id sid tid token lemma pos work_pdhkjvfkbnb4ngi7bpbilobcq4 1 1 Building build VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 1 2 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 1 3 State state NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 4 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 1 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 1 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 1 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 1 9 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 10 Grammatical Grammatical NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 11 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 12 Correction Correction NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 13 System System NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 14 Alla Alla NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 15 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 16 Center Center NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 17 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 18 Computational Computational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 19 Learning Learning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 20 Systems Systems NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 1 21 Columbia Columbia NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 22 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 23 New New NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 24 York York NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 1 26 NY NY NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 27 10115 10115 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 1 28 alla@ccls.columbia.edu alla@ccls.columbia.edu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 29 Dan Dan NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 30 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 31 Department Department NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 33 Computer Computer NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 34 Science Science NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 35 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 36 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 37 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 38 Urbana Urbana NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 39 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 1 40 IL IL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 41 61801 61801 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 1 42 danr@illinois.edu danr@illinois.edu NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 1 43 Abstract Abstract NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 1 44 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 1 45 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 46 identifies identifie NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 1 47 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 1 48 examines examine VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 1 49 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 1 50 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 1 51 principles principle NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 1 52 underlying underlie VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 1 53 building build VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 1 54 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 1 55 state state NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 56 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 1 57 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 58 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 1 59 the- the- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 60 art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 61 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 1 62 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 63 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 64 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 1 65 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 2 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 2 2 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 2 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 2 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 5 analyzing analyze VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 2 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 2 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 2 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 2 10 placed place VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 2 11 first first RB work_pdhkjvfkbnb4ngi7bpbilobcq4 2 12 among among IN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 13 seventeen seventeen CD work_pdhkjvfkbnb4ngi7bpbilobcq4 2 14 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 2 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 2 17 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 2 18 cent cent NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 19 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 20 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 2 21 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 22 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 23 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 2 24 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 25 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 2 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 3 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 3 2 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 3 3 focuses focus VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 3 5 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 3 6 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 7 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 3 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 3 9 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 3 10 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 11 among among IN work_pdhkjvfkbnb4ngi7bpbilobcq4 3 12 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 13 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 14 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 15 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 3 16 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 3 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 4 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 4 2 describe describe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 4 3 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 4 4 design design NN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 5 principles principle NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 4 6 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 7 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 4 8 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 4 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 10 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 4 11 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 13 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 14 er- er- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 4 15 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 4 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 4 17 analyze analyze VB work_pdhkjvfkbnb4ngi7bpbilobcq4 4 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 19 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 20 along along IN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 21 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 22 dimen- dimen- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 23 sions sion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 4 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 4 25 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 4 26 show show VB work_pdhkjvfkbnb4ngi7bpbilobcq4 4 27 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 4 28 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 29 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 30 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 31 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 4 32 contributes contribute VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 4 33 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 34 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 4 35 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 4 36 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 5 1 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 5 2 Introduction introduction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 3 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 5 4 field field NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 6 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 7 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 8 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 5 9 seen see VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 10 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 5 11 increased increase VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 12 interest interest NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 5 15 past past JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 5 16 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 5 17 years year NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 5 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 5 19 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 20 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 5 21 focus focus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 22 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 23 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 5 24 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 5 25 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 5 26 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 27 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 28 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 5 29 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 5 30 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 5 31 Second Second NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 5 32 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 5 33 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 5 34 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 5 35 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 5 36 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 5 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 6 1 Three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 2 competi- competi- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 6 3 tions tion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 6 4 devoted devote VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 5 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 6 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 7 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 9 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 6 10 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 6 11 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 6 12 writ- writ- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 13 ers ers NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 14 took take VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 15 place place NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 16 recently recently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 6 17 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 6 18 HOO-2011 HOO-2011 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 20 Dale Dale NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 21 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 6 22 Kil- Kil- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 23 garriff garriff NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 6 25 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 26 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 6 28 HOO-2012 HOO-2012 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 29 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 30 Dale Dale NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 31 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 32 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 33 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 34 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 6 35 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 36 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 6 38 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 6 39 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 6 40 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 41 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 42 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 6 43 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 44 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 45 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 6 46 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 47 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 6 48 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 6 49 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 6 50 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 6 51 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 7 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 7 2 most most RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 3 recent recent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 7 5 most most RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 6 prominent prominent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 7 among among IN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 8 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 7 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 7 11 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 12 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 7 13 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 15 covers cover VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 16 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 17 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 18 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 7 19 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 21 including include VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 7 22 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 7 24 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 25 usage usage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 26 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 28 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 29 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 30 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 31 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 32 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 33 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 7 34 various various JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 35 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 7 36 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 7 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 7 38 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 39 illustrated illustrate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 40 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 7 41 Fig Fig NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 7 42 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 8 1 1.1 1.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 2 Seventeen seventeen CD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 3 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 8 4 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 5 1The 1the CD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 6 CoNLL-2014 CoNLL-2014 NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 8 7 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 8 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 10 completed complete VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 11 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 13 time time NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 15 writing write VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 8 16 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 17 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 18 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 19 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 20 extension extension NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 21 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 23 CoNLL-2013 conll-2013 JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 8 24 com- com- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 25 petition petition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 26 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 8 27 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 8 28 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 8 29 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 8 30 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 8 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 8 32 2014 2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 33 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 8 34 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 8 35 addressed address VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 8 36 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 8 37 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 8 38 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 8 39 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 8 40 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 9 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 9 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 9 4 Columbia Columbia NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 5 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 9 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 9 8 slightly slightly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 9 9 extended extend VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 10 version version NN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 9 13 Nowadays Nowadays NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 14 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 15 phone phone NN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 16 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 9 17 phones phone NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 9 18 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 19 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 9 20 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 9 21 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 22 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 9 23 functionalities functionality NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 9 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 9 25 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 26 included include VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 9 27 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 9 28 including include VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 9 29 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 30 ∅/a ∅/a NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 31 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 32 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 9 33 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 34 ∅/a ∅/a NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 35 Wi Wi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 36 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 9 37 Fi Fi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 9 38 receiver receiver NN work_pdhkjvfkbnb4ngi7bpbilobcq4 9 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 10 1 Figure figure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 10 2 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 10 3 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 10 4 Examples example NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 10 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 10 6 representative representative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 10 7 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 10 8 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 10 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 11 1 participated participate VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 11 2 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 11 4 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 5 developed develop VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 11 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 11 7 wide wide JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 11 8 array array NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 10 ap- ap- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 11 11 proaches proache NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 11 12 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 11 13 include include VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 11 14 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 11 15 classifiers classifier NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 11 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 11 17 lan- lan- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 18 guage guage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 19 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 11 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 11 21 statistical statistical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 11 22 machine machine NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 23 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 11 24 translation translation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 25 sys- sys- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 26 tems tem NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 11 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 11 28 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 11 29 rule rule NN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 30 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 11 31 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 11 32 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 11 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 12 1 Many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 12 4 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 12 5 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 12 6 made make VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 12 7 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 9 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 10 resources resource NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 12 11 such such JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 12 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 13 addi- addi- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 12 14 tional tional NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 12 15 annotated annotate VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 12 16 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 12 17 corpora corpora NN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 12 19 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 12 20 defined define VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 12 21 high- high- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 22 level level NN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 23 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 12 24 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 12 25 take take VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 12 26 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 27 account account NN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 28 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 12 30 se- se- CD work_pdhkjvfkbnb4ngi7bpbilobcq4 12 31 mantic mantic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 12 32 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 12 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 13 1 Even even RB work_pdhkjvfkbnb4ngi7bpbilobcq4 13 2 though though IN work_pdhkjvfkbnb4ngi7bpbilobcq4 13 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 13 4 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 13 5 incorporated incorporate VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 13 6 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 13 7 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 13 8 sources source NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 13 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 13 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 13 11 scores score NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 13 12 varied vary VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 13 13 widely widely RB work_pdhkjvfkbnb4ngi7bpbilobcq4 13 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 14 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 2 top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 14 5 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 7 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 14 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 9 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 14 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 14 11 obtained obtain VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 13 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 14 score score NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 15 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 16 31.202 31.202 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 14 18 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 20 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 21 team team NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 22 scored score VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 23 25.01 25.01 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 24 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 14 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 26 median median JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 27 result result NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 28 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 29 8.48 8.48 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 30 points.3 points.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 14 31 These these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 32 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 14 33 suggest suggest VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 14 34 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 35 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 14 36 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 37 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 14 38 enough enough JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 39 understanding understanding NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 40 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 41 what what WP work_pdhkjvfkbnb4ngi7bpbilobcq4 14 42 works work VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 43 best well RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 14 44 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 14 45 what what WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 46 elements element NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 14 47 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 14 48 essential essential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 14 49 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 50 building build VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 14 51 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 52 state state NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 53 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 14 54 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 55 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 14 56 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 14 57 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 14 58 art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 59 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 60 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 61 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 14 62 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 15 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 2 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 15 3 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 15 5 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 15 6 identify identify VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 15 7 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 15 8 principles principle NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 15 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 10 build- build- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 11 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 15 12 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 15 13 robust robust JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 15 14 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 15 15 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 16 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 17 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 18 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 15 19 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 15 20 their -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 15 21 importance importance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 22 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 15 24 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 25 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 15 27 shared shared JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 15 28 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 15 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 16 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 2 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 16 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 5 analyzing analyze VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 16 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 16 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 16 10 evaluating evaluate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 16 11 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 12 along along IN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 13 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 16 14 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 16 15 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 16 16 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 17 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 18 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 16 19 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 16 21 ranked rank VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 16 22 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 16 24 top top NN work_pdhkjvfkbnb4ngi7bpbilobcq4 16 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 17 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 2 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 17 3 descrip- descrip- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 17 4 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 17 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 17 9 Columbia Columbia NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 10 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 17 12 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 13 refer refer VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 17 15 reader reader NN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 16 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 17 17 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 18 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 19 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 17 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 18 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 18 2 2014a 2014a LS work_pdhkjvfkbnb4ngi7bpbilobcq4 18 3 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 18 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 19 1 2The 2the CD work_pdhkjvfkbnb4ngi7bpbilobcq4 19 2 state state NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 19 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 5 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 19 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 19 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 19 8 art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 9 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 19 12 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 19 13 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 14 dis- dis- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 15 cussed cuss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 16 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 19 17 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 19 18 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 19 respect respect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 20 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 21 individual individual JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 19 22 components component NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 19 23 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 24 differ- differ- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 19 25 ent ent NN work_pdhkjvfkbnb4ngi7bpbilobcq4 19 26 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 19 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 20 1 Improvements Improvements NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 2 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 3 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 20 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 6 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 20 7 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 20 8 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 20 9 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 20 11 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 12 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 13 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 20 14 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 15 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 20 16 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 17 joint joint JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 20 18 learning learning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 19 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 20 20 inference inference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 21 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 20 22 orthogonal orthogonal JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 20 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 20 24 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 20 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 20 26 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 27 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 28 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 20 29 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 20 30 still still RB work_pdhkjvfkbnb4ngi7bpbilobcq4 20 31 applies apply VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 20 32 there there RB work_pdhkjvfkbnb4ngi7bpbilobcq4 20 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 21 1 3F1 3F1 NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 21 2 might may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 21 3 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 21 4 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 21 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 21 6 ideal ideal JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 21 7 metric metric JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 21 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 9 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 21 10 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 11 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 21 12 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 21 13 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 21 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 21 15 one one NN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 16 chosen choose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 17 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 21 19 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 21 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 22 1 See see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 22 2 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 22 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 22 4 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 22 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 23 1 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 23 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 24 1 419 419 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 24 2 Transactions transaction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 24 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 24 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 24 5 Association Association NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 24 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 24 7 Computational Computational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 24 8 Linguistics Linguistics NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 24 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 24 10 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 24 11 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 24 12 2014 2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 24 13 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 24 14 419–434 419–434 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 24 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 25 1 Action Action NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 25 2 Editor Editor NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 25 3 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 25 4 Alexander Alexander NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 25 5 Koller Koller NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 25 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 26 1 Submitted submit VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 26 2 10/2013 10/2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 26 3 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 26 4 Revised revise VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 26 5 6/2014 6/2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 26 6 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 26 7 Published publish VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 26 8 10/2014 10/2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 26 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 27 1 c c NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 27 2 © © NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 27 3 2014 2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 27 4 Association Association NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 27 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 27 6 Computational Computational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 27 7 Linguistics Linguistics NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 27 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 28 1 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 2 learning learning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 28 3 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 28 4 ; ; , work_pdhkjvfkbnb4ngi7bpbilobcq4 28 5 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 7 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 8 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 28 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 28 10 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 28 11 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 28 12 annotated annotated JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 28 13 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 28 14 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 28 15 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 28 16 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 28 17 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 18 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 19 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 28 21 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 28 22 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 23 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 28 25 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 28 26 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 28 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 28 28 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 28 29 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 30 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 31 linguis- linguis- FW work_pdhkjvfkbnb4ngi7bpbilobcq4 28 32 tic tic NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 28 33 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 28 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 29 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 2 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 29 3 dimension dimension NN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 29 5 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 29 6 imple- imple- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 7 mentations mentation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 29 8 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 29 9 compared compare VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 29 11 including include VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 29 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 29 13 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 29 14 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 29 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 29 16 approaches approach NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 29 17 chosen choose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 18 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 29 19 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 29 20 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 29 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 30 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 30 2 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 30 3 vali- vali- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 30 4 date date NN work_pdhkjvfkbnb4ngi7bpbilobcq4 30 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 30 6 obtained obtain VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 30 7 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 30 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 30 9 another another DT work_pdhkjvfkbnb4ngi7bpbilobcq4 30 10 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 30 11 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 30 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 31 1 Overall overall RB work_pdhkjvfkbnb4ngi7bpbilobcq4 31 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 31 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 4 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 5 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 31 6 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 31 7 contributions contribution NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 31 8 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 31 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 31 10 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 31 11 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 31 12 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 13 explain explain VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 15 success success NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 18 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 19 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 31 21 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 31 22 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 31 23 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 31 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 31 25 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 26 provide provide VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 27 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 28 understanding understanding NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 31 30 qualitative qualitative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 31 31 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 33 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 31 34 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 31 35 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 36 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 37 essential essential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 31 38 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 39 success success NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 40 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 41 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 42 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 43 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 31 44 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 45 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 31 46 goal goal NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 47 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 48 aiding aid VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 31 49 future future JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 31 50 research research NN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 51 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 31 52 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 31 53 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 32 1 Given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 32 4 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 5 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 6 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 7 been be VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 32 9 top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 10 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 12 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 32 13 competitive competitive JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 14 evaluations evaluation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 32 15 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 32 17 last last JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 18 few few JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 19 years year NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 32 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 32 21 HOO HOO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 32 23 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 32 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 32 26 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 27 believe believe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 28 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 29 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 32 30 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 31 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 32 propose propose VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 32 33 will will MD work_pdhkjvfkbnb4ngi7bpbilobcq4 32 34 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 32 35 useful useful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 32 36 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 37 researchers researcher NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 32 38 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 39 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 32 40 area area NN work_pdhkjvfkbnb4ngi7bpbilobcq4 32 41 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 33 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 33 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 33 3 next next JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 33 4 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 33 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 33 6 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 33 7 present present VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 33 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 33 9 CoNLL-2013 conll-2013 JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 33 10 competition competition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 33 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 34 1 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 34 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 35 1 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 35 2 gives give VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 35 3 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 35 4 overview overview NN work_pdhkjvfkbnb4ngi7bpbilobcq4 35 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 35 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 35 7 ap- ap- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 35 8 proaches proache NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 35 9 adopted adopt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 35 10 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 35 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 35 12 top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 35 13 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 35 14 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 35 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 36 1 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 36 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 37 1 4 4 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 37 2 de- de- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 37 3 scribes scribe VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 37 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 37 5 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 37 6 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 37 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 38 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 38 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 38 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 39 1 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 39 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 39 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 39 4 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 39 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 39 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 39 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 39 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 39 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 39 10 presented present VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 39 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 40 1 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 40 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 41 1 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 41 2 offers offer VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 41 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 41 4 brief brief JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 41 5 discussion discussion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 41 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 41 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 41 8 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 41 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 42 1 7 7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 42 2 concludes conclude VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 42 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 42 4 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 42 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 43 1 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 43 2 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 43 3 Description description NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 4 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 43 5 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 6 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 43 7 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 8 focuses focus VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 43 9 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 10 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 43 11 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 43 12 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 43 13 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 14 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 15 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 43 16 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 43 17 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 43 18 arti- arti- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 43 19 cle cle NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 43 20 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 43 21 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 43 23 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 43 25 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 43 26 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 43 28 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 43 29 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 30 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 43 31 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 43 32 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 43 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 44 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 44 2 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 3 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 44 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 44 6 shared shared JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 44 7 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 44 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 44 10 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 11 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 12 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 44 13 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 14 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 44 15 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 16 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 44 18 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 44 19 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 44 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 44 21 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 44 22 contains contain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 44 23 essays essay NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 44 24 written write VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 25 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 26 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 44 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 28 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 29 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 44 30 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 31 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 44 32 refer refer VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 33 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 34 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 44 35 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 36 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 37 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 44 38 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 44 39 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 44 40 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 41 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 44 42 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 44 43 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 44 44 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 45 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 45 2 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 3 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 45 4 consists consist VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 45 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 6 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 45 7 essays essay NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 45 8 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 9 students student NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 45 10 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 45 12 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 45 13 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 45 14 back- back- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 15 ground ground NN work_pdhkjvfkbnb4ngi7bpbilobcq4 45 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 46 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 46 2 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 46 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 46 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 46 5 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 46 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 46 7 contain contain VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 46 8 1.2 1.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 46 9 M m CD work_pdhkjvfkbnb4ngi7bpbilobcq4 46 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 46 11 29 29 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 46 12 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 46 13 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 46 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 46 15 respectively respectively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 46 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 47 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 2 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 47 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 47 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 47 5 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 7 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 47 8 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 9 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 47 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 47 12 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 47 13 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 47 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 48 1 Determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 2 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 48 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 48 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 48 5 most most RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 48 6 com- com- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 48 7 mon mon NN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 48 9 account account VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 48 10 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 11 42.1 42.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 48 12 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 14 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 48 15 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 48 16 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 17 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 48 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 49 1 Note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 49 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 49 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 49 4 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 49 5 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 49 6 contains contain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 49 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 49 8 much much RB work_pdhkjvfkbnb4ngi7bpbilobcq4 49 9 larger large JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 49 10 pro- pro- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 49 11 portion portion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 49 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 49 13 annotated annotated JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 49 14 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 49 15 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 49 16 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 50 1 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 2 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 3 occur occur VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 50 4 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 50 5 times time NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 6 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 50 7 often often RB work_pdhkjvfkbnb4ngi7bpbilobcq4 50 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 50 10 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 11 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 12 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 50 15 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 16 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 17 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 50 18 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 50 19 2.4 2.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 50 20 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 21 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 22 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 50 23 phrases phrase NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 24 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 50 26 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 27 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 28 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 50 29 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 30 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 50 32 versus versus IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 33 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 50 34 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 35 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 36 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 50 37 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 50 38 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 50 39 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 50 40 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 51 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 51 2 differences difference NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 3 might may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 51 4 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 51 5 attributed attribute VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 6 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 7 differences difference NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 9 annotation annotation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 10 standards standard NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 51 12 annotators annotator NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 51 14 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 51 15 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 51 17 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 51 19 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 20 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 51 21 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 51 22 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 23 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 24 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 51 25 later later JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 51 26 time time NN work_pdhkjvfkbnb4ngi7bpbilobcq4 51 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 52 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 52 2 shared shared JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 52 3 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 4 provided provide VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 52 5 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 52 6 sets set NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 52 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 8 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 9 an- an- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 52 10 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 52 11 Number Number NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 52 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 13 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 52 14 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 52 15 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 16 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 52 17 Train train VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 52 18 Test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 19 Art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 52 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 53 1 6658 6658 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 53 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 53 3 2.4 2.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 53 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 53 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 53 6 690 690 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 53 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 53 8 10.0 10.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 53 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 53 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 53 11 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 53 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 54 1 2404 2404 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 3 2.0 2.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 54 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 6 311 311 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 8 10.7 10.7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 54 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 11 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 54 12 3779 3779 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 13 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 14 1.6 1.6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 15 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 54 16 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 17 396 396 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 19 6.0 6.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 54 20 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 54 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 54 22 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 54 23 agr agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 54 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 55 1 1527 1527 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 3 2.0 2.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 6 124 124 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 8 5.2 5.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 11 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 55 12 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 13 1453 1453 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 15 0.8 0.8 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 16 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 18 122 122 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 20 2.5 2.5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 21 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 55 23 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 24 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 55 25 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 55 26 Statistics statistic NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 55 27 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 28 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 29 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 55 30 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 31 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 55 32 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 55 33 shared share VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 34 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 55 35 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 55 36 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 56 1 Percentage percentage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 56 2 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 56 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 56 4 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 56 5 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 56 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 56 7 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 57 1 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 57 2 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 4 erroneous erroneous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 57 5 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 57 6 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 7 respect respect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 8 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 57 10 total total JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 57 11 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 13 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 57 14 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 57 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 57 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 57 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 57 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 58 1 notations notation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 58 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 58 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 58 4 original original JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 58 5 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 58 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 58 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 58 8 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 58 9 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 58 10 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 58 11 additional additional JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 58 12 revisions revision NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 58 13 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 58 14 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 58 15 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 58 16 alternative alternative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 58 17 an- an- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 58 18 notations notation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 58 19 proposed propose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 58 20 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 58 21 participants participant NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 58 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 59 1 Clearly clearly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 59 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 59 3 having have VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 59 4 alternative alternative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 59 5 answers answer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 59 6 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 59 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 59 8 right right JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 59 9 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 59 10 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 59 11 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 59 12 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 59 13 typically typically RB work_pdhkjvfkbnb4ngi7bpbilobcq4 59 14 multiple multiple JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 59 15 ways way NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 59 16 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 59 17 correct correct VB work_pdhkjvfkbnb4ngi7bpbilobcq4 59 18 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 59 19 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 59 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 60 1 How- How- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 60 2 ever ever RB work_pdhkjvfkbnb4ngi7bpbilobcq4 60 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 60 4 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 60 6 alternatives alternative NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 60 7 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 60 8 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 9 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 60 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 12 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 60 15 participating participate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 60 16 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 60 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 60 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 60 19 revised revise VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 20 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 60 21 may may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 60 22 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 60 23 biased biased JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 60 24 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 60 25 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 60 26 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 60 27 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 60 28 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 60 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 60 30 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 60 31 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 60 32 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 61 1 Consequently consequently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 61 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 61 3 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 61 4 report report VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 61 5 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 61 6 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 61 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 61 8 original original JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 61 9 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 61 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 62 1 3 3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 62 2 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 62 3 Dimensions Dimensions NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 62 4 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 62 5 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 62 6 summarizes summarize VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 62 7 approaches approach NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 62 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 62 9 methodologies methodology NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 62 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 62 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 62 12 top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 62 13 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 62 14 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 62 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 63 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 63 2 prevailing prevailing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 63 3 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 4 consists consist VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 63 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 6 building build VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 63 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 63 8 statistical statistical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 63 9 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 10 either either CC work_pdhkjvfkbnb4ngi7bpbilobcq4 63 11 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 12 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 13 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 63 14 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 63 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 16 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 63 17 much much RB work_pdhkjvfkbnb4ngi7bpbilobcq4 63 18 larger large JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 63 19 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 63 21 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 63 22 En- En- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 63 23 glish glish JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 63 24 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 63 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 64 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 2 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 64 3 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 64 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 64 5 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 64 6 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 64 7 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 64 8 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 64 11 Web web NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 12 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 64 13 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 14 5-gram 5-gram CD work_pdhkjvfkbnb4ngi7bpbilobcq4 64 15 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 16 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 64 17 henceforth henceforth RB work_pdhkjvfkbnb4ngi7bpbilobcq4 64 18 Web1 web1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 19 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 64 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 64 21 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 64 22 Brants Brants NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 64 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 64 24 Franz Franz NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 64 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 64 26 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 64 27 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 64 28 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 64 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 65 1 NARA NARA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 65 2 employs employ VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 65 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 65 4 statis- statis- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 65 5 tical tical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 65 6 machine machine NN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 7 translation translation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 8 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 10 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 65 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 12 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 65 13 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 65 14 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 65 15 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 65 16 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 65 17 rule rule NN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 18 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 65 19 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 20 components component NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 65 21 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 22 se- se- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 65 23 lected lecte VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 65 24 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 65 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 66 1 Based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 2 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 66 4 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 66 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 66 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 66 10 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 66 11 identify identify VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 66 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 66 13 following follow VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 66 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 66 15 inter inter JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 66 16 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 66 17 dependent dependent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 66 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 66 19 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 66 20 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 66 21 will will MD work_pdhkjvfkbnb4ngi7bpbilobcq4 66 22 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 66 23 examined examine VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 24 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 25 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 66 26 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 66 27 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 66 28 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 66 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 67 1 Learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 67 2 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 67 3 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 67 4 Most Most JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 67 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 67 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 67 7 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 67 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 67 9 includ- includ- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 67 10 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 67 11 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 67 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 67 13 built build VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 67 14 statistical statistical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 67 15 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 67 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 68 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 68 2 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 68 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 68 5 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 68 8 learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 68 9 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 68 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 68 11 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 68 12 impor- impor- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 68 13 tant tant NN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 14 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 68 15 affects affect VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 68 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 68 17 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 18 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 68 20 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 68 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 69 1 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 69 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 70 1 Adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 70 2 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 70 3 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 70 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 70 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 70 6 Previous previous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 70 7 stud- stud- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 70 8 ies ie NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 70 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 70 10 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 71 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 71 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 71 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 71 4 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 71 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 71 6 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 71 7 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 71 8 showed show VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 71 9 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 71 10 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 71 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 71 12 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 72 1 developing develop VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 72 2 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 72 3 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 72 4 utilize utilize VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 72 5 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 72 6 about about IN work_pdhkjvfkbnb4ngi7bpbilobcq4 72 7 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 72 8 patterns pattern NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 72 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 72 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 72 11 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 72 12 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 72 13 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 72 14 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 72 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 72 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 72 17 extremely extremely RB work_pdhkjvfkbnb4ngi7bpbilobcq4 72 18 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 72 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 73 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 73 2 summarize summarize VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 73 3 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 4 techniques technique NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 73 5 proposed propose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 6 earlier early RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 73 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 73 8 examine examine VB work_pdhkjvfkbnb4ngi7bpbilobcq4 73 9 their -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 73 10 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 11 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 73 13 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 73 16 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 73 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 74 1 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 74 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 75 1 Linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 75 2 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 3 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 75 4 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 75 6 essential essential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 75 7 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 75 8 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 75 9 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 75 10 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 75 11 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 12 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 75 13 developing develop VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 75 14 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 15 correc- correc- FW work_pdhkjvfkbnb4ngi7bpbilobcq4 75 16 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 17 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 75 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 75 19 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 75 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 75 21 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 75 22 identify identify VB work_pdhkjvfkbnb4ngi7bpbilobcq4 75 23 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 75 24 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 25 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 26 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 75 27 420 420 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 75 28 System System NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 29 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 30 Approach Approach NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 31 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 32 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 75 33 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 34 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 35 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 36 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 75 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 75 38 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 75 39 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 75 40 Art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 75 41 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 76 1 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 76 2 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 76 3 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 76 4 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 76 5 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 76 6 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 76 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 76 8 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 76 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 76 10 shallow shallow JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 76 11 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 76 12 features feature VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 76 13 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 76 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 77 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 2 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 5 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 6 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 77 8 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 10 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 11 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 77 12 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 13 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 77 14 Agr./Form Agr./Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 15 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 16 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 17 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 18 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 19 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 20 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 21 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 22 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 23 Kao Kao NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 24 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 77 25 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 26 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 77 28 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 77 29 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 30 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 77 31 Count Count NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 32 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 33 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 34 backoff backoff NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 35 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 36 on on RP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 37 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 38 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 39 HIT hit NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 40 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 41 Xiang Xiang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 42 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 43 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 44 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 45 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 77 46 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 77 47 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 48 Art./Prep./Noun art./prep./noun ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 77 49 ME ME NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 50 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 51 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 52 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 53 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 54 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 77 55 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 56 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 77 57 dependency dependency NN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 58 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 77 59 Agr./Form Agr./Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 60 Rule Rule NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 61 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 77 62 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 77 63 NARA NARA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 64 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 65 Yoshimoto Yoshimoto NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 66 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 67 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 68 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 69 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 77 70 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 77 71 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 77 72 Art./Prep Art./Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 77 73 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 78 1 SMT SMT NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 2 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 5 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 78 7 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 8 Lang-8 Lang-8 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 10 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 11 ME ME NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 12 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 13 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 14 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 15 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 16 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 78 18 POS pos NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 19 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 78 20 dependency dependency NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 21 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 78 22 Agr./Form Agr./Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 23 Treelet Treelet NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 24 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 25 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 26 Gigaword Gigaword NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 78 28 Penn Penn NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 29 TreeBank TreeBank NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 30 corpora corpora NN work_pdhkjvfkbnb4ngi7bpbilobcq4 78 31 UMC UMC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 32 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 78 33 Xing Xing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 34 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 78 35 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 36 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 78 38 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 78 39 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 78 40 Art./Prep Art./Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 78 41 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 79 1 Two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 79 2 LMs lm NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 79 3 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 79 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 5 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 79 7 Web1 web1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 8 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 10 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 79 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 12 voting vote VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 79 13 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 14 Rules Rules NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 79 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 79 16 ME ME NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 17 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 18 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 19 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 20 + + SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 79 21 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 22 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 23 on on RP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 24 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 25 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 26 Agr./Form Agr./Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 27 ME ME NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 28 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 29 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 79 30 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 31 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 79 32 agr agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 79 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 79 34 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 80 1 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 80 2 rules rule NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 80 3 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 80 4 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 80 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 80 6 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 80 7 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 80 8 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 80 9 Top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 80 10 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 80 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 80 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 80 13 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 80 14 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 80 15 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 80 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 81 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 81 2 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 81 3 column column NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 4 indicates indicate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 81 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 81 6 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 7 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 8 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 81 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 81 10 third third JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 81 11 column column NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 12 describes describe VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 81 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 81 14 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 15 adopted adopt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 16 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 81 18 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 81 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 82 1 ME ME NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 2 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 82 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 4 Maximum Maximum NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 5 Entropy Entropy NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 6 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 82 7 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 8 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 82 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 10 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 11 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 12 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 82 13 SMT SMT NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 14 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 82 15 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 16 Statistical Statistical NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 17 Machine Machine NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 18 Translation Translation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 19 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 82 20 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 21 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 82 22 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 23 Averaged Averaged NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 24 Perceptron Perceptron NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 25 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 82 26 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 27 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 82 28 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 29 Naı̈ve naı̈ve NN work_pdhkjvfkbnb4ngi7bpbilobcq4 82 30 Bayes Bayes NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 82 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 83 1 Classifier Classifier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 83 2 Art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 83 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 84 1 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 84 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 85 1 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 85 2 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 85 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 86 1 Form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 2 Train train NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 3 254 254 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 4 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 5 103 103 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 6 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 7 240 240 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 8 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 9 75 75 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 10 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 11 175 175 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 12 K K NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 86 13 Test Test NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 86 14 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 15 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 16 2.5 2.5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 17 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 18 2.6 2.6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 19 K K NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 86 20 2.4 2.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 21 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 22 4.8 4.8 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 23 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 24 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 25 3 3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 86 26 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 86 27 Number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 28 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 29 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 30 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 86 31 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 32 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 33 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 86 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 87 1 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 2 occurs occur VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 87 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 4 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 87 5 given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 6 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 87 8 before before IN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 87 10 appropri- appropri- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 87 11 ate eat VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 87 12 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 13 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 14 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 87 15 employed employ VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 87 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 88 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 88 2 describe describe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 88 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 88 4 evaluate evaluate VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 88 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 88 6 contribution contribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 88 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 88 8 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 88 9 elements element NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 88 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 89 1 4 4 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 89 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 90 1 Training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 2 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 90 3 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 90 4 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 90 5 discuss discuss VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 90 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 90 7 advantages advantage NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 90 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 9 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 10 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 11 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 12 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 90 13 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 90 14 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 90 15 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 90 16 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 90 17 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 90 19 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 90 22 shared shared JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 90 23 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 24 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 90 25 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 26 broader broad JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 90 27 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 90 28 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 91 1 4 4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 91 2 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 91 3 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 91 4 System System NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 91 5 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 91 6 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 91 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 8 consists consist VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 91 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 10 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 91 11 machine machine NN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 12 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 91 13 learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 91 14 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 91 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 91 16 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 91 17 specializing specialize VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 91 18 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 19 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 91 20 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 91 21 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 91 23 er- er- XX work_pdhkjvfkbnb4ngi7bpbilobcq4 91 24 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 91 25 described describe VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 91 26 above above RB work_pdhkjvfkbnb4ngi7bpbilobcq4 91 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 92 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 92 2 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 92 3 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 92 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 92 5 selected select VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 6 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 7 input input NN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 8 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 9 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 92 10 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 11 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 92 12 called call VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 13 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 92 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 92 15 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 92 16 3 3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 92 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 92 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 93 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 93 3 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 4 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 93 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 7 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 93 9 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 93 10 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 93 11 determined determine VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 12 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 13 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 93 14 forms form NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 93 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 94 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 94 2 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 94 3 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 94 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 94 5 determining determine VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 94 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 94 7 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 94 8 might may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 94 9 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 94 10 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 94 11 involved involved JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 94 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 95 1 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 95 2 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 95 3 take take VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 4 as as RB work_pdhkjvfkbnb4ngi7bpbilobcq4 95 5 input input NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 95 7 corpus corpus NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 8 documents document NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 95 9 pre pre VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 10 - - VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 11 processed process VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 12 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 13 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 95 14 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 15 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 95 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 17 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 95 18 speech speech NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 19 tagger4 tagger4 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 95 21 Even- Even- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 22 Zohar Zohar NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 95 24 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 95 26 2001 2001 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 95 27 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 95 28 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 95 29 shallow shallow JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 95 30 parser5 parser5 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 31 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 95 32 Pun- Pun- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 33 yakanok yakanok NN work_pdhkjvfkbnb4ngi7bpbilobcq4 95 34 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 95 35 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 95 36 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 95 37 2001 2001 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 95 38 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 95 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 96 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 96 3 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 96 4 submis- submis- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 5 sion sion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 96 7 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 96 8 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 96 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 96 10 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 11 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 12 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 96 13 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 96 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 96 15 oth- oth- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 96 16 ers er NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 96 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 96 18 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 96 19 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 96 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 97 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 97 2 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 97 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 5 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 97 7 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 8 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 10 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 97 11 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 97 12 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 97 14 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 15 4http://cogcomp.cs.illinois.edu/page/ 4http://cogcomp.cs.illinois.edu/page/ CD work_pdhkjvfkbnb4ngi7bpbilobcq4 97 16 software software NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 17 view view NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 18 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 97 19 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 20 5http://cogcomp.cs.illinois.edu/page/ 5http://cogcomp.cs.illinois.edu/page/ CD work_pdhkjvfkbnb4ngi7bpbilobcq4 97 21 software software NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 22 view view NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 23 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 97 24 Chunker Chunker NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 25 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 97 26 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 97 27 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 28 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 97 29 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 30 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 31 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 32 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 97 33 Naı̈ve naı̈ve NN work_pdhkjvfkbnb4ngi7bpbilobcq4 97 34 Bayes Bayes NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 35 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 97 36 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 37 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 97 38 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 97 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 98 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 98 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 98 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 4 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 5 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 98 6 option option NN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 8 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 98 9 post post JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 10 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 11 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 12 step step NN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 13 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 98 14 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 98 15 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 16 al- al- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 98 17 ways way NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 98 18 result result VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 98 19 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 20 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 98 21 false false JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 22 positive positive JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 23 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 24 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 25 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 98 26 ignored ignore VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 27 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 98 28 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 98 29 option option NN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 30 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 98 31 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 98 32 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 98 33 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 98 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 99 1 4.1 4.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 99 2 Determiner Determiner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 99 3 Errors Errors NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 99 4 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 99 5 majority majority NN work_pdhkjvfkbnb4ngi7bpbilobcq4 99 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 99 7 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 99 8 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 99 9 involve involve VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 99 10 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 99 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 99 12 although although IN work_pdhkjvfkbnb4ngi7bpbilobcq4 99 13 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 99 14 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 99 15 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 99 16 involve involve VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 99 17 pronouns pronoun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 99 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 100 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 100 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 100 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 100 4 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 100 5 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 100 6 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 100 7 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 100 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 101 1 Can- Can- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 101 2 didates didate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 101 3 include include VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 101 4 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 101 5 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 101 6 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 101 7 a”,“an”,“the”)6 a”,“an”,“the”)6 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 101 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 101 9 omis- omis- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 101 10 sions sion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 101 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 101 12 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 101 13 considering consider VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 101 14 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 101 15 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 101 16 phrase phrase NN work_pdhkjvfkbnb4ngi7bpbilobcq4 101 17 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 101 18 initial initial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 101 19 contexts contexts NN work_pdhkjvfkbnb4ngi7bpbilobcq4 101 20 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 101 21 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 101 22 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 101 23 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 101 24 likely likely JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 101 25 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 101 26 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 101 27 omitted omit VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 101 28 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 102 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 102 2 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 102 3 fusion fusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 102 4 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 102 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 102 6 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 102 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 102 8 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 102 9 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 102 10 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 102 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 102 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 102 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 102 14 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 102 15 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 102 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 103 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 103 2 ar- ar- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 3 ticle ticle NN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 4 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 103 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 103 7 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 103 8 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 103 10 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 103 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 103 13 HOO HOO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 14 shared share VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 15 tasks task NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 103 16 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 103 17 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 18 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 19 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 20 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 103 22 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 103 23 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 103 24 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 25 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 26 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 27 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 103 29 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 103 30 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 103 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 103 32 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 103 33 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 103 34 demonstrated demonstrate VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 103 35 superior superior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 103 36 per- per- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 37 formance formance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 103 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 104 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 104 4 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 5 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 6 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 104 7 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 8 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 104 11 Averaged averaged JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 12 Perceptron Perceptron NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 13 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 15 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 104 17 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 18 Fre- Fre- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 19 und und JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 104 21 Schapire Schapire NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 104 23 1996 1996 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 104 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 25 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 26 implemented implement VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 27 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 28 LBJava LBJava NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 29 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 30 Rizzolo Rizzolo NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 31 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 104 32 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 33 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 104 34 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 104 35 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 104 36 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 104 37 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 38 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 39 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 40 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 41 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 104 42 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 43 rich rich JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 104 44 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 104 45 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 104 46 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 104 47 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 104 48 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 49 er- er- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 104 50 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 104 51 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 105 1 See see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 105 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 105 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 106 1 5.2 5.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 106 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 106 3 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 106 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 107 1 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 107 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 108 1 4.2 4.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 108 2 Preposition Preposition NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 108 3 Errors Errors NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 108 4 Similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 108 5 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 6 determiners determiner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 108 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 108 8 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 108 9 distinguish distinguish VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 108 10 three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 108 11 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 108 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 13 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 14 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 108 15 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 108 16 choosing choose VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 108 17 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 108 18 incorrect incorrect JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 108 19 prepo- prepo- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 20 sition sition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 108 22 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 108 23 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 108 24 superfluous superfluous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 108 25 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 26 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 108 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 108 28 omitting omit VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 108 29 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 108 30 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 108 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 109 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 2 contrast contrast NN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 3 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 4 determiners determiner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 109 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 7 learn- learn- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 109 8 ers er NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 10 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 109 11 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 109 12 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 13 backgrounds background NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 109 15 most most JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 109 18 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 19 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 20 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 109 21 replacements replacement NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 109 23 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 109 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 109 25 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 109 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 109 27 6The 6the CD work_pdhkjvfkbnb4ngi7bpbilobcq4 109 28 variants variant NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 109 29 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 109 30 a a NN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 31 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 109 32 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 109 33 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 109 34 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 109 35 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 109 36 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 109 37 collapsed collapse VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 38 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 39 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 109 40 class class NN work_pdhkjvfkbnb4ngi7bpbilobcq4 109 41 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 110 1 421 421 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 110 2 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 110 3 Hence hence RB work_pdhkjvfkbnb4ngi7bpbilobcq4 110 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 110 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 110 6 environmental environmental JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 110 7 factors factor NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 110 8 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 110 9 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 10 contributes/ contributes/ NN work_pdhkjvfkbnb4ngi7bpbilobcq4 110 11 contribute contribute VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 12 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 110 13 various various JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 110 14 difficulties difficulty NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 110 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 110 16 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 17 giving give VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 110 18 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 110 19 given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 110 20 prob- prob- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 110 21 lems lem NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 110 22 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 110 23 nuclear nuclear JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 110 24 technology technology NN work_pdhkjvfkbnb4ngi7bpbilobcq4 110 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 110 26 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 110 27 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 28 Confusion Confusion NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 29 set set VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 110 30 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 110 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 111 1 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 111 2 INF INF NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 3 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 111 4 contribute contribute NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 111 6 S s NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 7 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 111 8 contributes contribute VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 111 9 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 111 10 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 11 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 111 12 INF INF NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 13 = = NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 14 give give VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 111 16 ED ED NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 17 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 111 18 given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 111 20 ING ING NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 21 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 111 22 giving giving NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 111 24 S S NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 111 25 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 111 26 gives give VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 111 27 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 111 28 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 29 4 4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 111 30 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 111 31 Confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 32 sets set NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 111 33 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 34 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 35 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 111 36 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 111 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 112 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 2 irreg- irreg- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 112 3 ular ular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 112 4 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 112 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 112 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 112 7 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 112 8 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 9 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 112 11 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 12 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 13 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 14 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 112 15 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 112 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 112 18 past past JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 112 19 participle participle NN work_pdhkjvfkbnb4ngi7bpbilobcq4 112 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 113 1 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 113 2 correctly correctly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 113 3 recognized recognize VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 113 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 113 5 need need NN work_pdhkjvfkbnb4ngi7bpbilobcq4 113 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 113 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 113 8 prepo- prepo- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 113 9 sition sition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 113 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 113 11 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 113 12 chose choose VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 113 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 113 14 wrong wrong JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 113 15 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 113 16 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 113 17 Leacock Leacock NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 113 18 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 113 19 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 113 20 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 113 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 113 22 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 113 23 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 113 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 114 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 114 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 114 3 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 114 5 depend depend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 6 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 114 8 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 114 9 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 10 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 114 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 12 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 114 14 spurious spurious JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 114 15 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 114 16 occur occur VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 17 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 114 18 frequently frequently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 114 19 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 114 20 29 29 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 114 21 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 22 versus versus IN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 