqy 542 10 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 542 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 543 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 543 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 543 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 543 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 543 5 54th 54th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 543 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 543 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 543 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 543 12 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 13 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 543 14 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 543 16 Volume volume NN work_cxyxl5vs6zd6xlanudcx46qoqy 543 17 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 543 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 543 19 Long Long NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 20 Papers Papers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 543 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 543 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 543 23 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 543 24 205–215 205–215 CD work_cxyxl5vs6zd6xlanudcx46qoqy 543 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 543 26 Berlin Berlin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 543 28 Germany Germany NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 543 30 August August NNP work_cxyxl5vs6zd6xlanudcx46qoqy 543 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 544 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 544 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 544 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 544 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 544 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 545 1 Martin Martin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 545 2 Haspelmath Haspelmath NNP work_cxyxl5vs6zd6xlanudcx46qoqy 545 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 545 4 Andrea Andrea NNP work_cxyxl5vs6zd6xlanudcx46qoqy 545 5 Sims Sims NNP work_cxyxl5vs6zd6xlanudcx46qoqy 545 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 546 1 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 546 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 547 1 Under- Under- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 547 2 standing stand VBG work_cxyxl5vs6zd6xlanudcx46qoqy 547 3 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 547 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 548 1 Routledge Routledge NNP work_cxyxl5vs6zd6xlanudcx46qoqy 548 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 549 1 Irene Irene NNP work_cxyxl5vs6zd6xlanudcx46qoqy 549 2 Heim Heim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 549 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 549 4 Angelika Angelika NNP work_cxyxl5vs6zd6xlanudcx46qoqy 549 5 Kratzer Kratzer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 549 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 550 1 1998 1998 CD work_cxyxl5vs6zd6xlanudcx46qoqy 550 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 551 1 Semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 551 2 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 551 3 Generative Generative NNP work_cxyxl5vs6zd6xlanudcx46qoqy 551 4 Grammar Grammar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 551 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 552 1 Blackwell Blackwell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 552 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 553 1 Sepp Sepp NNP work_cxyxl5vs6zd6xlanudcx46qoqy 553 2 Hochreiter Hochreiter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 553 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 553 4 Jürgen Jürgen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 553 5 Schmidhuber Schmidhuber NNP work_cxyxl5vs6zd6xlanudcx46qoqy 553 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 554 1 1997 1997 CD work_cxyxl5vs6zd6xlanudcx46qoqy 554 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 555 1 Long long JJ work_cxyxl5vs6zd6xlanudcx46qoqy 555 2 short short JJ work_cxyxl5vs6zd6xlanudcx46qoqy 555 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 555 4 term term NN work_cxyxl5vs6zd6xlanudcx46qoqy 555 5 memory memory NN work_cxyxl5vs6zd6xlanudcx46qoqy 555 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 556 1 Neural Neural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 556 2 Computation Computation NNP work_cxyxl5vs6zd6xlanudcx46qoqy 556 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 556 4 9(8):1735 9(8):1735 CD work_cxyxl5vs6zd6xlanudcx46qoqy 556 5 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 556 6 1780 1780 CD work_cxyxl5vs6zd6xlanudcx46qoqy 556 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 557 1 Katharina Katharina NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 2 Kann Kann NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 557 4 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 5 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 557 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 557 8 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 9 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 557 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 558 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 558 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 559 1 Neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 559 2 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 559 3 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 559 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 559 5 Encoding- Encoding- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 559 6 decoding decode VBG work_cxyxl5vs6zd6xlanudcx46qoqy 559 7 canonical canonical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 559 8 segments segment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 559 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 560 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 560 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 560 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 560 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 560 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 560 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 560 8 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 9 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 560 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 560 11 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 12 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 13 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 560 15 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 560 16 961–967 961–967 CD work_cxyxl5vs6zd6xlanudcx46qoqy 560 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 560 18 Austin Austin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 560 20 Texas Texas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 560 22 November November NNP work_cxyxl5vs6zd6xlanudcx46qoqy 560 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 561 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 561 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 561 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 561 4 Linguis- Linguis- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 561 5 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 561 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 562 1 Ronald Ronald NNP work_cxyxl5vs6zd6xlanudcx46qoqy 562 2 M. M. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 562 3 Kaplan Kaplan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 562 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 562 5 Martin Martin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 562 6 Kay Kay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 562 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 563 1 1994 1994 CD work_cxyxl5vs6zd6xlanudcx46qoqy 563 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 564 1 Regular regular JJ work_cxyxl5vs6zd6xlanudcx46qoqy 564 2 mod- mod- NN work_cxyxl5vs6zd6xlanudcx46qoqy 564 3 els el NNS work_cxyxl5vs6zd6xlanudcx46qoqy 564 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 564 5 phonological phonological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 564 6 rule rule NN work_cxyxl5vs6zd6xlanudcx46qoqy 564 7 systems system NNS work_cxyxl5vs6zd6xlanudcx46qoqy 564 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 565 1 Computational computational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 565 2 Lin- Lin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 565 3 guistics guistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 565 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 565 5 20(3):331–378 20(3):331–378 CD work_cxyxl5vs6zd6xlanudcx46qoqy 565 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 566 1 Martin Martin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 566 2 Kay Kay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 566 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 567 1 1977 1977 CD work_cxyxl5vs6zd6xlanudcx46qoqy 567 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 568 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 568 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 568 3 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 568 4 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 568 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 569 1 Linguistic Linguistic NNP work_cxyxl5vs6zd6xlanudcx46qoqy 569 2 Structures Structures NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 569 3 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 569 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 569 5 5:131 5:131 CD work_cxyxl5vs6zd6xlanudcx46qoqy 569 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 570 1 Yoon Yoon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 2 Kim Kim NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 570 4 Yacine Yacine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 5 Jernite Jernite NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 570 7 David David NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 8 Sontag Sontag NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 570 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 570 11 Alexan- Alexan- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 12 der der VBP work_cxyxl5vs6zd6xlanudcx46qoqy 570 13 M. M. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 14 Rush Rush NNP work_cxyxl5vs6zd6xlanudcx46qoqy 570 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 571 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 571 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 572 1 Character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 572 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 572 3 aware aware JJ work_cxyxl5vs6zd6xlanudcx46qoqy 572 4 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 572 5 language language NN work_cxyxl5vs6zd6xlanudcx46qoqy 572 6 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 572 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 573 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 573 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 573 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 573 5 Thirtieth Thirtieth NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 6 AAAI AAAI NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 7 Confer- Confer- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 8 ence ence NN work_cxyxl5vs6zd6xlanudcx46qoqy 573 9 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 573 10 Artificial Artificial NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 11 Intelligence Intelligence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 573 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 573 13 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 573 14 2741–2749 2741–2749 CD work_cxyxl5vs6zd6xlanudcx46qoqy 573 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 574 1 Diederik Diederik NNP work_cxyxl5vs6zd6xlanudcx46qoqy 574 2 Kingma Kingma NNP work_cxyxl5vs6zd6xlanudcx46qoqy 574 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 574 4 Jimmy Jimmy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 574 5 Ba Ba NNP work_cxyxl5vs6zd6xlanudcx46qoqy 574 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 575 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 575 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 576 1 Adam Adam NNP work_cxyxl5vs6zd6xlanudcx46qoqy 576 2 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 576 3 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 576 4 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 576 5 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 576 6 stochastic stochastic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 576 7 optimization optimization NN work_cxyxl5vs6zd6xlanudcx46qoqy 576 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 577 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 577 2 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 577 3 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 577 4 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 577 5 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 577 6 Representations Representations NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 577 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 578 1 Max Max NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 2 Kisselew Kisselew NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 578 4 Sebastian Sebastian NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 5 Padó Padó NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 578 7 Alexis Alexis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 8 Palmer Palmer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 578 