23 18 18 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 114 24 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 25 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 26 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 114 27 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 28 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 114 29 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 30 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 114 31 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 32 corpora corpora NN work_pdhkjvfkbnb4ngi7bpbilobcq4 114 33 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 114 34 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 35 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 114 36 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 114 38 2010a 2010a CD work_pdhkjvfkbnb4ngi7bpbilobcq4 114 39 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 114 40 Yannakoudakis Yannakoudakis NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 41 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 42 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 43 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 114 44 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 114 45 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 114 46 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 114 47 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 115 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 115 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 115 3 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 4 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 115 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 115 7 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 115 8 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 9 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 10 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 11 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 115 12 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 13 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 115 14 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 115 15 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 16 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 17 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 115 18 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 19 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 115 20 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 115 22 4-word 4-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 115 23 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 24 around around IN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 115 26 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 115 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 116 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 116 2 4-word 4-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 116 3 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 116 4 refers refer VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 116 5 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 116 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 116 7 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 116 8 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 116 9 before before IN work_pdhkjvfkbnb4ngi7bpbilobcq4 116 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 116 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 116 12 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 116 13 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 116 14 after after IN work_pdhkjvfkbnb4ngi7bpbilobcq4 116 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 116 16 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 116 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 116 18 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 117 1 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 117 2 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 3 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 117 5 search search NN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 7 alternative alternative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 117 8 resources resource NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 117 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 117 11 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 117 12 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 117 14 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 15 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 117 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 117 17 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 117 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 118 1 Features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 118 2 consist consist VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 118 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 4 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 5 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 6 - - : work_pdhkjvfkbnb4ngi7bpbilobcq4 118 7 grams gram NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 118 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 9 various various JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 118 10 lengths length NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 118 11 spanning span VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 118 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 118 13 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 14 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 118 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 119 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 119 2 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 119 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 119 4 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 119 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 119 6 search search NN work_pdhkjvfkbnb4ngi7bpbilobcq4 119 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 119 8 ” " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 119 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 119 10 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 119 11 3-gram 3-gram CD work_pdhkjvfkbnb4ngi7bpbilobcq4 119 12 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 119 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 120 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 120 2 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 120 4 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 5 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 6 likely likely JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 120 7 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 8 confu- confu- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 9 sions sion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 120 10 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 120 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 120 12 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 120 13 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 120 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 120 15 see see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 120 16 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 120 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 121 1 5.2 5.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 121 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 121 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 122 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 122 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 122 3 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 122 4 targets target VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 122 5 replacement replacement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 122 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 122 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 122 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 122 9 12 12 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 122 10 most most RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 122 11 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 122 12 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 122 13 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 122 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 123 1 Here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 123 2 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 123 3 aug- aug- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 123 4 ment ment VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 123 5 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 123 6 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 123 7 identify identify VB work_pdhkjvfkbnb4ngi7bpbilobcq4 123 8 spurious spurious JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 123 9 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 123 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 124 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 124 2 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 3 fusion fusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 4 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 6 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 124 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 124 8 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 9 follows follow VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 124 10 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 124 11 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 124 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 16 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 18 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 20 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 124 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 22 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 24 about about RB work_pdhkjvfkbnb4ngi7bpbilobcq4 124 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 26 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 28 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 30 by by RB work_pdhkjvfkbnb4ngi7bpbilobcq4 124 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 32 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 33 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 34 during during IN work_pdhkjvfkbnb4ngi7bpbilobcq4 124 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 124 36 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 124 37 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 124 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 125 1 4.3 4.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 125 2 Agreement Agreement NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 125 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 125 4 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 125 5 Errors Errors NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 6 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 125 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 9 implements implement VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 125 10 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 125 11 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 125 12 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 13 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 125 14 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 125 16 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 17 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 125 18 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 19 consist consist VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 125 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 22 following follow VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 125 23 components component NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 24 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 125 25 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 26 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 27 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 28 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 29 identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 30 ; ; , work_pdhkjvfkbnb4ngi7bpbilobcq4 125 31 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 32 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 33 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 34 deter- deter- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 35 mining mine VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 125 36 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 37 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 125 38 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 39 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 40 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 41 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 42 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 43 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 44 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 125 45 finiteness finiteness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 46 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 125 47 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 48 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 49 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 125 50 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 51 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 125 52 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 53 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 125 54 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 55 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 125 56 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 126 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 126 2 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 3 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 5 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 126 6 depends depend VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 126 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 126 9 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 10 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 126 12 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 126 13 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 126 14 morphological morphological JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 126 15 vari- vari- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 126 16 ants ant NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 126 17 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 126 18 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 126 19 4 4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 126 20 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 126 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 127 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 2 irregular irregular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 3 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 127 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 127 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 127 6 past past JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 7 partici- partici- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 8 ple ple NN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 9 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 11 included include VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 127 13 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 127 15 past past JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 16 tense tense JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 17 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 127 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 127 19 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 127 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 127 21 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 128 1 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 128 2 given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 3 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 128 4 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 128 5 included include VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 6 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 128 7 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 128 8 gave give VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 128 9 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 128 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 128 11 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 128 12 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 128 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 128 14 since since IN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 15 tense tense JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 128 16 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 128 17 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 128 18 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 128 19 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 128 22 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 128 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 129 1 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 129 2 generate generate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 129 3 morphological morphological JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 129 4 variants variant NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 129 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 129 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 129 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 8 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 129 9 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 11 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 129 12 morphological morphological JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 129 13 analyzer analyzer NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 14 verbMorph verbmorph NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 15 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 129 16 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 17 assumes assume VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 129 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 129 19 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 129 20 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 129 21 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 129 22 list list NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 23 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 24 valid valid JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 129 25 verb verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 26 lemmas lemmas NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 27 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 129 28 compiled compile VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 129 29 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 129 30 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 129 31 POS- POS- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 32 Dimension Dimension NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 33 Systems Systems NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 129 34 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 35 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 36 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 129 37 comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 129 38 Learn Learn NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 129 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 130 1 alg alg NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 130 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 131 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 131 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 131 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 132 1 5.1 5.1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 132 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 132 3 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 132 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 132 5 UMC UMC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 132 6 Adaptation Adaptation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 132 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 132 8 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 132 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 133 1 5.2 5.2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 133 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 133 3 Error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 133 4 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 133 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 133 6 HIT HIT NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 133 7 Ling Ling NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 133 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 134 1 knowledge knowledge NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 134 2 Cand Cand NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 134 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 135 1 identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 135 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 135 3 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 135 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 135 5 HIT HIT NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 135 6 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 135 7 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 135 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 136 1 5.3 5.3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 136 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 136 3 Verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 136 4 finiteness finiteness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 136 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 136 6 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 136 7 Train Train NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 136 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 137 1 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 137 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 137 3 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 137 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 138 1 5.4 5.4 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 138 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 138 3 HIT hit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 138 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 138 5 NARA NARA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 138 6 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 138 7 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 138 8 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 138 9 System system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 138 10 comparisons comparison NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 138 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 139 1 Column column NN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 2 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 139 3 indicates indicate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 139 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 139 5 di- di- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 139 6 mension mension NN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 139 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 139 9 column column NN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 10 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 139 11 lists list NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 139 12 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 139 13 whose whose WP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 139 14 approaches approach NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 139 15 provide provide VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 139 16 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 139 17 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 139 18 point point NN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 19 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 20 comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 139 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 140 1 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 2 version version NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 5 NYT NYT NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 6 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 9 Gigaword Gigaword NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 10 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 11 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 140 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 140 13 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 140 14 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 140 15 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 140 16 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 17 list list NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 18 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 19 irregular irregular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 140 20 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 21 verbs.7 verbs.7 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 22 Candidate Candidate NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 23 Identification Identification NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 24 stage stage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 25 selects select VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 140 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 27 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 28 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 29 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 140 30 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 31 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 140 32 presented present VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 33 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 34 input input NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 35 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 36 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 140 37 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 140 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 141 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 141 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 141 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 141 4 crucial crucial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 141 5 step step NN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 6 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 141 7 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 141 8 missed miss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 9 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 10 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 141 11 stage stage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 12 will will MD work_pdhkjvfkbnb4ngi7bpbilobcq4 141 13 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 141 14 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 141 15 detected detect VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 16 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 141 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 141 18 later later JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 141 19 stages stage NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 141 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 142 1 See see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 142 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 142 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 143 1 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 143 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 144 1 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 144 2 Finiteness Finiteness NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 144 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 144 4 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 144 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 144 8 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 9 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 144 10 sep- sep- VB work_pdhkjvfkbnb4ngi7bpbilobcq4 144 11 arately arately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 144 12 process process VB work_pdhkjvfkbnb4ngi7bpbilobcq4 144 13 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 144 14 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 144 15 fulfill fulfill VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 144 16 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 144 17 grammati- grammati- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 18 cal cal NN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 19 functions function NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 144 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 144 21 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 144 22 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 144 23 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 24 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 25 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 144 26 gram- gram- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 144 27 matical matical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 144 28 properties property NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 144 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 145 1 See see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 145 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 145 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 146 1 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 146 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 147 1 Correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 147 2 Modules Modules NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 147 3 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 147 4 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 147 5 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 147 6 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 147 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 147 8 bi- bi- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 147 9 nary nary JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 147 10 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 147 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 148 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 148 2 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 148 3 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 148 4 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 148 5 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 148 6 4-class 4-class CD work_pdhkjvfkbnb4ngi7bpbilobcq4 148 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 148 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 149 1 Both both DT work_pdhkjvfkbnb4ngi7bpbilobcq4 149 2 classifiers classifier NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 149 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 149 4 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 149 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 149 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 149 7 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 149 8 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 149 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 149 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 150 1 4.4 4.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 150 2 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 150 3 Errors Errors NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 150 4 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 150 5 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 150 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 150 7 involve involve VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 150 8 confusing confuse VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 150 9 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 150 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 150 11 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 150 12 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 150 13 forms form NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 150 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 150 15 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 151 1 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 151 2 phone phone NN work_pdhkjvfkbnb4ngi7bpbilobcq4 151 3 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 151 4 instead instead RB work_pdhkjvfkbnb4ngi7bpbilobcq4 151 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 151 6 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 151 7 phones phone NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 151 8 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 151 9 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 151 10 Fig Fig NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 151 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 152 1 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 152 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 152 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 152 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 152 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 152 6 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 152 7 most most RBS work_pdhkjvfkbnb4ngi7bpbilobcq4 152 8 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 152 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 10 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 152 13 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 152 14 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 15 after after IN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 16 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 17 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 152 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 152 19 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 152 20 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 152 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 152 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 153 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 153 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 153 3 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 153 4 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 153 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 153 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 153 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 153 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 153 9 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 153 10 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 153 11 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 153 12 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 153 13 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 153 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 154 1 Similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 154 2 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 3 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 154 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 154 5 candi- candi- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 6 date date NN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 7 identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 154 9 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 154 10 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 154 11 step step NN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 154 14 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 154 15 classifier classifier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 154 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 155 1 See see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 155 2 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 155 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 156 1 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 156 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 157 1 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 157 2 System system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 3 Analysis Analysis NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 157 4 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 5 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 157 6 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 157 8 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 157 9 evaluate evaluate VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 157 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 157 11 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 157 12 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 13 along along IN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 157 15 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 157 16 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 157 17 identified identify VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 18 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 157 19 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 157 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 158 1 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 158 3 compare compare VB work_pdhkjvfkbnb4ngi7bpbilobcq4 158 4 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 158 5 components component NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 6 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 158 7 alternative alternative VB work_pdhkjvfkbnb4ngi7bpbilobcq4 158 8 configurations configuration NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 9 imple- imple- NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 10 mented mente VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 158 11 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 158 12 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 158 13 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 158 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 158 16 present present VB work_pdhkjvfkbnb4ngi7bpbilobcq4 158 17 additional additional JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 158 18 exper- exper- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 158 19 iments iment NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 158 20 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 158 21 further further RB work_pdhkjvfkbnb4ngi7bpbilobcq4 158 22 analyze analyze VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 158 23 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 158 24 dimension dimension NN work_pdhkjvfkbnb4ngi7bpbilobcq4 158 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 159 1 While while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 2 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 159 3 direct direct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 4 comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 5 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 6 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 7 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 159 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 9 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 159 10 always always RB work_pdhkjvfkbnb4ngi7bpbilobcq4 159 11 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 12 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 13 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 14 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 15 differences difference NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 159 16 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 159 18 sys- sys- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 19 tems tem NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 159 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 159 21 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 159 22 believe believe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 159 23 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 159 24 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 159 25 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 159 26 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 159 27 still still RB work_pdhkjvfkbnb4ngi7bpbilobcq4 159 28 useful useful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 159 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 160 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 160 2 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 160 3 lists list NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 160 4 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 160 5 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 160 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 160 7 comparion comparion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 160 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 161 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 161 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 161 3 im- im- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 161 4 portant portant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 161 5 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 161 6 note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 161 7 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 161 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 161 9 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 161 10 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 161 11 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 161 12 indepen- indepen- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 161 13 dent dent NN work_pdhkjvfkbnb4ngi7bpbilobcq4 161 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 162 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 2 instance instance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 162 4 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 162 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 162 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 162 7 correlation correlation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 8 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 9 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 162 10 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 162 12 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 162 13 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 162 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 163 1 7The 7The `` work_pdhkjvfkbnb4ngi7bpbilobcq4 163 2 tool tool NN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 163 4 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 163 5 detail detail NN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 6 about about IN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 7 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 8 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 163 9 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 163 10 found find VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 11 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 12 http://cogcomp.cs.illinois.edu/page/publication http://cogcomp.cs.illinois.edu/page/publication NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 13 view/743 view/743 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 14 422 422 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 163 15 Results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 163 16 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 17 reported report VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 18 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 163 20 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 21 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 163 22 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 163 23 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 24 com- com- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 25 puted put VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 26 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 163 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 163 28 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 29 scorer scorer NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 30 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 163 31 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 32 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 163 33 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 163 34 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 163 35 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 163 36 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 163 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 164 1 Error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 164 3 specific specific JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 164 4 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 164 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 164 6 generated generate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 7 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 164 10 output output NN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 164 12 individual individual JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 164 13 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 164 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 165 1 Note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 3 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 165 5 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 6 directly directly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 7 comparable comparable JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 165 8 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 10 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 165 11 specific specific JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 165 12 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 165 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 15 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 165 16 overview overview NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 165 17 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 18 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 165 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 20 latter latter JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 165 21 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 165 22 approx- approx- VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 23 imate imate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 24 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 26 organizers organizer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 165 27 did do VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 165 28 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 29 have have VB work_pdhkjvfkbnb4ngi7bpbilobcq4 165 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 31 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 32 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 33 information information NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 34 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 35 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 165 36 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 37 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 165 38 output output NN work_pdhkjvfkbnb4ngi7bpbilobcq4 165 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 166 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 166 2 com- com- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 3 plete plete NN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 4 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 5 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 166 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 166 7 union union NN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 9 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 166 10 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 11 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 12 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 166 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 14 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 166 15 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 166 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 166 17 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 166 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 166 19 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 166 20 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 166 21 applied apply VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 22 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 23 order order NN work_pdhkjvfkbnb4ngi7bpbilobcq4 166 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 167 1 Ordering order VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 167 2 overlapping overlapping NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 3 candidates8 candidates8 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 4 might may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 167 5 potentially potentially RB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 6 affect affect VB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 167 8 final final JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 167 9 output output NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 167 11 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 12 mod- mod- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 167 13 ules ule NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 167 14 correctly correctly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 15 identify identify VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 167 16 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 167 17 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 18 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 167 19 propose propose VB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 20 differ- differ- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 21 ent ent NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 22 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 167 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 167 24 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 167 25 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 167 26 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 167 27 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 28 happen happen VB work_pdhkjvfkbnb4ngi7bpbilobcq4 167 29 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 30 practice practice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 167 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 168 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 168 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 168 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 168 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 168 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 168 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 168 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 168 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 168 15 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 168 16 tables table NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 168 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 169 1 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 169 2 demonstrate demonstrate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 169 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 169 4 our -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 169 5 findings finding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 169 6 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 169 7 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 169 8 spe- spe- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 169 9 cific cific JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 169 10 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 169 11 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 169 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 169 13 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 169 14 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 169 15 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 169 16 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 169 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 169 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 169 19 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 169 20 dataset dataset NN work_pdhkjvfkbnb4ngi7bpbilobcq4 169 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 170 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 170 3 produced produce VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 170 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 170 5 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 170 6 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 170 7 seventeen seventeen CD work_pdhkjvfkbnb4ngi7bpbilobcq4 170 8 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 170 9 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 170 10 backgrounds background NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 170 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 170 12 contains contain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 170 13 500,000 500,000 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 170 14 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 170 15 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 170 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 170 17 Cambridge Cambridge NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 18 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 19 Corpus Corpus NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 170 21 CLC CLC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 170 23 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 170 24 Yannakoudakis Yannakoudakis NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 25 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 26 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 27 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 170 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 170 29 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 170 30 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 170 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 171 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 171 2 split split VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 171 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 171 4 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 171 5 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 171 6 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 171 7 equal equal JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 171 8 parts part NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 171 9 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 171 10 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 171 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 171 12 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 171 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 172 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 172 2 statis- statis- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 172 3 tics tic NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 172 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 172 5 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 172 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 172 7 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 172 8 Tables Tables NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 172 9 A.16 a.16 ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 172 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 172 11 A.17 a.17 ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 172 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 173 1 5.1 5.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 173 2 Dim Dim NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 173 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 174 1 1 1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 174 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 174 3 Learning Learning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 174 4 Algorithm Algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 174 5 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 174 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 174 7 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 174 8 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 174 9 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 174 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 174 11 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 174 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 175 1 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 175 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 175 3 discuss discuss VB work_pdhkjvfkbnb4ngi7bpbilobcq4 175 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 175 5 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 175 6 lations lation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 175 7 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 175 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 175 9 amount amount NN work_pdhkjvfkbnb4ngi7bpbilobcq4 175 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 175 11 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 175 12 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 175 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 175 14 learn- learn- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 175 15 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 175 16 algorithms algorithms NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 175 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 175 18 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 175 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 175 20 resulting result VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 175 21 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 175 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 176 1 They -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 176 2 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 176 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 5 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 176 6 sets set NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 176 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 8 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 176 9 sizes size NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 176 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 176 11 discrimi- discrimi- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 12 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 176 13 classifiers classifiers NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 176 14 outperform outperform JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 176 15 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 176 16 machine machine NN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 17 learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 176 18 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 176 19 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 20 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 176 21 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 176 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 177 1 Following follow VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 177 2 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 177 3 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 177 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 177 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 177 6 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 177 7 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 8 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 177 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 177 11 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 177 14 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 177 15 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 16 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 177 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 177 18 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 177 19 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 177 20 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 177 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 178 1 Most Most JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 178 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 178 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 178 4 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 178 5 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 178 6 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 178 7 train train VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 178 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 178 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 178 10 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 178 11 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 178 12 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 178 13 use use VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 178 14 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 178 15 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 178 16 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 178 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 179 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 179 3 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 4 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 179 5 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 6 large large JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 7 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 8 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 179 9 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 179 10 such such JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 11 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 179 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 179 13 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 179 14 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 179 15 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 179 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 17 available available JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 179 19 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 179 20 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 21 often often RB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 22 ad- ad- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 23 vantageous vantageous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 179 24 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 179 25 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 179 26 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 179 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 180 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 180 2 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 180 3 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 180 4 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 180 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 180 7 collec- collec- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 8 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 10 n n NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 180 11 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 180 12 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 13 counts count NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 180 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 15 length length NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 16 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 180 17 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 180 18 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 180 19 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 20 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 180 21 cor- cor- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 22 pus pus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 23 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 180 24 1012 1012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 180 25 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 180 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 181 1 Since since IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 3 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 4 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 5 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 6 come come VB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 7 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 8 complete complete JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 9 sentences sentence NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 181 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 181 11 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 181 12 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 13 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 14 straightforward straightforward JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 15 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 181 16 make make VB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 17 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 18 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 19 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 20 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 21 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 22 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 23 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 25 limited limited JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 26 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 27 provided provide VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 28 around around IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 29 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 30 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 31 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 181 32 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 181 33 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 34 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 35 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 36 would would MD work_pdhkjvfkbnb4ngi7bpbilobcq4 181 37 limit limit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 38 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 39 sur- sur- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 40 8Overlapping 8overlapping CD work_pdhkjvfkbnb4ngi7bpbilobcq4 181 41 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 181 42 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 181 43 included include VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 44 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 45 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 181 46 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 47 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 181 48 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 49 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 181 50 if if IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 51 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 181 52 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 53 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 181 54 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 55 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 56 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 57 NN NN NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 181 58 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 181 59 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 181 60 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 61 included include VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 62 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 63 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 64 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 65 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 66 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 181 67 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 181 68 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 181 69 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 70 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 71 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 72 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 73 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 181 74 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 75 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 181 76 valid valid JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 181 77 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 78 lemma lemma NN work_pdhkjvfkbnb4ngi7bpbilobcq4 181 79 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 181 80 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 182 1 rounding round VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 182 2 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 182 3 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 182 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 182 5 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 182 6 2-word 2-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 182 7 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 182 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 183 1 Be- be- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 2 cause cause IN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 3 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 4 wish wish VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 5 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 183 6 make make VB work_pdhkjvfkbnb4ngi7bpbilobcq4 183 7 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 183 10 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 11 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 183 12 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 183 13 extend extend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 14 beyond beyond IN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 183 16 2-word 2-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 183 17 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 183 19 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 20 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 183 21 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 183 22 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 183 23 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 183 24 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 183 25 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 26 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 183 27 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 28 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 183 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 183 30 such such JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 183 31 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 183 32 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 33 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 183 34 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 183 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 184 1 Several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 184 2 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 184 3 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 4 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 7 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 8 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 10 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 184 11 UMC UMC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 12 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 184 13 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 14 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 15 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 184 16 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 17 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 18 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 19 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 184 21 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 184 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 184 24 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 184 25 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 26 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 184 27 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 184 28 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 29 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 184 30 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 31 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 184 32 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 33 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 34 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 35 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 184 36 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 37 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 38 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 39 backoff backoff NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 184 40 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 184 41 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 42 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 184 43 es- es- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 184 44 sentially sentially RB work_pdhkjvfkbnb4ngi7bpbilobcq4 184 45 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 46 variation variation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 47 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 48 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 184 49 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 50 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 51 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 52 back- back- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 184 53 off off RB work_pdhkjvfkbnb4ngi7bpbilobcq4 184 54 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 185 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 185 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 185 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 185 4 employs employ VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 185 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 185 6 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 185 7 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 185 8 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 185 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 185 10 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 185 11 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 185 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 185 13 except except IN work_pdhkjvfkbnb4ngi7bpbilobcq4 185 14 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 185 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 185 16 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 185 17 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 185 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 186 1 Training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 2 Naı̈ve naı̈ve NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 3 Bayes Bayes NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 5 Deletions Deletions NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 186 7 Inser- Inser- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 8 tions tion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 9 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 10 reason reason NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 11 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 12 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 186 13 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 186 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 15 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 16 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 17 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 18 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 19 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 20 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 21 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 186 22 that that DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 23 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 186 24 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 25 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 26 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 27 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 28 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 29 deletions deletion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 30 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 186 31 insertions insertion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 32 presents present VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 186 33 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 34 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 186 36 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 186 37 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 38 majority majority NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 39 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 40 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 41 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 186 42 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 186 43 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 44 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 186 45 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 186 46 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 187 1 Recall recall VB work_pdhkjvfkbnb4ngi7bpbilobcq4 187 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 3 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 187 4 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 5 contains contain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 187 6 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 187 7 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 187 9 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 10 counts count NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 187 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 187 12 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 187 13 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 187 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 187 15 difficult difficult JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 187 16 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 187 17 estimate estimate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 187 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 187 19 prior prior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 187 20 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 21 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 187 23 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 187 24 candi- candi- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 25 date date NN work_pdhkjvfkbnb4ngi7bpbilobcq4 187 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 188 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 188 2 With with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 3 access access NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 5 complete complete JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 188 6 sentences sentence NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 188 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 188 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 188 9 prior prior NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 11 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 188 12 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 188 13 estimated estimate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 14 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 15 counting count VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 188 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 188 17 total total JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 188 18 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 19 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 20 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 188 21 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 188 22 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 188 23 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 188 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 188 25 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 26 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 28 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 188 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 188 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 188 31 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 33 NPs NPs NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 188 34 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 35 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 188 36 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 37 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 188 38 computed compute VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 188 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 188 40 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 189 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 189 2 solve solve VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 189 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 189 4 prob- prob- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 5 lem lem XX work_pdhkjvfkbnb4ngi7bpbilobcq4 189 6 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 7 treating treat VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 189 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 189 9 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 189 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 189 12 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 13 following follow VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 189 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 189 15 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 16 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 189 17 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 189 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 190 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 2 instance instance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 190 4 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 190 5 estimate estimate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 190 6 prior prior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 190 7 counts count NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 190 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 190 10 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 11 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 190 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 13 front front NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 190 16 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 17 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 190 18 cam- cam- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 190 19 era era NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 190 20 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 190 21 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 22 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 190 23 including include VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 190 24 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 25 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 190 26 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 190 27 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 190 28 obtain obtain VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 190 29 counts count NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 190 30 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 31 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 190 32 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 33 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 190 34 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 190 35 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 190 36 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 190 37 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 38 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 190 39 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 190 40 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 190 41 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 190 42 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 190 43 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 190 44 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 191 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 191 3 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 191 6 ∅ ∅ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 191 7 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 191 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 191 10 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 11 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 191 12 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 13 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 191 14 acts act VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 191 15 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 191 17 tar- tar- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 191 18 get get VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 191 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 192 1 Thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 192 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 192 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 192 4 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 5 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 192 8 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 9 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 192 11 modified modify VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 12 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 13 follows follow VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 192 14 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 192 15 instead instead RB work_pdhkjvfkbnb4ngi7bpbilobcq4 192 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 192 18 three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 192 19 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 192 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 192 21 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 22 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 23 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 192 24 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 192 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 193 1 4.1 4.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 193 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 193 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 193 4 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 5 member member NN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 8 confu- confu- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 193 9 sion sion NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 193 10 set set VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 11 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 193 12 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 13 concatenation concatenation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 16 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 17 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 193 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 19 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 193 20 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 193 21 follows follow VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 193 22 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 193 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 193 24 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 194 1 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 194 2 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 194 3 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 194 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 194 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 194 6 camera camera NN work_pdhkjvfkbnb4ngi7bpbilobcq4 194 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 194 8 cam- cam- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 194 9 era era NN work_pdhkjvfkbnb4ngi7bpbilobcq4 194 10 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 194 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 195 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 195 2 counts count NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 195 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 195 4 contextual contextual JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 195 5 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 195 6 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 195 7 obtained obtain VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 195 8 similarly similarly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 195 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 195 10 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 196 1 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 2 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 3 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 4 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 196 5 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 6 preceding precede VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 196 7 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 8 would would MD work_pdhkjvfkbnb4ngi7bpbilobcq4 196 9 correspond correspond VB work_pdhkjvfkbnb4ngi7bpbilobcq4 196 10 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 12 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 14 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 196 15 including include VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 196 16 x x NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 17 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 196 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 196 19 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 196 20 x x DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 21 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 196 22 take take VB work_pdhkjvfkbnb4ngi7bpbilobcq4 196 23 any any DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 24 value value NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 25 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 196 27 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 28 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 196 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 197 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 197 2 above above JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 197 3 solution solution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 4 allows allow VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 197 5 us -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 197 6 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 197 7 train train VB work_pdhkjvfkbnb4ngi7bpbilobcq4 197 8 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 197 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 10 ar- ar- CD work_pdhkjvfkbnb4ngi7bpbilobcq4 197 11 ticle ticle NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 12 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 197 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 197 14 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 197 15 extend extend VB work_pdhkjvfkbnb4ngi7bpbilobcq4 197 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 197 17 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 18 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 19 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 197 20 handle handle VB work_pdhkjvfkbnb4ngi7bpbilobcq4 197 21 extraneous extraneous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 197 22 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 23 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 197 24 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 197 25 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 197 26 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 197 27 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 197 28 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 198 1 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 198 3 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 4 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 198 5 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 198 6 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 198 7 study study VB work_pdhkjvfkbnb4ngi7bpbilobcq4 198 8 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 198 9 algo- algo- VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 10 rithms rithms NN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 11 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 198 14 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 15 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 16 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 17 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 198 18 observe observe VB work_pdhkjvfkbnb4ngi7bpbilobcq4 198 19 that that DT work_pdhkjvfkbnb4ngi7bpbilobcq4 198 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 198 21 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 198 22 evaluated evaluate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 23 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 198 25 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 198 26 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 27 win- win- WP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 28 dow dow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 29 size size NN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 30 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 198 31 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 198 32 performs perform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 198 33 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 198 34 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 35 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 198 36 count count NN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 37 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 198 38 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 198 39 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 198 40 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 199 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 2 order order NN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 3 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 199 4 show show VB work_pdhkjvfkbnb4ngi7bpbilobcq4 199 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 199 6 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 199 9 algo- algo- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 10 rithm rithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 11 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 199 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 14 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 199 15 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 199 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 199 17 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 18 compare compare VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 19 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 199 21 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 199 22 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 199 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 200 1 Both both DT work_pdhkjvfkbnb4ngi7bpbilobcq4 200 2 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 200 3 use use VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 200 4 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 5 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 200 7 grams gram NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 200 8 spanning span VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 200 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 200 10 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 11 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 200 14 4-word 4-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 200 15 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 200 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 201 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 2 train train VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 3 LMs lm VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 201 4 423 423 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 201 5 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 6 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 7 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 201 8 CoNLL CoNLL , work_pdhkjvfkbnb4ngi7bpbilobcq4 201 9 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 10 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 201 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 202 1 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 202 2 21.11 21.11 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 202 3 24.15 24.15 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 202 4 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 202 5 32.45 32.45 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 202 6 30.78 30.78 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 202 7 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 202 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 203 1 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 2 12.09 12.09 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 3 30.01 30.01 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 4 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 5 14.04 14.04 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 6 29.40 29.