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 578 11 Jan Jan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 12 Šnajder Šnajder NNP work_cxyxl5vs6zd6xlanudcx46qoqy 578 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 579 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 579 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 580 1 Obtaining obtain VBG work_cxyxl5vs6zd6xlanudcx46qoqy 580 2 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 580 3 better well JJR work_cxyxl5vs6zd6xlanudcx46qoqy 580 4 understanding understanding NN work_cxyxl5vs6zd6xlanudcx46qoqy 580 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 580 6 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 580 7 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 580 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 580 9 German german JJ work_cxyxl5vs6zd6xlanudcx46qoqy 580 10 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 580 11 morphol- morphol- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 580 12 ogy ogy NN work_cxyxl5vs6zd6xlanudcx46qoqy 580 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 581 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 581 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 581 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 581 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 581 5 11th 11th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 581 6 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 581 7 Confer- Confer- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 581 8 ence ence NN work_cxyxl5vs6zd6xlanudcx46qoqy 581 9 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 581 10 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 581 11 Semantics Semantics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 581 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 581 13 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 581 14 58–63 58–63 CD work_cxyxl5vs6zd6xlanudcx46qoqy 581 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 582 1 Daphne Daphne NNP work_cxyxl5vs6zd6xlanudcx46qoqy 582 2 Koller Koller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 582 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 582 4 Nir Nir NNP work_cxyxl5vs6zd6xlanudcx46qoqy 582 5 Friedman Friedman NNP work_cxyxl5vs6zd6xlanudcx46qoqy 582 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 583 1 2009 2009 CD work_cxyxl5vs6zd6xlanudcx46qoqy 583 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 584 1 Probabilistic Probabilistic NNP work_cxyxl5vs6zd6xlanudcx46qoqy 584 2 Graphical Graphical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 584 3 Models Models NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 584 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 584 5 Principles Principles NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 584 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 584 7 Techniques technique NNS work_cxyxl5vs6zd6xlanudcx46qoqy 584 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 585 1 MIT MIT NNP work_cxyxl5vs6zd6xlanudcx46qoqy 585 2 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 585 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 586 1 Lingpeng Lingpeng NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 2 Kong Kong NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 586 4 Chris Chris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 5 Dyer Dyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 586 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 586 8 Noah Noah NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 9 A A NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 10 Smith Smith NNP work_cxyxl5vs6zd6xlanudcx46qoqy 586 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 587 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 587 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 588 1 Segmental segmental JJ work_cxyxl5vs6zd6xlanudcx46qoqy 588 2 recurrent recurrent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 588 3 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 588 4 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 588 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 589 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 589 2 4th 4th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 589 3 Interna- Interna- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 589 4 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 589 5 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 589 6 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 589 7 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 589 8 Representations Representations NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 589 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 590 1 Mikko Mikko NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 2 Kurimo Kurimo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 590 4 Sami Sami NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 5 Virpioja Virpioja NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 590 7 Ville Ville NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 8 Turunen Turunen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 590 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 590 11 Krista Krista NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 12 Lagus Lagus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 590 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 591 1 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 591 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 592 1 Morpho Morpho NNP work_cxyxl5vs6zd6xlanudcx46qoqy 592 2 Challenge Challenge NNP work_cxyxl5vs6zd6xlanudcx46qoqy 592 3 competition competition NN work_cxyxl5vs6zd6xlanudcx46qoqy 592 4 2005 2005 CD work_cxyxl5vs6zd6xlanudcx46qoqy 592 5 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 592 6 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 592 7 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 592 8 Evaluations evaluation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 592 9 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 592 10 results result NNS work_cxyxl5vs6zd6xlanudcx46qoqy 592 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 593 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 593 2 Special Special NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 3 Interest Interest NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 4 Group Group NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 593 6 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 7 Morphology Morphology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 593 9 Phonology Phonology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 593 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 594 1 Angeliki Angeliki NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 2 Lazaridou Lazaridou NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 594 4 Marco Marco NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 5 Marelli Marelli NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 594 7 Roberto Roberto NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 8 Zamparelli Zamparelli NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 594 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 594 11 Marco Marco NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 12 Baroni Baroni NNP work_cxyxl5vs6zd6xlanudcx46qoqy 594 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 595 1 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 595 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 596 1 Compositional compositional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 596 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 596 3 ly ly NNP work_cxyxl5vs6zd6xlanudcx46qoqy 596 4 derived derive VBD work_cxyxl5vs6zd6xlanudcx46qoqy 596 5 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 596 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 596 7 morphologically morphologically RB work_cxyxl5vs6zd6xlanudcx46qoqy 596 8 complex complex JJ work_cxyxl5vs6zd6xlanudcx46qoqy 596 9 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 596 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 596 11 distributional distributional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 596 12 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 596 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 597 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 597 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 597 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 597 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 597 5 51st 51st JJ work_cxyxl5vs6zd6xlanudcx46qoqy 597 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 597 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 597 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 597 12 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 13 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 597 15 Volume volume NN work_cxyxl5vs6zd6xlanudcx46qoqy 597 16 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 597 17 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 597 18 Long Long NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 19 Papers Papers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 597 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 597 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 597 22 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 597 23 1517 1517 CD work_cxyxl5vs6zd6xlanudcx46qoqy 597 24 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 597 25 1526 1526 CD work_cxyxl5vs6zd6xlanudcx46qoqy 597 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 597 27 Sofia Sofia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 28 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 597 29 Bulgaria Bulgaria NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 597 31 August August NNP work_cxyxl5vs6zd6xlanudcx46qoqy 597 32 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 598 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 598 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 598 3 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 598 4 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 598 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 598 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 599 1 Omer Omer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 599 2 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 599 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 599 4 Yoav Yoav NNP work_cxyxl5vs6zd6xlanudcx46qoqy 599 5 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 599 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 600 1 2014a 2014a ADD work_cxyxl5vs6zd6xlanudcx46qoqy 600 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 601 1 Dependency- Dependency- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 601 2 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 601 3 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 601 4 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 601 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 602 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 602 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 602 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 602 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 602 5 52nd 52nd JJ work_cxyxl5vs6zd6xlanudcx46qoqy 602 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 602 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 602 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 602 12 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 13 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 602 15 Volume volume NN work_cxyxl5vs6zd6xlanudcx46qoqy 602 16 2 2 CD work_cxyxl5vs6zd6xlanudcx46qoqy 602 17 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 602 18 Short Short NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 19 Papers Papers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 602 20 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 602 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 602 22 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 602 23 302–308 302–308 CD work_cxyxl5vs6zd6xlanudcx46qoqy 602 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 602 25 46 46 CD work_cxyxl5vs6zd6xlanudcx46qoqy 602 26 Baltimore Baltimore NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 602 28 Maryland Maryland NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 602 30 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 602 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 603 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 603 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 603 3 Computa- Computa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 603 4 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 603 5 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 603 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 604 1 Omer Omer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 604 2 Levy Levy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 604 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 604 4 Yoav Yoav NNP work_cxyxl5vs6zd6xlanudcx46qoqy 604 5 Goldberg Goldberg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 604 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 605 1 2014b 2014b CD work_cxyxl5vs6zd6xlanudcx46qoqy 605 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 606 1 Neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 606 2 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 606 3 embedding embed VBG work_cxyxl5vs6zd6xlanudcx46qoqy 606 4 as as IN work_cxyxl5vs6zd6xlanudcx46qoqy 606 5 implicit implicit JJ work_cxyxl5vs6zd6xlanudcx46qoqy 606 6 matrix matrix NN work_cxyxl5vs6zd6xlanudcx46qoqy 606 7 factorization factorization NN work_cxyxl5vs6zd6xlanudcx46qoqy 606 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 607 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 