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 7 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 8 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 9 40.72 40.72 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 10 32.41 32.41 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 11 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 12 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 13 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 14 34.40 34.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 203 15 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 203 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 204 1 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 2 20.65 20.65 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 3 33.53 33.53 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 4 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 5 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 6 26.46 26.46 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 7 36.42 36.42 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 8 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 9 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 10 13.40 13.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 11 08.46 08.46 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 12 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 13 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 204 14 14.50 14.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 15 12.16 12.16 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 16 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 204 17 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 204 18 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 204 19 Comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 204 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 204 21 learning learning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 204 22 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 204 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 205 1 Web1 web1 IN work_pdhkjvfkbnb4ngi7bpbilobcq4 205 2 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 205 3 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 205 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 206 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 206 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 206 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 206 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 206 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 206 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 206 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 206 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 206 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 207 1 Source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 2 Candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 207 3 ED ED NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 4 INF INF NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 5 ING ING NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 6 S S NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 7 ED ED NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 8 0.99675 0.99675 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 9 0.00192 0.00192 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 10 0.00103 0.00103 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 11 0.00030 0.00030 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 12 INF INF NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 13 0.00177 0.00177 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 14 0.99630 0.99630 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 15 0.00168 0.00168 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 16 0.00025 0.00025 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 17 ING ING NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 18 0.00124 0.00124 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 19 0.00447 0.00447 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 20 0.99407 0.99407 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 21 0.00022 0.00022 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 22 S s NN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 23 0.00054 0.00054 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 24 0.00544 0.00544 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 25 0.00132 0.00132 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 26 0.99269 0.99269 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 27 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 28 7 7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 207 29 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 207 30 Priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 207 31 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 32 matrix matrix NN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 33 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 34 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 207 35 adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 207 36 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 207 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 208 1 Each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 208 2 entry entry NN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 208 4 Prob(candidate|source Prob(candidate|source NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 208 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 208 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 208 7 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 208 8 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 9 corre- corre- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 10 sponds spond NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 208 11 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 208 13 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 208 14 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 15 chosen choose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 16 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 208 18 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 208 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 209 1 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 209 2 SRILM SRILM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 3 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 209 4 Stolcke Stolcke NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 209 6 2002 2002 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 209 7 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 209 8 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 209 9 Jelinek Jelinek NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 10 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 209 11 Mercer Mercer NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 12 linear linear NN work_pdhkjvfkbnb4ngi7bpbilobcq4 209 13 interpolation interpolation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 209 14 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 209 15 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 209 16 smoothing smoothing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 209 17 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 209 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 209 19 Chen Chen NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 209 21 Goodman Goodman NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 209 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 209 23 1996 1996 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 209 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 209 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 210 1 On on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 210 3 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 4 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 5 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 210 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 210 7 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 8 outperforms outperform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 210 9 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 10 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 11 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 210 12 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 210 13 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 210 14 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 210 16 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 17 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 210 19 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 20 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 210 21 superior superior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 210 22 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 23 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 210 24 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 210 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 210 26 except except IN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 27 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 210 28 er- er- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 210 29 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 210 30 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 210 31 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 210 32 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 33 outperforms outperform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 210 34 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 210 35 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 210 36 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 210 37 slightly slightly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 210 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 211 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 211 2 attribute attribute VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 211 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 211 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 211 6 fact fact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 7 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 211 9 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 10 prob- prob- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 11 lem lem NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 211 12 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 211 13 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 211 14 labels label NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 211 15 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 211 16 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 211 17 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 211 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 211 19 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 211 20 big big JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 211 21 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 22 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 211 24 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 211 25 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 211 26 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 211 27 default default NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 28 smooth smooth JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 211 29 weights weight NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 211 30 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 211 31 so so CC work_pdhkjvfkbnb4ngi7bpbilobcq4 211 32 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 211 33 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 211 34 no no DT work_pdhkjvfkbnb4ngi7bpbilobcq4 211 35 advantage advantage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 36 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 211 37 running run VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 211 38 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 211 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 212 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 212 2 found find VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 212 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 212 4 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 212 5 fewer few JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 212 6 classes class NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 212 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 212 8 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 212 9 rather rather RB work_pdhkjvfkbnb4ngi7bpbilobcq4 212 10 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 212 11 12 12 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 212 12 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 212 13 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 212 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 212 15 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 212 16 outperforms outperform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 212 17 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 212 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 213 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 213 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 213 3 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 213 4 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 213 5 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 213 6 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 213 7 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 213 8 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 213 9 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 213 10 lot lot NN work_pdhkjvfkbnb4ngi7bpbilobcq4 213 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 213 12 labels label NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 213 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 213 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 213 15 theoretical theoretical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 213 16 difference difference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 213 17 be- be- XX work_pdhkjvfkbnb4ngi7bpbilobcq4 213 18 tween tween NN work_pdhkjvfkbnb4ngi7bpbilobcq4 213 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 213 20 algorithms algorithm NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 213 21 disappears disappear VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 213 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 214 1 Note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 214 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 3 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 214 4 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 214 5 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 214 6 improved improve VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 7 via via IN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 8 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 214 10 next next JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 214 11 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 12 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 214 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 214 14 then then RB work_pdhkjvfkbnb4ngi7bpbilobcq4 214 15 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 214 16 outperforms outperform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 214 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 214 18 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 214 19 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 214 20 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 21 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 214 22 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 214 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 215 1 5.2 5.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 215 2 Dim Dim NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 215 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 216 1 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 216 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 216 3 Adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 5 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 216 6 Errors Errors NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 216 7 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 216 9 previous previous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 216 10 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 216 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 216 13 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 216 14 were be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 216 15 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 16 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 216 17 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 216 18 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 216 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 217 1 These these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 217 2 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 217 3 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 217 4 no no DT work_pdhkjvfkbnb4ngi7bpbilobcq4 217 5 notion notion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 217 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 217 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 217 8 er- er- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 217 9 ror ror NN work_pdhkjvfkbnb4ngi7bpbilobcq4 217 10 patterns pattern NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 217 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 217 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 217 13 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 217 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 218 1 Here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 218 2 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 218 3 discuss discuss VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 218 4 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 218 5 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 218 6 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 218 7 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 218 8 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 218 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 218 10 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 219 1 developing develop VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 219 2 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 219 3 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 219 4 utilize utilize VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 219 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 219 6 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 219 7 about about IN work_pdhkjvfkbnb4ngi7bpbilobcq4 219 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 219 9 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 219 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 219 11 mis- mis- NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 219 12 takes take VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 219 13 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 219 14 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 219 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 220 1 Adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 220 3 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 220 6 fact fact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 7 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 8 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 220 9 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 220 10 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 220 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 12 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 220 13 systematic systematic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 220 14 manner manner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 220 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 220 16 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 221 1 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 221 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 3 influenced influence VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 221 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 221 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 221 6 writer writer NN work_pdhkjvfkbnb4ngi7bpbilobcq4 221 7 ’s ’s POS work_pdhkjvfkbnb4ngi7bpbilobcq4 221 8 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 221 9 lan- lan- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 221 10 guage guage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 221 11 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 221 12 Gass Gass NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 221 14 Selinker Selinker NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 221 16 1992 1992 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 221 17 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 221 18 Ionin Ionin NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 19 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 20 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 21 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 221 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 221 23 2008 2008 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 221 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 221 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 222 1 There there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 222 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 222 3 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 222 4 ways way NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 222 5 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 222 6 adapt adapt VB work_pdhkjvfkbnb4ngi7bpbilobcq4 222 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 222 8 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 222 10 de- de- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 222 11 pend pend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 222 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 222 14 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 15 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 16 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 222 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 222 19 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 222 20 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 222 21 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 222 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 222 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 222 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 222 25 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 222 26 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 222 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 223 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 223 2 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 223 3 application application NN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 5 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 6 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 223 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 8 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 223 9 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 10 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 11 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 223 12 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 223 13 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 223 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 223 15 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 223 17 learned learn VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 18 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 223 19 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 223 20 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 223 21 know know VB work_pdhkjvfkbnb4ngi7bpbilobcq4 223 22 any- any- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 23 thing thing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 24 about about IN work_pdhkjvfkbnb4ngi7bpbilobcq4 223 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 223 26 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 223 27 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 223 28 make make VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 223 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 224 1 With with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 2 adapta- adapta- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 224 3 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 224 5 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 224 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 8 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 224 9 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 224 10 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 224 11 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 224 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 224 13 au- au- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 14 thor thor NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 15 ’s ’s POS work_pdhkjvfkbnb4ngi7bpbilobcq4 224 16 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 17 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 224 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 224 19 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 20 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 224 22 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 23 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 224 24 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 25 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 224 26 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 224 27 propose propose VB work_pdhkjvfkbnb4ngi7bpbilobcq4 224 28 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 224 29 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 30 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 31 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 32 what what WP work_pdhkjvfkbnb4ngi7bpbilobcq4 224 33 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 224 34 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 35 orig- orig- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 224 36 inally inally RB work_pdhkjvfkbnb4ngi7bpbilobcq4 224 37 wrote write VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 224 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 225 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 225 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 225 3 crucial crucial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 225 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 225 5 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 225 7 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 8 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 225 10 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 225 11 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 225 12 piece piece NN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 14 information information NN work_pdhkjvfkbnb4ngi7bpbilobcq4 225 15 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 225 16 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 225 17 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 225 18 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 225 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 225 20 2010b 2010b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 225 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 225 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 226 1 Below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 226 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 226 3 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 226 4 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 226 5 techniques technique NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 226 6 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 226 7 summarized summarize VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 226 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 226 9 evaluated evaluate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 226 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 227 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 227 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 227 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 4 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 227 5 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 7 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 227 10 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 11 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 12 via via IN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 227 14 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 15 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 16 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 227 17 adapts adapt VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 227 18 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 227 19 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 227 20 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 21 clas- clas- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 227 22 sifier sifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 23 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 24 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 25 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 227 26 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 27 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 28 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 227 29 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 227 30 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 227 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 228 1 Adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 228 2 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 228 3 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 228 4 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 228 5 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 228 6 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 228 7 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 228 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 228 9 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 228 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 228 11 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 228 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 228 13 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 228 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 229 1 4 4 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 229 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 229 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 229 4 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 229 5 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 6 technique technique NN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 8 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 229 9 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 229 10 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 11 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 13 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 229 14 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 229 15 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 229 16 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 229 17 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 229 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 229 19 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 20 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 21 changing change VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 229 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 229 23 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 24 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 25 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 229 26 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 229 28 cor- cor- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 229 29 rection rection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 229 30 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 229 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 230 1 Candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 2 prior prior RB work_pdhkjvfkbnb4ngi7bpbilobcq4 230 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 4 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 5 special special JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 6 pa- pa- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 7 rameter rameter NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 9 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 230 10 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 230 11 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 230 12 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 230 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 14 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 16 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 230 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 230 19 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 20 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 230 21 correspond correspond VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 230 22 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 24 relative relative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 25 frequen- frequen- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 26 cies cie NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 230 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 28 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 29 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 230 30 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 31 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 32 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 33 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 34 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 230 35 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 230 36 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 230 37 provide provide VB work_pdhkjvfkbnb4ngi7bpbilobcq4 230 38 any any DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 39 information information NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 40 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 41 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 42 real real JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 230 43 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 44 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 45 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 230 46 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 230 47 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 48 dependence dependence NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 49 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 50 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 51 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 52 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 53 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 54 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 55 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 56 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 57 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 230 58 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 230 59 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 231 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 231 3 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 231 4 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 231 6 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 7 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 231 8 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 231 9 changed change VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 10 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 231 11 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 231 12 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 13 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 14 matrix matrix NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 15 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 16 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 17 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 18 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 231 19 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 231 20 specifies specify VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 231 21 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 231 22 likely likely JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 231 23 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 231 24 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 25 pair pair NN work_pdhkjvfkbnb4ngi7bpbilobcq4 231 26 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 231 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 232 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 2 7 7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 232 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 232 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 232 5 confusion confusion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 6 matrix matrix NN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 8 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 232 9 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 10 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 232 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 232 12 computed compute VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 232 13 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 232 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 232 15 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 232 16 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 232 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 233 1 Adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 2 pri- pri- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 3 ors or NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 233 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 233 5 dependent dependent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 233 6 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 233 8 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 9 ’s ’s POS work_pdhkjvfkbnb4ngi7bpbilobcq4 233 10 original original JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 233 11 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 12 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 13 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 14 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 233 15 let let VB work_pdhkjvfkbnb4ngi7bpbilobcq4 233 16 s s PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 233 17 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 233 18 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 233 19 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 233 22 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 23 appearing appear VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 233 24 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 233 26 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 27 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 233 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 233 30 c c LS work_pdhkjvfkbnb4ngi7bpbilobcq4 233 31 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 233 32 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 33 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 233 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 234 1 Then then RB work_pdhkjvfkbnb4ngi7bpbilobcq4 234 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 3 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 4 prior prior RB work_pdhkjvfkbnb4ngi7bpbilobcq4 234 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 6 c c NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 7 given give VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 8 s s POS work_pdhkjvfkbnb4ngi7bpbilobcq4 234 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 234 10 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 234 11 prior(c|s prior(c|s ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 234 12 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 234 13 = = SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 234 14 C(s C(s NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 234 16 c c NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 234 18 C(s C(s NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 19 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 234 20 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 234 21 C(s C(s NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 234 23 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 234 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 25 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 26 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 27 times time NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 234 28 s s POS work_pdhkjvfkbnb4ngi7bpbilobcq4 234 29 appeared appear VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 234 30 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 31 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 32 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 33 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 234 34 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 234 35 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 234 36 C(s C(s NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 234 38 c c NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 39 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 234 40 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 234 41 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 42 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 43 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 44 times time NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 234 45 c c NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 46 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 234 47 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 48 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 234 49 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 50 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 234 51 s s NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 234 52 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 234 53 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 54 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 55 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 234 56 writer writer NN work_pdhkjvfkbnb4ngi7bpbilobcq4 234 57 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 235 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 235 2 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 3 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 235 4 differ differ VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 5 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 235 7 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 8 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 235 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 235 10 probability probability NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 12 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 13 INF INF NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 14 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 235 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 235 16 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 17 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 235 19 S S NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 235 21 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 235 22 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 235 23 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 24 twice twice RB work_pdhkjvfkbnb4ngi7bpbilobcq4 235 25 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 26 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 235 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 235 28 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 29 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 30 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 235 31 424 424 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 235 32 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 33 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 34 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 35 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 36 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 37 Train Train NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 235 38 Test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 39 Art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 235 40 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 236 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 236 2 18.28 18.28 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 3 32.45 32.45 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 4 30.78 30.78 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 5 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 236 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 236 7 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 236 8 19.18 19.18 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 9 34.49 34.49 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 10 31.76 31.76 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 236 11 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 236 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 237 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 2 09.03 09.03 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 3 14.04 14.04 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 4 29.40 29.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 5 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 237 7 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 237 8 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 9 10.94 10.94 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 10 12.14 12.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 11 32.22 32.22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 12 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 13 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 14 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 15 23.06 23.06 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 16 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 17 34.40 34.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 18 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 19 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 237 20 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 237 21 22.89 22.89 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 22 42.31 42.31 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 23 32.38 32.38 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 237 24 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 237 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 238 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 2 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 3 16.72 16.72 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 4 26.46 26.46 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 5 36.42 36.42 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 6 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 238 8 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 238 9 17.62 17.62 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 10 23.46 23.46 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 11 38.57 38.57 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 12 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 13 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 14 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 15 11.93 11.93 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 16 14.50 14.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 17 12.16 12.16 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 18 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 19 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 238 20 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 238 21 14.63 14.63 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 22 18.35 18.35 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 23 16.67 16.67 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 24 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 238 25 8 8 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 238 26 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 238 27 Adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 238 28 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 238 29 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 238 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 238 31 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 238 32 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 238 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 239 1 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 239 2 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 239 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 239 4 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 239 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 239 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 239 7 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 239 8 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 239 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 239 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 240 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 240 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 240 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 240 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 240 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 240 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 240 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 240 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 240 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 241 1 ED ED NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 241 2 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 241 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 241 4 probability probability NN work_pdhkjvfkbnb4ngi7bpbilobcq4 241 5 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 241 6 S S NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 241 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 241 9 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 10 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 241 11 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 12 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 241 13 high high JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 241 15 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 241 16 reflects reflect VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 241 18 low low JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 241 19 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 241 20 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 241 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 242 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 242 2 8 8 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 242 3 compares compare VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 242 4 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 242 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 242 6 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 242 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 242 8 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 242 9 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 242 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 243 1 Because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 243 4 dichotomy dichotomy NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 243 7 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 8 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 243 9 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 10 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 243 11 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 243 13 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 14 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 243 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 243 16 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 243 17 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 243 18 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 243 19 exper- exper- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 20 iments iment NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 243 21 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 243 22 5-fold 5-fold CD work_pdhkjvfkbnb4ngi7bpbilobcq4 243 23 cross cross NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 24 - - NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 25 validation validation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 26 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 243 28 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 243 29 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 243 30 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 244 1 Adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 2 always always RB work_pdhkjvfkbnb4ngi7bpbilobcq4 244 3 helps help VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 244 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 244 6 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 244 7 train- train- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 8 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 244 9 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 244 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 244 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 244 12 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 244 13 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 244 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 244 15 except except IN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 16 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 244 17 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 244 18 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 244 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 244 20 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 244 21 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 244 23 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 24 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 244 25 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 244 26 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 244 27 helps help VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 244 28 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 29 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 30 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 244 31 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 244 32 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 244 33 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 244 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 245 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 245 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 245 3 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 245 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 5 discrepancies discrepancy NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 245 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 245 8 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 9 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 245 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 245 11 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 12 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 13 exploits exploit VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 245 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 245 15 property property NN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 16 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 245 17 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 245 18 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 245 19 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 245 20 systematic systematic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 245 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 246 1 Indeed indeed RB work_pdhkjvfkbnb4ngi7bpbilobcq4 246 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 246 3 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 246 4 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 246 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 246 6 estimated estimate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 246 9 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 10 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 246 11 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 246 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 13 5-fold 5-fold CD work_pdhkjvfkbnb4ngi7bpbilobcq4 246 14 cross cross NN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 15 - - NN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 16 validation validation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 246 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 246 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 246 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 246 20 perfor- perfor- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 246 21 mance mance NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 246 22 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 246 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 246 24 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 247 1 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 247 2 preposition preposition NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 247 3 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 247 4 attains attain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 247 5 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 247 6 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 247 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 247 8 18.05 18.05 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 247 9 instead instead RB work_pdhkjvfkbnb4ngi7bpbilobcq4 247 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 247 11 12.14 12.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 247 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 248 1 Concerning concern VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 248 2 lack lack NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 4 improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 6 noun noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 7 num- num- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 8 ber ber NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 9 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 248 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 248 11 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 12 hypothesize hypothesize VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 13 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 14 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 15 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 248 16 differ differ VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 17 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 19 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 20 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 248 21 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 22 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 24 appropriate appropriate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 25 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 26 strongly strongly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 248 27 depends depend VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 28 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 29 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 30 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 31 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 33 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 34 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 248 36 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 37 would would MD work_pdhkjvfkbnb4ngi7bpbilobcq4 248 38 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 248 39 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 40 turn turn NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 41 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 248 42 suggest suggest VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 248 43 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 44 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 45 dependency dependency NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 46 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 47 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 48 label label NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 49 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 50 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 51 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 52 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 53 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 54 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 55 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 56 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 57 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 248 58 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 248 59 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 60 trying try VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 248 61 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 248 62 discover discover VB work_pdhkjvfkbnb4ngi7bpbilobcq4 248 63 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 64 weak weak JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 248 65 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 249 1 In- in- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 2 deed deed NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 249 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 249 5 prior prior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 6 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 8 { { -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 249 9 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 249 11 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 12 } } -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 249 13 la- la- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 14 bel bel NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 15 space space NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 16 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 17 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 249 18 change change VB work_pdhkjvfkbnb4ngi7bpbilobcq4 249 19 much much RB work_pdhkjvfkbnb4ngi7bpbilobcq4 249 20 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 249 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 249 22 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 23 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 24 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 249 25 taken take VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 26 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 27 account account NN work_pdhkjvfkbnb4ngi7bpbilobcq4 249 28 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 250 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 250 2 unadapted unadapted JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 250 3 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 250 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 250 5 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 250 6 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 250 7 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 250 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 250 9 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 250 10 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 250 11 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 250 12 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 250 13 0.75 0.75 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 250 14 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 250 15 0.25 0.25 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 250 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 250 17 respec- respec- VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 250 18 tively tively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 250 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 251 1 Similarly similarly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 251 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 251 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 251 4 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 251 5 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 251 6 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 251 7 singular|plural singular|plural NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 251 8 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 251 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 251 10 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 251 11 plural|singular plural|singular NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 251 12 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 251 13 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 251 14 0.034 0.034 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 251 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 251 16 0.016 0.016 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 251 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 251 18 respec- respec- VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 251 19 tively tively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 251 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 252 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 2 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 3 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 252 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 252 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 252 6 unadapted unadapted JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 7 prior prior JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 8 probabil- probabil- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 9 ity ity NN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 10 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 11 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 252 12 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 13 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 252 14 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 15 three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 252 16 times time NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 252 17 lower low JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 252 18 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 19 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 20 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 252 21 singu- singu- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 252 22 lar lar NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 252 23 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 252 24 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 252 25 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 252 26 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 27 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 252 28 change change VB work_pdhkjvfkbnb4ngi7bpbilobcq4 252 29 much much JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 252 30 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 31 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 252 32 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 253 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 253 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 253 3 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 253 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 253 5 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 253 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 253 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 254 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 2 instance instance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 254 4 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 5 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 7 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 254 8 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 254 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 254 11 unadapted unadapted JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 254 12 prior prior NN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 13 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 14 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 254 15 plu- plu- NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 254 16 ral ral NN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 17 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 254 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 254 19 0.617 0.617 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 254 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 254 21 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 254 22 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 23 three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 254 24 times time NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 254 25 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 254 27 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 254 28 sin- sin- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 254 29 gular gular NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 254 30 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 254 31 prior prior RB work_pdhkjvfkbnb4ngi7bpbilobcq4 254 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 254 33 0.20 0.20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 254 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 255 1 With with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 255 2 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 255 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 255 4 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 255 5 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 255 6 become become VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 255 7 almost almost RB work_pdhkjvfkbnb4ngi7bpbilobcq4 255 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 255 9 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 255 10 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 255 11 0.016 0.016 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 255 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 255 13 0.012 0.012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 255 14 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 255 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 256 1 Adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 256 2 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 256 3 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 256 4 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 256 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 256 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 256 7 discriminative discriminative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 256 8 learning learning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 9 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 256 11 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 256 12 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 256 13 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 256 14 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 256 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 256 17 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 18 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 19 can- can- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 256 20 didates didate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 256 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 257 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 2 order order NN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 3 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 257 4 reflect reflect VB work_pdhkjvfkbnb4ngi7bpbilobcq4 257 5 our -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 257 6 estimate estimate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 10 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 257 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 13 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 257 14 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 257 15 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 257 16 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 17 differently differently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 257 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 257 19 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 20 introducing introduce VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 257 21 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 23 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 257 24 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 257 25 artificial artificial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 257 26 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 257 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 257 28 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 29 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 30 rate rate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 31 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 32 reflects reflect VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 257 33 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 34 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 257 35 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 36 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 257 37 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 257 38 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 257 39 writers writer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 257 40 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 257 41 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 257 42 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 257 43 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 257 44 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 257 45 2010b 2010b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 257 46 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 257 47 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 258 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 258 2 idea idea NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 258 4 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 258 5 simulate simulate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 258 6 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 7 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 258 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 9 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 258 11 through through IN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 12 arti- arti- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 258 13 ficial ficial NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 258 14 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 258 15 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 258 16 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 258 17 produced produce VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 18 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 258 19 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 258 20 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 21 confu- confu- XX work_pdhkjvfkbnb4ngi7bpbilobcq4 258 22 sion sion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 23 matrix).9 matrix).9 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 258 24 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 258 25 original original JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 258 26 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 27 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 258 28 proposed propose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 29 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 30 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 258 31 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 32 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 258 33 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 258 34 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 258 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 259 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 259 2 technique technique NN work_pdhkjvfkbnb4ngi7bpbilobcq4 259 3 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 259 4 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 259 5 further further RB work_pdhkjvfkbnb4ngi7bpbilobcq4 259 6 enhanced enhance VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 259 7 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 259 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 259 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 259 10 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 259 11 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 259 12 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 259 13 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 259 14 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 259 15 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 259 16 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 259 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 259 18 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 259 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 259 20 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 259 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 260 1 6 6 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 260 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 260 3 applied apply VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 260 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 260 5 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 260 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 260 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 260 8 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 260 9 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 260 10 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 260 11 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 260 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 261 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 261 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 261 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 4 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 261 5 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 6 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 8 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 261 9 ar- ar- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 261 10 ticle ticle NN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 11 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 261 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 262 1 Because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 2 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 262 3 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 4 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 262 5 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 6 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 7 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 262 8 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 262 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 262 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 262 11 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 12 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 13 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 262 14 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 262 15 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 16 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 17 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 262 18 fea- fea- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 262 19 ture ture NN work_pdhkjvfkbnb4ngi7bpbilobcq4 262 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 263 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 263 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 263 3 since since IN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 4 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 263 6 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 263 7 sparse sparse JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 263 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 263 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 263 10 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 11 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 12 encourages encourage VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 263 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 263 14 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 15 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 263 16 abstain abstain VB work_pdhkjvfkbnb4ngi7bpbilobcq4 263 17 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 18 flagging flag VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 263 19 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 263 20 mistake mistake NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 263 22 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 263 23 results result VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 263 24 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 25 low low JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 263 26 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 263 27 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 264 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 264 2 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 3 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 4 technique technique NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 5 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 264 6 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 264 7 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 8 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 9 boosting boost VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 264 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 264 11 proportion proportion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 13 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 264 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 264 16 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 264 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 264 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 265 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 265 2 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 265 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 265 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 5 generating generate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 265 6 additional additional JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 265 7 artificial artificial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 265 8 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 265 9 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 265 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 265 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 12 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 13 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 265 15 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 16 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 265 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 266 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 2 9 9 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 266 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 266 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 266 5 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 266 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 7 adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 266 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 266 9 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 266 10 clas- clas- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 11 sifier sifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 12 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 266 13 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 14 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 266 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 267 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 267 2 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 267 3 omit omit VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 267 4 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 267 5 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 267 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 267 7 since since IN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 267 9 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 10 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 267 11 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 12 performs perform VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 267 13 better well RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 267 14 without without IN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 267 16 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 17 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 267 19 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 267 20 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 267 21 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 267 22 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 267 24 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 267 25 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 267 26 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 267 28 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 29 discussed discuss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 267 30 above above RB work_pdhkjvfkbnb4ngi7bpbilobcq4 267 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 267 32 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 268 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 268 2 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 268 3 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 268 4 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 268 5 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 268 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 268 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 268 8 consequently consequently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 268 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 268 10 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 268 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 269 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 269 2 should should MD work_pdhkjvfkbnb4ngi7bpbilobcq4 269 3 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 269 4 noted note VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 5 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 6 although although IN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 7 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 8 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 269 9 decreases decrease VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 269 10 preci- preci- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 11 sion sion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 269 12 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 269 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 269 14 still still RB work_pdhkjvfkbnb4ngi7bpbilobcq4 269 15 helpful helpful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 269 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 270 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 2 fact fact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 270 4 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 270 7 low low JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 270 8 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 9 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 270 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 270 11 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 270 14 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 270 15 dataset dataset NN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 16 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 17 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 270 18 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 270 19 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 270 20 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 270 21 poor poor JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 270 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 270 23 often often RB work_pdhkjvfkbnb4ngi7bpbilobcq4 270 24 resulting result VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 270 25 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 