607 2 Ad- Ad- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 607 3 vances vance NNS work_cxyxl5vs6zd6xlanudcx46qoqy 607 4 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 607 5 Neural Neural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 607 6 Information Information NNP work_cxyxl5vs6zd6xlanudcx46qoqy 607 7 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 607 8 Systems Systems NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 607 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 607 10 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 607 11 2177–2185 2177–2185 CD work_cxyxl5vs6zd6xlanudcx46qoqy 607 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 608 1 Marc Marc NNP work_cxyxl5vs6zd6xlanudcx46qoqy 608 2 Light Light NNP work_cxyxl5vs6zd6xlanudcx46qoqy 608 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 609 1 1996 1996 CD work_cxyxl5vs6zd6xlanudcx46qoqy 609 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 610 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 610 2 cues cue NNS work_cxyxl5vs6zd6xlanudcx46qoqy 610 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 610 4 lexical lexical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 610 5 se- se- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 610 6 mantics mantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 610 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 611 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 611 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 611 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 611 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 611 5 34th 34th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 611 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 611 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 611 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 611 12 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 13 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 611 15 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 611 16 25–31 25–31 CD work_cxyxl5vs6zd6xlanudcx46qoqy 611 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 611 18 Santa Santa NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 19 Cruz Cruz NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 611 21 California California NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 611 23 USA USA NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 611 25 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 611 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 612 1 Associa- Associa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 612 2 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 612 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 612 4 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 612 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 612 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 613 1 Wang Wang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 2 Ling Ling NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 4 Chris Chris NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 5 Dyer Dyer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 7 Alan Alan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 8 W. W. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 9 Black Black NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 11 Isabel Isabel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 12 Trancoso Trancoso NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 14 Ramon Ramon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 15 Fermandez Fermandez NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 17 Silvio Silvio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 18 Amir Amir NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 20 Luis Luis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 21 Marujo Marujo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 613 23 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 613 24 Tiago Tiago NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 25 Luis Luis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 613 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 614 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 614 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 615 1 Finding find VBG work_cxyxl5vs6zd6xlanudcx46qoqy 615 2 function function NN work_cxyxl5vs6zd6xlanudcx46qoqy 615 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 615 4 form form NN work_cxyxl5vs6zd6xlanudcx46qoqy 615 5 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 615 6 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 615 7 positional positional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 615 8 character character NN work_cxyxl5vs6zd6xlanudcx46qoqy 615 9 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 615 10 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 615 11 open open JJ work_cxyxl5vs6zd6xlanudcx46qoqy 615 12 vocabulary vocabulary JJ work_cxyxl5vs6zd6xlanudcx46qoqy 615 13 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 615 14 representation representation NN work_cxyxl5vs6zd6xlanudcx46qoqy 615 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 616 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 616 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 616 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 616 5 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 616 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 616 8 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 9 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 616 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 616 11 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 12 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 13 Process- Process- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 14 ing ing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 616 16 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 616 17 1520–1530 1520–1530 CD work_cxyxl5vs6zd6xlanudcx46qoqy 616 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 616 19 Lisbon Lisbon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 616 21 Portugal Portugal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 616 23 September September NNP work_cxyxl5vs6zd6xlanudcx46qoqy 616 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 617 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 617 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 617 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 617 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 617 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 618 1 Thang Thang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 2 Luong Luong NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 618 4 Richard Richard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 5 Socher Socher NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 618 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 618 8 Christopher Christopher NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 9 Man- Man- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 618 10 ning ning NN work_cxyxl5vs6zd6xlanudcx46qoqy 618 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 619 1 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 619 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 620 1 Better well JJR work_cxyxl5vs6zd6xlanudcx46qoqy 620 2 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 620 3 representations representation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 620 4 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 620 5 recur- recur- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 620 6 sive sive JJ work_cxyxl5vs6zd6xlanudcx46qoqy 620 7 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 620 8 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 620 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 620 10 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 620 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 621 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 621 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 621 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 621 5 Seventeenth Seventeenth NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 621 8 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 9 Nat- Nat- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 10 ural ural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 621 11 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 12 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 621 14 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 621 15 104–113 104–113 CD work_cxyxl5vs6zd6xlanudcx46qoqy 621 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 621 17 Sofia Sofia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 621 19 Bul- Bul- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 20 garia garia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 621 22 August August NNP work_cxyxl5vs6zd6xlanudcx46qoqy 621 23 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 622 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 622 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 622 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 622 4 Linguis- Linguis- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 622 5 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 622 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 623 1 John John NNP work_cxyxl5vs6zd6xlanudcx46qoqy 623 2 Lyons Lyons NNP work_cxyxl5vs6zd6xlanudcx46qoqy 623 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 624 1 1977 1977 CD work_cxyxl5vs6zd6xlanudcx46qoqy 624 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 625 1 Semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 625 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 626 1 Cambridge Cambridge NNP work_cxyxl5vs6zd6xlanudcx46qoqy 626 2 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 626 3 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 626 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 627 1 Tomas Tomas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 2 Mikolov Mikolov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 627 4 Kai Kai NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 5 Chen Chen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 627 7 Greg Greg NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 8 Corrado Corrado NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 627 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 627 11 Jeffrey Jeffrey NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 12 Dean Dean NNP work_cxyxl5vs6zd6xlanudcx46qoqy 627 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 628 1 2013a 2013a CD work_cxyxl5vs6zd6xlanudcx46qoqy 628 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 629 1 Efficient efficient JJ work_cxyxl5vs6zd6xlanudcx46qoqy 629 2 estimation estimation NN work_cxyxl5vs6zd6xlanudcx46qoqy 629 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 629 4 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 629 5 representa- representa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 629 6 tions tion NNS work_cxyxl5vs6zd6xlanudcx46qoqy 629 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 629 8 vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 629 9 space space NN work_cxyxl5vs6zd6xlanudcx46qoqy 629 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 630 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 630 2 2th 2th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 630 3 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 630 4 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 630 5 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 630 6 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 630 7 Representations Representations NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 630 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 631 1 Tomas Tomas NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 2 Mikolov Mikolov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 631 4 Ilya Ilya NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 5 Sutskever Sutskever NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 631 7 Kai Kai NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 8 Chen Chen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 631 10 Gregory Gregory NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 11 S. S. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 12 Corrado Corrado NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 631 14 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 631 15 Jeffrey Jeffrey NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 16 Dean Dean NNP work_cxyxl5vs6zd6xlanudcx46qoqy 631 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 632 1 2013b 2013b CD work_cxyxl5vs6zd6xlanudcx46qoqy 632 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 633 1 Distributed distribute VBN work_cxyxl5vs6zd6xlanudcx46qoqy 633 2 rep- rep- NN work_cxyxl5vs6zd6xlanudcx46qoqy 633 3 resentations resentation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 633 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 633 5 words word NNS work_cxyxl5vs6zd6xlanudcx46qoqy 633 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 633 7 phrases phrase NNS work_cxyxl5vs6zd6xlanudcx46qoqy 633 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 633 9 their -PRON- PRP$ work_cxyxl5vs6zd6xlanudcx46qoqy 633 10 composi- composi- XX work_cxyxl5vs6zd6xlanudcx46qoqy 633 11 tionality tionality NN work_cxyxl5vs6zd6xlanudcx46qoqy 633 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 634 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 634 2 Advances advance NNS work_cxyxl5vs6zd6xlanudcx46qoqy 634 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 634 4 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 634 5 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 634 6 process- process- NN work_cxyxl5vs6zd6xlanudcx46qoqy 634 7 ing ing NN work_cxyxl5vs6zd6xlanudcx46qoqy 634 8 systems system NNS work_cxyxl5vs6zd6xlanudcx46qoqy 634 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 634 10 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 634 11 3111–3119 3111–3119 CD work_cxyxl5vs6zd6xlanudcx46qoqy 634 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 635 1 Jeff Jeff NNP work_cxyxl5vs6zd6xlanudcx46qoqy 635 2 Mitchell Mitchell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 635 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 635 4 Mirella Mirella NNP work_cxyxl5vs6zd6xlanudcx46qoqy 635 5 Lapata Lapata NNP work_cxyxl5vs6zd6xlanudcx46qoqy 635 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 636 1 2008 2008 CD work_cxyxl5vs6zd6xlanudcx46qoqy 636 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 637 1 Vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 637 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 637 3 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 637 4 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 637 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 637 6 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 637 7 composition composition NN work_cxyxl5vs6zd6xlanudcx46qoqy 637 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 638 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 638 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 638 4 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 638 6 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 7 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 638 9 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 638 10 236 236 CD work_cxyxl5vs6zd6xlanudcx46qoqy 638 11 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 638 12 244 244 CD work_cxyxl5vs6zd6xlanudcx46qoqy 638 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 638 14 Columbus Columbus NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 638 16 Ohio Ohio NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 638 18 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 638 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 639 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 639 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 639 3 Computa- Computa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 639 4 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 639 5 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 639 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 640 1 Kevin Kevin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 640 2 P. P. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 640 3 Murphy Murphy NNP work_cxyxl5vs6zd6xlanudcx46qoqy 640 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 641 1 2012 2012 CD work_cxyxl5vs6zd6xlanudcx46qoqy 641 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 642 1 Machine Machine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 642 2 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 642 3 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 642 4 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 642 5 Proba- Proba- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 642 6 bilistic bilistic NN work_cxyxl5vs6zd6xlanudcx46qoqy 642 7 Perspective perspective NN work_cxyxl5vs6zd6xlanudcx46qoqy 642 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 643 1 MIT MIT NNP work_cxyxl5vs6zd6xlanudcx46qoqy 643 2 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 643 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 644 1 Jason Jason NNP work_cxyxl5vs6zd6xlanudcx46qoqy 644 2 Naradowsky Naradowsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 644 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 644 4 Sharon Sharon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 644 5 Goldwater Goldwater NNP work_cxyxl5vs6zd6xlanudcx46qoqy 644 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 645 1 2009 2009 CD work_cxyxl5vs6zd6xlanudcx46qoqy 645 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 646 1 Im- im- XX work_cxyxl5vs6zd6xlanudcx46qoqy 646 2 proving prove VBG work_cxyxl5vs6zd6xlanudcx46qoqy 646 3 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 646 4 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 646 5 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 646 6 learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 646 7 spelling spelling NN work_cxyxl5vs6zd6xlanudcx46qoqy 646 8 rules rule NNS work_cxyxl5vs6zd6xlanudcx46qoqy 646 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 647 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 647 2 Twenty twenty CD work_cxyxl5vs6zd6xlanudcx46qoqy 647 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 647 4 first first JJ work_cxyxl5vs6zd6xlanudcx46qoqy 647 5 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 647 6 Joint Joint NNP work_cxyxl5vs6zd6xlanudcx46qoqy 647 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 647 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 647 9 Artificial Artificial NNP work_cxyxl5vs6zd6xlanudcx46qoqy 647 10 Intelligence Intelligence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 647 11 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 647 12 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 647 13 1531–1536 1531–1536 CD work_cxyxl5vs6zd6xlanudcx46qoqy 647 14 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 648 1 Karthik Karthik NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 2 Narasimhan Narasimhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 648 4 Damianos Damianos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 5 Karakos Karakos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 648 7 Richard Richard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 8 Schwartz Schwartz NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 648 10 Stavros Stavros NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 11 Tsakalidis Tsakalidis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 648 13 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 648 14 Regina Regina NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 15 Barzilay Barzilay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 648 16 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 649 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 649 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 650 1 Morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 650 2 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 650 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 650 4 keyword keyword NNP work_cxyxl5vs6zd6xlanudcx46qoqy 650 5 spot- spot- XX work_cxyxl5vs6zd6xlanudcx46qoqy 650 6 ting ting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 650 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 651 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 651 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 651 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 651 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 651 5 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 651 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 651 8 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 9 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 651 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 651 11 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 12 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 13 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 651 15 EMNLP EMNLP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 651 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 651 18 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 651 19 880–885 880–885 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 651 21 Doha Doha NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 651 23 Qatar Qatar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 651 25 October October NNP work_cxyxl5vs6zd6xlanudcx46qoqy 651 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 652 1 As- as- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 652 2 sociation sociation NN work_cxyxl5vs6zd6xlanudcx46qoqy 652 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 652 4 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 652 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 652 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 653 1 Karthik Karthik NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 2 Narasimhan Narasimhan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 653 4 Regina Regina NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 5 Barzilay Barzilay NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 653 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 653 8 Tommi Tommi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 9 Jaakkola Jaakkola NNP work_cxyxl5vs6zd6xlanudcx46qoqy 653 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 654 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 654 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 655 1 An an DT work_cxyxl5vs6zd6xlanudcx46qoqy 655 2 unsupervised unsupervised JJ work_cxyxl5vs6zd6xlanudcx46qoqy 655 3 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 655 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 655 5 uncov- uncov- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 655 6 ering ere VBG work_cxyxl5vs6zd6xlanudcx46qoqy 655 7 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 655 8 chains chain NNS work_cxyxl5vs6zd6xlanudcx46qoqy 655 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 656 1 Transactions transaction NNS work_cxyxl5vs6zd6xlanudcx46qoqy 656 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 656 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 656 4 Asso- Asso- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 656 5 ciation ciation NN work_cxyxl5vs6zd6xlanudcx46qoqy 656 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 656 7 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 656 8 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 656 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 656 10 3:157–167 3:157–167 CD work_cxyxl5vs6zd6xlanudcx46qoqy 656 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 657 1 OUP OUP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 657 2 editors editor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 657 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 658 1 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 658 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 659 1 New New NNP work_cxyxl5vs6zd6xlanudcx46qoqy 659 2 Oxford Oxford NNP work_cxyxl5vs6zd6xlanudcx46qoqy 659 3 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 659 4 Dictionary Dictionary NNP work_cxyxl5vs6zd6xlanudcx46qoqy 659 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 660 1 Oxford Oxford NNP work_cxyxl5vs6zd6xlanudcx46qoqy 660 2 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 660 3 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 660 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 661 1 Sebastian Sebastian NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 2 Padó Padó NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 661 4 Alexis Alexis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 5 Palmer Palmer NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 661 7 Max Max NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 8 Kisselew Kisselew NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 661 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 661 11 Jan Jan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 12 Šnajder Šnajder NNP work_cxyxl5vs6zd6xlanudcx46qoqy 661 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 662 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 662 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 663 1 Measuring measure VBG work_cxyxl5vs6zd6xlanudcx46qoqy 663 2 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 663 3 content content NN work_cxyxl5vs6zd6xlanudcx46qoqy 663 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 663 5 as- as- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 663 6 sess sess NN work_cxyxl5vs6zd6xlanudcx46qoqy 663 7 asymmetry asymmetry NN work_cxyxl5vs6zd6xlanudcx46qoqy 663 8 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 663 9 derivation derivation NN work_cxyxl5vs6zd6xlanudcx46qoqy 663 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 664 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 664 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 664 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 664 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 664 5 11th 11th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 664 6 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 664 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 664 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 664 9 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 664 10 Se- Se- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 664 11 mantics mantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 664 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 665 1 Lawrence Lawrence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 665 2 R. R. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 665 3 Rabiner Rabiner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 665 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 666 1 1989 1989 CD work_cxyxl5vs6zd6xlanudcx46qoqy 666 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 667 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 667 2 tutorial tutorial NN work_cxyxl5vs6zd6xlanudcx46qoqy 667 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 667 4 hidden hidden JJ work_cxyxl5vs6zd6xlanudcx46qoqy 667 5 Markov Markov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 667 6 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 667 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 667 8 selected select VBN work_cxyxl5vs6zd6xlanudcx46qoqy 667 9 applications application NNS work_cxyxl5vs6zd6xlanudcx46qoqy 667 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 667 11 speech speech NN work_cxyxl5vs6zd6xlanudcx46qoqy 667 12 recognition recognition NN work_cxyxl5vs6zd6xlanudcx46qoqy 667 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 668 1 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 668 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 668 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 668 4 Institute Institute NNP work_cxyxl5vs6zd6xlanudcx46qoqy 668 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 668 6 Electrical Electrical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 668 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 668 8 Electronics Electronics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 668 9 Engineers Engineers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 668 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 668 11 77(2):257–286 77(2):257–286 CD work_cxyxl5vs6zd6xlanudcx46qoqy 668 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 669 1 Pushpendre Pushpendre NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 2 Rastogi Rastogi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 669 4 Ryan Ryan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 5 Cotterell Cotterell NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 669 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 669 8 Jason Jason NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 9 Eisner Eisner NNP work_cxyxl5vs6zd6xlanudcx46qoqy 669 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 670 1 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 670 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 671 1 Weighting weight VBG work_cxyxl5vs6zd6xlanudcx46qoqy 671 2 finite finite JJ work_cxyxl5vs6zd6xlanudcx46qoqy 671 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 671 4 state state NN work_cxyxl5vs6zd6xlanudcx46qoqy 671 5 transductions transduction NNS work_cxyxl5vs6zd6xlanudcx46qoqy 671 6 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 671 7 neu- neu- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 671 8 ral ral JJ work_cxyxl5vs6zd6xlanudcx46qoqy 671 9 context context NN work_cxyxl5vs6zd6xlanudcx46qoqy 671 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 672 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 672 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 672 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 672 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 672 5 2016 2016 CD work_cxyxl5vs6zd6xlanudcx46qoqy 672 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 7 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 672 8 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 672 9 North north JJ work_cxyxl5vs6zd6xlanudcx46qoqy 672 10 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 11 Chapter Chapter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 12 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 672 13 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 672 14 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 15 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 672 16 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 17 Linguistics Linguistics NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 672 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 672 19 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 20 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 21 Tech- Tech- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 22 nologies nologie NNS work_cxyxl5vs6zd6xlanudcx46qoqy 672 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 672 24 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 672 25 623–633 623–633 CD work_cxyxl5vs6zd6xlanudcx46qoqy 672 26 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 672 27 San San NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 28 Diego Diego NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 672 30 California California NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 31 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 672 32 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 672 33 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 673 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 673 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 673 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 673 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 673 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 674 1 Eric Eric NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 2 S. S. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 3 Ristad Ristad NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 674 5 Peter Peter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 6 N. N. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 7 Yianilos Yianilos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 674 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 675 1 1998 1998 CD work_cxyxl5vs6zd6xlanudcx46qoqy 675 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 676 1 Learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 676 2 string string NN work_cxyxl5vs6zd6xlanudcx46qoqy 676 3 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 676 4 edit edit NN work_cxyxl5vs6zd6xlanudcx46qoqy 676 5 distance distance NN work_cxyxl5vs6zd6xlanudcx46qoqy 676 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 677 1 IEEE IEEE NNP work_cxyxl5vs6zd6xlanudcx46qoqy 677 2 Transactions transaction NNS work_cxyxl5vs6zd6xlanudcx46qoqy 677 3 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 677 4 Pattern Pattern NNP work_cxyxl5vs6zd6xlanudcx46qoqy 677 5 Analysis Analysis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 677 6 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 677 7 Machine Machine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 677 8 Intelligence Intelligence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 677 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 677 10 20(5):522–532 20(5):522–532 CD work_cxyxl5vs6zd6xlanudcx46qoqy 677 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 678 1 Reuven Reuven NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 2 Y. Y. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 3 Rubinstein Rubinstein NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 678 5 Dirk Dirk NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 6 P. P. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 7 Kroese Kroese NNP work_cxyxl5vs6zd6xlanudcx46qoqy 678 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 679 1 2011 2011 CD work_cxyxl5vs6zd6xlanudcx46qoqy 679 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 680 1 Sim- Sim- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 680 2 ulation ulation NN work_cxyxl5vs6zd6xlanudcx46qoqy 680 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 680 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 680 5 Monte Monte NNP work_cxyxl5vs6zd6xlanudcx46qoqy 680 6 Carlo Carlo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 680 7 method method NN work_cxyxl5vs6zd6xlanudcx46qoqy 680 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 681 1 John John NNP work_cxyxl5vs6zd6xlanudcx46qoqy 681 2 Wiley Wiley NNP work_cxyxl5vs6zd6xlanudcx46qoqy 681 3 & & CC work_cxyxl5vs6zd6xlanudcx46qoqy 681 4 Sons Sons NNP work_cxyxl5vs6zd6xlanudcx46qoqy 681 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 682 1 Teemu Teemu NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 2 Ruokolainen Ruokolainen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 682 4 Oskar Oskar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 5 Kohonen Kohonen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 682 7 Sami Sami NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 8 Virpioja Virpioja NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 682 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 682 11 Mikko Mikko NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 12 Kurimo Kurimo NNP work_cxyxl5vs6zd6xlanudcx46qoqy 682 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 683 1 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 683 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 684 1 Supervised supervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 684 2 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 684 3 seg- seg- NN work_cxyxl5vs6zd6xlanudcx46qoqy 684 4 mentation mentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 684 5 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 684 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 684 7 low low JJ work_cxyxl5vs6zd6xlanudcx46qoqy 684 8 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 684 9 resource resource NN work_cxyxl5vs6zd6xlanudcx46qoqy 684 10 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 684 11 setting set VBG work_cxyxl5vs6zd6xlanudcx46qoqy 684 12 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 684 13 con- con- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 684 14 ditional ditional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 684 15 random random JJ work_cxyxl5vs6zd6xlanudcx46qoqy 684 16 fields field NNS work_cxyxl5vs6zd6xlanudcx46qoqy 684 17 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 685 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 685 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 685 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 685 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 685 5 Sev- Sev- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 6 enteenth enteenth NN work_cxyxl5vs6zd6xlanudcx46qoqy 685 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 685 9 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 10 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 11 Lan- Lan- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 12 guage guage NN work_cxyxl5vs6zd6xlanudcx46qoqy 685 13 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 14 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 685 15 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 685 16 29–37 29–37 CD work_cxyxl5vs6zd6xlanudcx46qoqy 685 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 685 18 Sofia Sofia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 685 20 Bulgaria Bulgaria NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 685 22 Au- Au- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 685 23 gust gust NN work_cxyxl5vs6zd6xlanudcx46qoqy 685 24 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 686 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 686 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 686 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 686 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 686 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 687 1 Gerard Gerard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 687 2 Salton Salton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 687 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 687 4 editor editor NN work_cxyxl5vs6zd6xlanudcx46qoqy 687 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 688 1 1971 1971 CD work_cxyxl5vs6zd6xlanudcx46qoqy 688 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 689 1 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 689 2 SMART SMART NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 3 Retrieval Retrieval NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 4 System System NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 5 — — : work_cxyxl5vs6zd6xlanudcx46qoqy 689 6 Experiments experiment NNS work_cxyxl5vs6zd6xlanudcx46qoqy 689 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 689 8 Automatic Automatic NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 9 Document Document NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 10 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 689 11 cessing cessing NN work_cxyxl5vs6zd6xlanudcx46qoqy 689 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 690 1 Prentice Prentice NNP work_cxyxl5vs6zd6xlanudcx46qoqy 690 2 Hall Hall NNP work_cxyxl5vs6zd6xlanudcx46qoqy 690 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 691 1 Sunita Sunita NNP work_cxyxl5vs6zd6xlanudcx46qoqy 691 2 Sarawagi Sarawagi NNP work_cxyxl5vs6zd6xlanudcx46qoqy 691 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 691 4 William William NNP work_cxyxl5vs6zd6xlanudcx46qoqy 691 5 W. W. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 691 6 Cohen Cohen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 691 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 692 1 2005 2005 CD work_cxyxl5vs6zd6xlanudcx46qoqy 692 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 693 1 Semi- Semi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 693 2 Markov Markov NNP work_cxyxl5vs6zd6xlanudcx46qoqy 693 3 conditional conditional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 693 4 random random JJ work_cxyxl5vs6zd6xlanudcx46qoqy 693 5 fields field NNS work_cxyxl5vs6zd6xlanudcx46qoqy 693 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 693 7 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 693 8 ex- ex- XX work_cxyxl5vs6zd6xlanudcx46qoqy 693 9 traction traction NN work_cxyxl5vs6zd6xlanudcx46qoqy 693 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 694 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 694 2 Advances advance NNS work_cxyxl5vs6zd6xlanudcx46qoqy 694 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 694 4 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 694 5 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 694 6 process- process- NN work_cxyxl5vs6zd6xlanudcx46qoqy 694 7 ing ing NN work_cxyxl5vs6zd6xlanudcx46qoqy 694 8 systems system NNS work_cxyxl5vs6zd6xlanudcx46qoqy 694 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 694 10 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 694 11 1185–1192 1185–1192 CD work_cxyxl5vs6zd6xlanudcx46qoqy 694 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 695 1 Patrick Patrick NNP work_cxyxl5vs6zd6xlanudcx46qoqy 695 2 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 695 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 695 4 Daniel Daniel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 695 5 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 695 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 696 1 2000 2000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 696 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 697 1 Knowledge- Knowledge- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 697 2 free free JJ work_cxyxl5vs6zd6xlanudcx46qoqy 697 3 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 697 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 697 5 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 697 6 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 697 7 latent latent JJ work_cxyxl5vs6zd6xlanudcx46qoqy 697 8 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 697 9 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 697 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 698 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 698 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 698 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 698 4 4th 4th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 698 5 Conference conference NN work_cxyxl5vs6zd6xlanudcx46qoqy 698 6 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 698 7 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 698 8 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 698 9 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 698 10 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 698 11 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 698 12 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 698 13 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 698 14 67–72 67–72 CD work_cxyxl5vs6zd6xlanudcx46qoqy 698 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 699 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 699 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 699 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 699 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 699 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 700 1 Patrick Patrick NNP work_cxyxl5vs6zd6xlanudcx46qoqy 700 2 Schone Schone NNP work_cxyxl5vs6zd6xlanudcx46qoqy 700 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 700 4 Daniel Daniel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 700 5 Jurafsky Jurafsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 700 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 701 1 2001 2001 CD work_cxyxl5vs6zd6xlanudcx46qoqy 701 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 702 1 Knowledge- Knowledge- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 702 2 free free JJ work_cxyxl5vs6zd6xlanudcx46qoqy 702 3 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 702 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 702 5 inflectional inflectional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 702 6 morphologies morphology NNS work_cxyxl5vs6zd6xlanudcx46qoqy 702 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 703 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 2 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 3 ceedings ceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 703 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 703 6 Second Second NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 703 10 North North NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 11 American American NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 12 47 47 CD work_cxyxl5vs6zd6xlanudcx46qoqy 703 13 Chapter Chapter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 703 16 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 18 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 19 Linguis- Linguis- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 20 tics tic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 703 21 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 703 22 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 23 Technologies Technologies NNP work_cxyxl5vs6zd6xlanudcx46qoqy 703 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 703 25 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 703 26 1–9 1–9 CD work_cxyxl5vs6zd6xlanudcx46qoqy 703 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 704 1 Associa- Associa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 704 2 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 704 3 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 704 4 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 704 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 704 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 705 1 Wolfgang Wolfgang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 705 2 Seeker Seeker NNP work_cxyxl5vs6zd6xlanudcx46qoqy 705 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 705 4 Özlem Özlem NNP work_cxyxl5vs6zd6xlanudcx46qoqy 705 5 Çetinoğlu Çetinoğlu NNP work_cxyxl5vs6zd6xlanudcx46qoqy 705 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 706 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 706 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 707 1 A a DT work_cxyxl5vs6zd6xlanudcx46qoqy 707 2 graph- graph- NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 3 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 707 4 lattice lattice NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 5 dependency dependency NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 6 parser parser NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 7 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 707 8 joint joint JJ work_cxyxl5vs6zd6xlanudcx46qoqy 707 9 morpholog- morpholog- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 707 10 ical ical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 707 11 segmentation segmentation NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 12 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 707 13 syntactic syntactic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 707 14 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 707 15 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 708 1 Transac- transac- IN work_cxyxl5vs6zd6xlanudcx46qoqy 708 2 tions tion NNS work_cxyxl5vs6zd6xlanudcx46qoqy 708 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 708 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 708 5 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 708 6 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 708 7 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 708 8 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 708 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 708 10 3:359–373 3:359–373 CD work_cxyxl5vs6zd6xlanudcx46qoqy 708 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 709 1 Radu Radu NNP work_cxyxl5vs6zd6xlanudcx46qoqy 709 2 Soricut Soricut NNP work_cxyxl5vs6zd6xlanudcx46qoqy 709 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 709 4 Franz Franz NNP work_cxyxl5vs6zd6xlanudcx46qoqy 709 5 Och Och NNP work_cxyxl5vs6zd6xlanudcx46qoqy 709 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 710 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 710 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 711 1 Unsupervised unsupervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 711 2 mor- mor- NN work_cxyxl5vs6zd6xlanudcx46qoqy 711 3 phology phology NN work_cxyxl5vs6zd6xlanudcx46qoqy 711 4 induction induction NN work_cxyxl5vs6zd6xlanudcx46qoqy 711 5 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 711 6 word word NN work_cxyxl5vs6zd6xlanudcx46qoqy 711 7 embeddings embedding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 711 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 712 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 712 2 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 3 ceedings ceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 712 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 712 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 712 6 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 712 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 712 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 712 10 North North NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 11 Ameri- Ameri- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 12 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 712 13 Chapter chapter NN work_cxyxl5vs6zd6xlanudcx46qoqy 712 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 712 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 712 16 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 712 18 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 19 Lin- Lin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 20 guistics guistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 712 21 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 712 22 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 23 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 24 Technologies Technologies NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 712 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 712 26 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 712 27 1627 1627 CD work_cxyxl5vs6zd6xlanudcx46qoqy 712 28 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 712 29 1637 1637 CD work_cxyxl5vs6zd6xlanudcx46qoqy 712 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 712 31 Denver Denver NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 712 33 Colorado Colorado NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 712 35 May May NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 36 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 712 37 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 712 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 713 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 713 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 713 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 713 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 713 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 714 1 Ilya Ilya NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 2 Sutskever Sutskever NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 714 4 Oriol Oriol NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 5 Vinyals Vinyals NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 714 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 714 8 Quoc Quoc NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 9 V. V. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 10 Le Le NNP work_cxyxl5vs6zd6xlanudcx46qoqy 714 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 715 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 715 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 716 1 Se- se- IN work_cxyxl5vs6zd6xlanudcx46qoqy 716 2 quence quence NN work_cxyxl5vs6zd6xlanudcx46qoqy 716 3 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 716 4 sequence sequence VB work_cxyxl5vs6zd6xlanudcx46qoqy 716 5 learning learn VBG work_cxyxl5vs6zd6xlanudcx46qoqy 716 6 with with IN work_cxyxl5vs6zd6xlanudcx46qoqy 716 7 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 716 8 networks network NNS work_cxyxl5vs6zd6xlanudcx46qoqy 716 9 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 717 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 717 2 Advances advance NNS work_cxyxl5vs6zd6xlanudcx46qoqy 717 3 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 717 4 Neural Neural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 717 5 Information Information NNP work_cxyxl5vs6zd6xlanudcx46qoqy 717 6 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 717 7 Systems Systems NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 717 8 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 717 9 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 717 10 3104–3112 3104–3112 ADD work_cxyxl5vs6zd6xlanudcx46qoqy 717 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 718 1 Charles Charles NNP work_cxyxl5vs6zd6xlanudcx46qoqy 718 2 Sutton Sutton NNP work_cxyxl5vs6zd6xlanudcx46qoqy 718 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 718 4 Andrew Andrew NNP work_cxyxl5vs6zd6xlanudcx46qoqy 718 5 McCallum McCallum NNP work_cxyxl5vs6zd6xlanudcx46qoqy 718 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 719 1 2006 2006 CD work_cxyxl5vs6zd6xlanudcx46qoqy 719 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 720 1 An an DT work_cxyxl5vs6zd6xlanudcx46qoqy 720 2 in- in- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 720 3 troduction troduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 720 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 720 5 conditional conditional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 720 6 random random JJ work_cxyxl5vs6zd6xlanudcx46qoqy 720 7 fields field NNS work_cxyxl5vs6zd6xlanudcx46qoqy 720 8 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 720 9 relational relational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 720 10 learning learning NN work_cxyxl5vs6zd6xlanudcx46qoqy 720 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 721 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 721 2 Lise Lise NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 3 Getoor Getoor NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 721 5 Ben Ben NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 6 Taskar Taskar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 721 8 editors editor NNS work_cxyxl5vs6zd6xlanudcx46qoqy 721 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 721 10 Introduction introduction NN work_cxyxl5vs6zd6xlanudcx46qoqy 721 11 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 721 12 Statistical Statistical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 13 Relational Relational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 14 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 721 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 721 16 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 721 17 93–128 93–128 CD work_cxyxl5vs6zd6xlanudcx46qoqy 721 18 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 722 1 MIT MIT NNP work_cxyxl5vs6zd6xlanudcx46qoqy 722 2 Press Press NNP work_cxyxl5vs6zd6xlanudcx46qoqy 722 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 723 1 Peter Peter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 723 2 D. D. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 723 3 Turney Turney NNP work_cxyxl5vs6zd6xlanudcx46qoqy 723 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 723 5 Patrick Patrick NNP work_cxyxl5vs6zd6xlanudcx46qoqy 723 6 Pantel Pantel NNP work_cxyxl5vs6zd6xlanudcx46qoqy 723 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 724 1 2010 2010 CD work_cxyxl5vs6zd6xlanudcx46qoqy 724 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 725 1 From from IN work_cxyxl5vs6zd6xlanudcx46qoqy 725 2 fre- fre- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 725 3 quency quency NN work_cxyxl5vs6zd6xlanudcx46qoqy 725 4 to to IN work_cxyxl5vs6zd6xlanudcx46qoqy 725 5 meaning meaning NN work_cxyxl5vs6zd6xlanudcx46qoqy 725 6 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 725 7 Vector vector NN work_cxyxl5vs6zd6xlanudcx46qoqy 725 8 space space NN work_cxyxl5vs6zd6xlanudcx46qoqy 725 9 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 725 10 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 725 11 semantics semantic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 725 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 726 1 Journal Journal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 726 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 726 3 Artificial Artificial NNP work_cxyxl5vs6zd6xlanudcx46qoqy 726 4 Intelligence Intelligence NNP work_cxyxl5vs6zd6xlanudcx46qoqy 726 5 Research Research NNP work_cxyxl5vs6zd6xlanudcx46qoqy 726 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 726 7 37(1):141 37(1):141 LS work_cxyxl5vs6zd6xlanudcx46qoqy 726 8 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 726 9 188 188 CD work_cxyxl5vs6zd6xlanudcx46qoqy 726 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 727 1 Antal Antal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 2 van van NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 3 den den NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 4 Bosch Bosch NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 5 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 727 6 Walter Walter NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 7 Daelemans Daelemans NNP work_cxyxl5vs6zd6xlanudcx46qoqy 727 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 728 1 1999 1999 CD work_cxyxl5vs6zd6xlanudcx46qoqy 728 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 729 1 Memory memory NN work_cxyxl5vs6zd6xlanudcx46qoqy 729 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 729 3 based base VBN work_cxyxl5vs6zd6xlanudcx46qoqy 729 4 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 729 5 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 729 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 730 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 730 2 Proceed- Proceed- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 3 ings ing NNS work_cxyxl5vs6zd6xlanudcx46qoqy 730 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 730 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 730 6 37th 37th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 730 7 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 8 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 9 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 730 10 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 730 11 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 12 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 730 13 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 14 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 730 16 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 730 17 285–292 285–292 CD work_cxyxl5vs6zd6xlanudcx46qoqy 730 18 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 730 19 College College NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 20 Park Park NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 730 22 Maryland Maryland NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 730 24 USA USA NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 730 26 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 730 27 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 731 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 731 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 731 3 Compu- Compu- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 731 4 tational tational NN work_cxyxl5vs6zd6xlanudcx46qoqy 731 5 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 731 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 732 1 Martin Martin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 2 J. J. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 3 Wainwright Wainwright NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 732 5 Michael Michael NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 6 I. I. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 7 Jordan Jordan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 732 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 733 1 2008 2008 CD work_cxyxl5vs6zd6xlanudcx46qoqy 733 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 734 1 Graphical graphical JJ work_cxyxl5vs6zd6xlanudcx46qoqy 734 2 models model NNS work_cxyxl5vs6zd6xlanudcx46qoqy 734 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 734 4 exponential exponential JJ work_cxyxl5vs6zd6xlanudcx46qoqy 734 5 families family NNS work_cxyxl5vs6zd6xlanudcx46qoqy 734 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 734 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 734 8 varia- varia- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 734 9 tional tional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 734 10 inference inference NN work_cxyxl5vs6zd6xlanudcx46qoqy 734 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 735 1 Foundations foundation NNS work_cxyxl5vs6zd6xlanudcx46qoqy 735 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 735 3 Trends Trends NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 735 4 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 735 5 Machine Machine NNP work_cxyxl5vs6zd6xlanudcx46qoqy 735 6 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 735 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 735 8 1(1 1(1 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 735 9 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 735 10 2):1–305 2):1–305 NNP work_cxyxl5vs6zd6xlanudcx46qoqy 735 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 736 1 Zhen Zhen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 2 Wang Wang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 736 4 Jianwen Jianwen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 5 Zhang Zhang NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 6 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 736 7 Jianlin Jianlin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 8 Feng Feng NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 9 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 736 10 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 736 11 Zheng Zheng NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 12 Chen Chen NNP work_cxyxl5vs6zd6xlanudcx46qoqy 736 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 737 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 737 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 738 1 Knowledge knowledge NN work_cxyxl5vs6zd6xlanudcx46qoqy 738 2 graph graph NN work_cxyxl5vs6zd6xlanudcx46qoqy 738 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 738 4 text text NN work_cxyxl5vs6zd6xlanudcx46qoqy 738 5 jointly jointly RB work_cxyxl5vs6zd6xlanudcx46qoqy 738 6 em- em- VBP work_cxyxl5vs6zd6xlanudcx46qoqy 738 7 bedding bed VBG work_cxyxl5vs6zd6xlanudcx46qoqy 738 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 739 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 739 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 739 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 739 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 739 5 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 739 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 739 8 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 9 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 739 10 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 739 11 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 12 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 13 Processing Processing NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 14 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 739 15 EMNLP EMNLP NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 16 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 739 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 739 18 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 739 19 1591–1601 1591–1601 CD work_cxyxl5vs6zd6xlanudcx46qoqy 739 20 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 739 21 Doha Doha NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 739 23 Qatar Qatar NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 24 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 739 25 October October NNP work_cxyxl5vs6zd6xlanudcx46qoqy 739 26 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 740 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 740 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 740 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 740 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 740 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 741 1 Paul Paul NNP work_cxyxl5vs6zd6xlanudcx46qoqy 741 2 J. J. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 741 3 Werbos Werbos NNP work_cxyxl5vs6zd6xlanudcx46qoqy 741 4 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 742 1 1990 1990 CD work_cxyxl5vs6zd6xlanudcx46qoqy 742 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 743 1 Backpropagation backpropagation NN work_cxyxl5vs6zd6xlanudcx46qoqy 743 2 through through IN work_cxyxl5vs6zd6xlanudcx46qoqy 743 3 time time NN work_cxyxl5vs6zd6xlanudcx46qoqy 743 4 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 743 5 What what WP work_cxyxl5vs6zd6xlanudcx46qoqy 743 6 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 743 7 does do VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 743 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 743 9 how how WRB work_cxyxl5vs6zd6xlanudcx46qoqy 743 10 to to TO work_cxyxl5vs6zd6xlanudcx46qoqy 743 11 do do VB work_cxyxl5vs6zd6xlanudcx46qoqy 743 12 it -PRON- PRP work_cxyxl5vs6zd6xlanudcx46qoqy 743 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 744 1 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 744 2 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 744 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 744 4 Institute Institute NNP work_cxyxl5vs6zd6xlanudcx46qoqy 744 5 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 744 6 Electrical Electrical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 744 7 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 744 8 Electronics Electronics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 744 9 Engineers Engineers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 744 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 744 11 78(10):1550–1560 78(10):1550–1560 CD work_cxyxl5vs6zd6xlanudcx46qoqy 744 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 745 1 Richard Richard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 745 2 Wicentowski Wicentowski NNP work_cxyxl5vs6zd6xlanudcx46qoqy 745 3 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 746 1 2002 2002 CD work_cxyxl5vs6zd6xlanudcx46qoqy 746 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 747 1 Modeling model VBG work_cxyxl5vs6zd6xlanudcx46qoqy 747 2 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 747 3 Learning Learning NNP work_cxyxl5vs6zd6xlanudcx46qoqy 747 4 Multilingual Multilingual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 747 5 Inflectional Inflectional NNP work_cxyxl5vs6zd6xlanudcx46qoqy 747 6 Morphology Morphology NNP work_cxyxl5vs6zd6xlanudcx46qoqy 747 7 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 747 8 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 747 9 Minimally minimally RB work_cxyxl5vs6zd6xlanudcx46qoqy 747 10 Supervised supervise VBN work_cxyxl5vs6zd6xlanudcx46qoqy 747 11 Framework Framework NNP work_cxyxl5vs6zd6xlanudcx46qoqy 747 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 748 1 Ph.D. Ph.D. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 748 2 thesis thesis NNP work_cxyxl5vs6zd6xlanudcx46qoqy 748 3 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 748 4 Johns Johns NNP work_cxyxl5vs6zd6xlanudcx46qoqy 748 5 Hopkins Hopkins NNP work_cxyxl5vs6zd6xlanudcx46qoqy 748 6 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 748 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 749 1 Yadollah Yadollah NNP work_cxyxl5vs6zd6xlanudcx46qoqy 749 2 Yaghoobzadeh Yaghoobzadeh NNP work_cxyxl5vs6zd6xlanudcx46qoqy 749 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 749 4 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 749 5 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 749 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 750 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 750 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 751 1 Corpus corpus NN work_cxyxl5vs6zd6xlanudcx46qoqy 751 2 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 751 3 level level NN work_cxyxl5vs6zd6xlanudcx46qoqy 751 4 fine fine RB work_cxyxl5vs6zd6xlanudcx46qoqy 751 5 - - HYPH work_cxyxl5vs6zd6xlanudcx46qoqy 751 6 grained grain VBN work_cxyxl5vs6zd6xlanudcx46qoqy 751 7 entity entity NN work_cxyxl5vs6zd6xlanudcx46qoqy 751 8 typing typing NN work_cxyxl5vs6zd6xlanudcx46qoqy 751 9 using use VBG work_cxyxl5vs6zd6xlanudcx46qoqy 751 10 contex- contex- JJ work_cxyxl5vs6zd6xlanudcx46qoqy 751 11 tual tual JJ work_cxyxl5vs6zd6xlanudcx46qoqy 751 12 information information NN work_cxyxl5vs6zd6xlanudcx46qoqy 751 13 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 752 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 752 2 Proceedings Proceedings NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 752 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 752 5 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 752 6 Confer- Confer- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 7 ence ence NN work_cxyxl5vs6zd6xlanudcx46qoqy 752 8 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 752 9 Empirical Empirical NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 10 Methods Methods NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 752 11 in in IN work_cxyxl5vs6zd6xlanudcx46qoqy 752 12 Natural Natural NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 13 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 14 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 15 cessing cessing NN work_cxyxl5vs6zd6xlanudcx46qoqy 752 16 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 752 17 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 752 18 715–725 715–725 CD work_cxyxl5vs6zd6xlanudcx46qoqy 752 19 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 752 20 Lisbon Lisbon NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 21 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 752 22 Portugal Portugal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 23 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 752 24 September September NNP work_cxyxl5vs6zd6xlanudcx46qoqy 752 25 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 753 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 753 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 753 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 753 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 753 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 754 1 David David NNP work_cxyxl5vs6zd6xlanudcx46qoqy 754 2 Yarowsky Yarowsky NNP work_cxyxl5vs6zd6xlanudcx46qoqy 754 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 754 4 Richard Richard NNP work_cxyxl5vs6zd6xlanudcx46qoqy 754 5 Wicentowski Wicentowski NNP work_cxyxl5vs6zd6xlanudcx46qoqy 754 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 755 1 2000 2000 CD work_cxyxl5vs6zd6xlanudcx46qoqy 755 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 756 1 Min- Min- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 756 2 imally imally RB work_cxyxl5vs6zd6xlanudcx46qoqy 756 3 supervised supervise VBD work_cxyxl5vs6zd6xlanudcx46qoqy 756 4 morphological morphological JJ work_cxyxl5vs6zd6xlanudcx46qoqy 756 5 analysis analysis NN work_cxyxl5vs6zd6xlanudcx46qoqy 756 6 by by IN work_cxyxl5vs6zd6xlanudcx46qoqy 756 7 multi- multi- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 756 8 modal modal NNP work_cxyxl5vs6zd6xlanudcx46qoqy 756 9 alignment alignment NNP work_cxyxl5vs6zd6xlanudcx46qoqy 756 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 757 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 757 2 The the DT work_cxyxl5vs6zd6xlanudcx46qoqy 757 3 38th 38th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 757 4 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 757 5 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 757 6 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 757 7 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 757 8 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 757 9 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 757 10 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 757 11 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 757 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 758 1 Wenpeng Wenpeng NNP work_cxyxl5vs6zd6xlanudcx46qoqy 758 2 Yin Yin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 758 3 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 758 4 Hinrich Hinrich NNP work_cxyxl5vs6zd6xlanudcx46qoqy 758 5 Schütze Schütze NNP work_cxyxl5vs6zd6xlanudcx46qoqy 758 6 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 759 1 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 759 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 760 1 Convolutional convolutional JJ work_cxyxl5vs6zd6xlanudcx46qoqy 760 2 neural neural JJ work_cxyxl5vs6zd6xlanudcx46qoqy 760 3 network network NN work_cxyxl5vs6zd6xlanudcx46qoqy 760 4 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 760 5 paraphrase paraphrase NN work_cxyxl5vs6zd6xlanudcx46qoqy 760 6 identification identification NN work_cxyxl5vs6zd6xlanudcx46qoqy 760 7 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 761 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 761 2 Pro- Pro- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 3 ceedings ceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 761 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 761 5 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 761 6 2015 2015 CD work_cxyxl5vs6zd6xlanudcx46qoqy 761 7 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 761 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 761 10 North North NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 11 Ameri- Ameri- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 12 can can MD work_cxyxl5vs6zd6xlanudcx46qoqy 761 13 Chapter chapter NN work_cxyxl5vs6zd6xlanudcx46qoqy 761 14 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 761 15 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 761 16 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 17 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 761 18 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 19 Lin- Lin- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 20 guistics guistic NNS work_cxyxl5vs6zd6xlanudcx46qoqy 761 21 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 761 22 Human Human NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 23 Language Language NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 24 Technologies Technologies NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 761 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 761 26 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 761 27 901 901 CD work_cxyxl5vs6zd6xlanudcx46qoqy 761 28 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 761 29 911 911 CD work_cxyxl5vs6zd6xlanudcx46qoqy 761 30 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 761 31 Denver Denver NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 32 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 761 33 Colorado Colorado NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 34 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 761 35 May May NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 36 – – : work_cxyxl5vs6zd6xlanudcx46qoqy 761 37 June June NNP work_cxyxl5vs6zd6xlanudcx46qoqy 761 38 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 762 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 762 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 762 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 762 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 762 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 763 1 Britta Britta NNP work_cxyxl5vs6zd6xlanudcx46qoqy 763 2 D. D. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 763 3 Zeller Zeller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 763 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 763 5 Jan Jan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 763 6 Šnajder Šnajder NNP work_cxyxl5vs6zd6xlanudcx46qoqy 763 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 763 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 763 9 Sebastian sebastian JJ work_cxyxl5vs6zd6xlanudcx46qoqy 763 10 Padó. padó. NN work_cxyxl5vs6zd6xlanudcx46qoqy 764 1 2013 2013 CD work_cxyxl5vs6zd6xlanudcx46qoqy 764 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 765 1 DErivBase DErivBase NFP work_cxyxl5vs6zd6xlanudcx46qoqy 765 2 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 765 3 Inducing induce VBG work_cxyxl5vs6zd6xlanudcx46qoqy 765 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 765 5 evaluating evaluate VBG work_cxyxl5vs6zd6xlanudcx46qoqy 765 6 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 765 7 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 765 8 morphology morphology NN work_cxyxl5vs6zd6xlanudcx46qoqy 765 9 resource resource NN work_cxyxl5vs6zd6xlanudcx46qoqy 765 10 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 765 11 German German NNP work_cxyxl5vs6zd6xlanudcx46qoqy 765 12 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 766 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 766 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 766 3 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 766 4 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 766 5 51st 51st JJ work_cxyxl5vs6zd6xlanudcx46qoqy 766 6 Annual Annual NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 7 Meeting Meeting NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 8 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 766 9 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 766 10 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 11 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 766 12 Com- Com- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 13 putational putational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 766 14 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 15 ( ( -LRB- work_cxyxl5vs6zd6xlanudcx46qoqy 766 16 Volume volume NN work_cxyxl5vs6zd6xlanudcx46qoqy 766 17 1 1 CD work_cxyxl5vs6zd6xlanudcx46qoqy 766 18 : : : work_cxyxl5vs6zd6xlanudcx46qoqy 766 19 Long Long NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 20 Papers Papers NNPS work_cxyxl5vs6zd6xlanudcx46qoqy 766 21 ) ) -RRB- work_cxyxl5vs6zd6xlanudcx46qoqy 766 22 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 766 23 pages page VBZ work_cxyxl5vs6zd6xlanudcx46qoqy 766 24 1201–1211 1201–1211 CD work_cxyxl5vs6zd6xlanudcx46qoqy 766 25 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 766 26 Sofia Sofia NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 27 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 766 28 Bulgaria Bulgaria NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 29 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 766 30 August August NNP work_cxyxl5vs6zd6xlanudcx46qoqy 766 31 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 767 1 Association Association NNP work_cxyxl5vs6zd6xlanudcx46qoqy 767 2 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 767 3 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 767 4 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 767 5 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 768 1 Britta Britta NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 2 D. D. NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 3 Zeller Zeller NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 4 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 768 5 Sebastian Sebastian NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 6 Padó Padó NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 7 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 768 8 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 768 9 Jan Jan NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 10 Šnajder Šnajder NNP work_cxyxl5vs6zd6xlanudcx46qoqy 768 11 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 769 1 2014 2014 CD work_cxyxl5vs6zd6xlanudcx46qoqy 769 2 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 770 1 Towards towards IN work_cxyxl5vs6zd6xlanudcx46qoqy 770 2 semantic semantic JJ work_cxyxl5vs6zd6xlanudcx46qoqy 770 3 validation validation NN work_cxyxl5vs6zd6xlanudcx46qoqy 770 4 of of IN work_cxyxl5vs6zd6xlanudcx46qoqy 770 5 a a DT work_cxyxl5vs6zd6xlanudcx46qoqy 770 6 derivational derivational JJ work_cxyxl5vs6zd6xlanudcx46qoqy 770 7 lexicon lexicon NN work_cxyxl5vs6zd6xlanudcx46qoqy 770 8 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 771 1 In in IN work_cxyxl5vs6zd6xlanudcx46qoqy 771 2 Proceedings proceeding NNS work_cxyxl5vs6zd6xlanudcx46qoqy 771 3 the the DT work_cxyxl5vs6zd6xlanudcx46qoqy 771 4 25th 25th JJ work_cxyxl5vs6zd6xlanudcx46qoqy 771 5 International International NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 6 Conference Conference NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 7 on on IN work_cxyxl5vs6zd6xlanudcx46qoqy 771 8 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 9 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 10 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 771 11 pages page NNS work_cxyxl5vs6zd6xlanudcx46qoqy 771 12 1728–1739 1728–1739 CD work_cxyxl5vs6zd6xlanudcx46qoqy 771 13 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 771 14 Dublin Dublin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 15 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 771 16 Ireland Ireland NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 17 , , , work_cxyxl5vs6zd6xlanudcx46qoqy 771 18 August August NNP work_cxyxl5vs6zd6xlanudcx46qoqy 771 19 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 772 1 Dublin Dublin NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 2 City City NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 3 University University NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 4 and and CC work_cxyxl5vs6zd6xlanudcx46qoqy 772 5 Associa- Associa- NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 6 tion tion NN work_cxyxl5vs6zd6xlanudcx46qoqy 772 7 for for IN work_cxyxl5vs6zd6xlanudcx46qoqy 772 8 Computational Computational NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 9 Linguistics Linguistics NNP work_cxyxl5vs6zd6xlanudcx46qoqy 772 10 . . . work_cxyxl5vs6zd6xlanudcx46qoqy 773 1 48 48 CD