26 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 270 27 be- be- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 270 28 ing e VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 270 29 equal equal JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 270 30 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 31 0 0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 270 32 due due IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 33 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 34 no no DT work_pdhkjvfkbnb4ngi7bpbilobcq4 270 35 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 270 36 being be VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 270 37 detected detect VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 270 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 271 1 Inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 2 vs. vs. IN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 3 Sampling Sampling NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 271 4 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 271 5 demonstrate demonstrate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 271 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 271 7 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 10 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 271 12 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 271 13 compare compare VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 271 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 271 15 against against IN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 16 sampling sampling NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 271 18 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 271 19 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 20 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 21 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 271 22 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 271 23 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 271 24 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 271 25 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 272 1 HIT hit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 272 2 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 272 3 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 272 4 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 272 5 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 272 6 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 272 7 removing remove VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 272 8 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 272 9 examples example NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 272 10 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 272 11 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 272 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 273 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 273 2 HIT hit NN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 3 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 4 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 273 6 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 273 7 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 273 9 9The 9the CD work_pdhkjvfkbnb4ngi7bpbilobcq4 273 10 idea idea NN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 12 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 273 13 artificial artificial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 273 14 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 273 15 goes go VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 273 16 back back RB work_pdhkjvfkbnb4ngi7bpbilobcq4 273 17 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 273 18 Izumi Izumi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 273 19 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 273 20 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 273 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 274 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 274 2 2003 2003 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 274 3 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 274 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 274 5 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 274 6 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 274 7 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 274 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 274 9 Foster Foster NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 274 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 274 11 Andersen Andersen NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 274 12 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 274 13 2009 2009 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 274 14 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 274 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 275 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 275 2 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 3 discussed discuss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 4 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 275 5 refers refer VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 275 6 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 275 8 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 9 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 10 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 11 Ro- Ro- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 275 12 zovskaya zovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 275 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 275 14 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 275 15 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 275 16 2010b 2010b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 275 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 275 18 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 275 19 generates generate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 275 20 artificial artificial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 275 21 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 275 22 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 275 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 275 24 distribution distribution NN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 25 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 275 26 naturally naturally RB work_pdhkjvfkbnb4ngi7bpbilobcq4 275 27 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 275 28 occurring occur VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 275 29 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 275 30 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 276 1 425 425 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 276 2 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 276 3 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 276 4 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 276 5 CoNLL CoNLL , work_pdhkjvfkbnb4ngi7bpbilobcq4 276 6 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 276 7 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 276 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 277 1 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 277 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 277 3 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 277 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 277 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 277 6 07.06 07.06 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 277 7 27.65 27.65 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 277 8 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 277 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 277 10 infl infl NN work_pdhkjvfkbnb4ngi7bpbilobcq4 277 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 278 1 const const IN work_pdhkjvfkbnb4ngi7bpbilobcq4 278 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 279 1 0.9 0.9 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 279 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 279 3 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 279 4 24.61 24.61 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 279 5 30.96 30.96 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 279 6 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 279 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 280 1 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 280 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 280 3 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 280 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 280 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 280 6 0.0 0.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 280 7 14.69 14.69 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 280 8 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 280 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 280 10 infl infl NN work_pdhkjvfkbnb4ngi7bpbilobcq4 280 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 281 1 const const IN work_pdhkjvfkbnb4ngi7bpbilobcq4 281 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 282 1 0.7 0.7 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 282 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 282 3 07.37 07.37 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 282 4 34.77 34.77 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 282 5 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 282 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 283 1 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 283 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 283 3 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 283 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 283 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 283 6 0.0 0.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 283 7 08.05 08.05 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 283 8 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 283 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 283 10 infl infl NN work_pdhkjvfkbnb4ngi7bpbilobcq4 283 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 284 1 const const IN work_pdhkjvfkbnb4ngi7bpbilobcq4 284 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 285 1 0.8 0.8 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 285 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 285 3 17.06 17.06 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 285 4 31.03 31.03 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 285 5 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 285 6 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 285 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 285 8 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 285 9 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 285 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 285 11 0.0 0.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 285 12 01.56 01.56 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 285 13 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 285 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 285 15 infl infl NN work_pdhkjvfkbnb4ngi7bpbilobcq4 285 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 286 1 const const IN work_pdhkjvfkbnb4ngi7bpbilobcq4 286 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 287 1 0.9 0.9 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 287 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 287 3 10.53 10.53 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 287 4 09.43 09.43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 287 5 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 287 6 9 9 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 287 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 287 8 Adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 287 9 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 287 10 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 287 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 287 12 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 287 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 288 1 Models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 288 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 288 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 5 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 288 7 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 8 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 9 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 10 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 288 11 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 12 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 288 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 288 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 288 15 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 16 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 288 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 289 1 Inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 289 2 constant constant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 289 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 289 4 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 289 5 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 289 6 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 289 7 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 289 8 remain remain VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 289 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 289 10 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 290 1 0.9 0.9 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 290 2 indicates indicate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 290 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 4 90 90 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 290 5 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 7 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 290 8 examples example NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 290 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 290 10 un- un- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 290 11 changed change VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 290 13 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 14 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 290 15 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 16 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 290 17 converted convert VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 18 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 290 19 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 290 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 290 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 291 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 291 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 291 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 291 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 291 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 291 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 291 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 291 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 291 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 292 1 Infl infl UH work_pdhkjvfkbnb4ngi7bpbilobcq4 292 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 293 1 constant constant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 293 2 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 293 3 Sampling Sampling NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 293 4 Inflation Inflation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 293 5 0.90 0.90 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 6 23.22 23.22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 7 24.61 24.61 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 8 0.85 0.85 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 9 27.75 27.75 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 10 29.29 29.29 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 11 0.80 0.80 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 12 30.04 30.04 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 13 33.47 33.47 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 14 0.70 0.70 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 15 33.02 33.02 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 16 35.52 35.52 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 17 0.60 0.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 18 32.78 32.78 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 19 35.03 35.03 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 20 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 21 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 293 22 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 293 23 Comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 24 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 293 26 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 293 28 sampling sample VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 293 29 meth- meth- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 293 30 ods od NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 293 31 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 32 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 293 33 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 293 34 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 293 35 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 293 36 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 293 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 294 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 294 2 proportion proportion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 294 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 6 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 8 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 294 9 row row NN work_pdhkjvfkbnb4ngi7bpbilobcq4 294 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 294 11 identical identical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 294 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 295 1 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 295 2 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 295 3 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 295 4 scored score VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 295 5 three three CD work_pdhkjvfkbnb4ngi7bpbilobcq4 295 6 points point NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 295 7 below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 295 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 296 1 Ta- Ta- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 296 2 ble ble VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 296 3 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 296 4 shows show NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 296 5 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 6 sampling sampling NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 7 falls fall VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 296 8 behind behind IN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 296 10 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 11 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 296 13 since since IN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 296 15 considerably considerably RB work_pdhkjvfkbnb4ngi7bpbilobcq4 296 16 reduces reduce VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 296 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 296 18 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 19 size size NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 20 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 296 21 achieve achieve VB work_pdhkjvfkbnb4ngi7bpbilobcq4 296 22 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 296 23 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 296 24 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 296 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 297 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 297 2 proportion proportion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 297 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 6 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 8 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 297 9 row row NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 11 identical identical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 12 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 297 13 sampling sample VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 297 14 achieves achieve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 297 16 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 17 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 297 18 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 19 removing remove VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 297 20 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 21 exam- exam- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 22 ples ple NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 297 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 297 24 whereas whereas IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 25 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 297 26 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 27 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 28 converts convert VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 29 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 297 30 positive positive JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 31 examples example NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 297 32 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 297 33 artificial artificial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 297 34 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 297 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 298 1 Inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 2 constant constant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 4 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 298 5 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 6 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 7 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 298 8 remain remain VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 298 9 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 298 10 smaller small JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 298 11 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 12 values value NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 298 13 correspond correspond VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 298 14 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 15 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 298 16 erro- erro- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 17 neous neous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 18 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 298 19 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 20 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 21 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 298 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 298 23 sampling sampling NN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 24 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 298 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 298 26 correspondingly correspondingly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 298 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 298 28 removes remove VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 29 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 298 30 positive positive JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 298 31 examples example NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 298 32 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 299 1 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 299 2 summarize summarize VB work_pdhkjvfkbnb4ngi7bpbilobcq4 299 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 299 4 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 5 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 6 demonstrated demonstrate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 299 8 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 10 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 11 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 12 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 13 comparing compare VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 299 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 15 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 16 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 299 17 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 299 18 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 19 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 20 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 21 another another DT work_pdhkjvfkbnb4ngi7bpbilobcq4 299 22 team team NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 23 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 299 24 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 25 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 26 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 299 27 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 28 that that DT work_pdhkjvfkbnb4ngi7bpbilobcq4 299 29 fur- fur- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 30 ther ther JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 299 31 improvements improvement NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 299 32 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 299 33 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 299 34 obtained obtain VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 35 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 36 adapting adapt VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 299 37 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 299 38 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 299 39 learner learner VB work_pdhkjvfkbnb4ngi7bpbilobcq4 299 40 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 299 41 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 299 42 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 299 43 priors prior NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 299 44 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 45 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 299 46 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 299 47 train- train- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 48 ing ing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 49 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 299 50 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 51 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 299 52 exhibit exhibit NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 53 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 299 54 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 299 55 patterns pattern NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 299 56 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 300 1 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 300 2 Dim Dim NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 300 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 301 1 3 3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 301 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 301 3 Linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 4 Knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 5 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 301 6 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 8 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 9 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 10 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 11 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 13 sev- sev- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 14 eral eral JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 301 15 components component NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 301 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 301 18 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 19 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 20 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 21 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 301 22 fea- fea- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 23 ture ture NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 24 engineering engineering NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 301 26 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 27 identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 301 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 301 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 301 30 spe- spe- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 301 31 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 32 Features Features NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 33 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 34 CoNLL CoNLL , work_pdhkjvfkbnb4ngi7bpbilobcq4 301 35 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 36 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 301 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 302 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 302 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 302 3 gram gram NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 302 4 24.61 24.61 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 302 5 30.96 30.96 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 302 6 n n CD work_pdhkjvfkbnb4ngi7bpbilobcq4 302 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 302 8 gram+POS+chunk gram+pos+chunk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 302 9 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 302 10 33.50 33.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 302 11 35.66 35.66 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 302 12 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 302 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 303 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 303 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 303 3 gram gram NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 303 4 17.06 17.06 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 5 31.03 31.03 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 6 n n NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 303 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 303 8 gram+POS gram+POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 303 9 24.14 24.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 10 35.29 35.29 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 11 n n NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 303 12 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 303 13 gram+POS+syntax gram+POS+syntax NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 303 14 27.93 27.93 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 15 41.23 41.23 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 16 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 303 17 11 11 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 303 18 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 303 19 Feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 303 20 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 303 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 304 1 Models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 304 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 304 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 5 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 304 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 304 8 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 304 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 304 10 source source NN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 11 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 304 13 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 14 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 304 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 305 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 305 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 305 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 305 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 305 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 305 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 305 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 305 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 305 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 306 1 cial cial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 306 2 techniques technique NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 306 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 306 4 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 306 5 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 306 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 306 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 307 1 Features feature VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 2 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 307 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 4 known know VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 307 5 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 307 6 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 7 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 307 8 tasks task NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 307 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 307 10 feature feature VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 307 11 engineering engineering NN work_pdhkjvfkbnb4ngi7bpbilobcq4 307 12 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 13 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 307 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 307 16 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 307 17 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 307 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 307 19 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 307 20 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 307 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 308 1 Note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 308 4 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 5 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 6 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 7 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 8 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 308 9 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 10 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 11 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 308 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 308 13 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 14 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 308 15 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 16 on on RP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 17 Web1 web1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 18 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 19 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 308 20 make make VB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 21 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 22 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 23 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 24 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 308 25 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 26 features feature VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 27 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 28 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 308 29 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 308 31 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 32 cor- cor- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 33 pus pus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 34 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 35 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 36 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 37 layers layer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 308 38 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 39 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 40 annotation.10 annotation.10 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 41 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 308 42 found find VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 308 43 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 44 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 45 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 46 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 308 47 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 48 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 308 49 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 308 50 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 308 51 deeper deep JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 308 52 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 53 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 308 54 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 55 especially especially RB work_pdhkjvfkbnb4ngi7bpbilobcq4 308 56 beneficial beneficial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 308 57 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 309 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 309 2 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 3 features feature VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 309 4 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 309 6 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 309 7 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 309 9 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 10 addi- addi- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 309 11 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 12 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 309 14 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 15 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 309 18 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 309 20 encode encode VB work_pdhkjvfkbnb4ngi7bpbilobcq4 309 21 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 309 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 309 23 shallow shallow JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 309 24 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 309 25 properties property NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 309 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 310 1 These these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 310 2 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 310 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 310 4 pre- pre- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 310 5 sented sente VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 310 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 310 7 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 310 8 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 310 9 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 310 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 311 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 311 2 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 311 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 311 4 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 311 5 3 3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 311 6 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 311 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 311 8 Ap- Ap- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 311 9 pendix pendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 311 10 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 311 11 A.19 A.19 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 311 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 312 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 312 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 312 3 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 4 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 312 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 8 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 312 9 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 10 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 312 11 further further JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 312 12 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 13 reveals reveal VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 312 14 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 15 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 312 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 312 17 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 312 18 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 312 19 train train VB work_pdhkjvfkbnb4ngi7bpbilobcq4 312 20 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 21 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 22 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 312 23 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 312 24 rich rich JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 312 25 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 312 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 313 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 313 2 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 3 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 4 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 313 5 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 313 7 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 313 8 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 9 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 313 10 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 313 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 313 12 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 313 13 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 14 those those DT work_pdhkjvfkbnb4ngi7bpbilobcq4 313 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 313 17 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 18 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 313 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 314 1 Syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 314 2 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 314 3 encode encode VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 314 4 properties property NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 314 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 314 7 subject subject NN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 8 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 314 10 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 314 12 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 314 13 presented present VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 314 15 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 314 16 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 314 17 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 314 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 315 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 2 2014b 2014b NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 315 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 315 4 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 5 7 7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 315 6 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 315 8 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 9 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 10 A.18 A.18 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 315 11 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 315 12 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 315 13 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 14 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 315 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 315 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 315 17 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 315 18 parser parser NN work_pdhkjvfkbnb4ngi7bpbilobcq4 315 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 20 Klein Klein NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 21 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 315 22 Manning Manning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 315 24 2003 2003 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 315 25 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 26 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 315 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 315 28 dependency dependency NN work_pdhkjvfkbnb4ngi7bpbilobcq4 315 29 converter converter NN work_pdhkjvfkbnb4ngi7bpbilobcq4 315 30 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 31 Marneffe Marneffe NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 32 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 33 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 34 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 315 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 315 36 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 315 37 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 315 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 316 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 316 2 11 11 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 316 3 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 316 4 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 316 5 adding add VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 316 6 rich rich JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 316 7 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 316 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 316 9 help- help- VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 316 10 ful ful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 316 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 317 1 Notably notably RB work_pdhkjvfkbnb4ngi7bpbilobcq4 317 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 317 3 adding add VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 317 4 deeper deep JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 317 5 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 6 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 7 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 317 9 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 10 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 11 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 12 useful useful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 317 14 although although IN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 15 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 16 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 317 17 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 18 likely likely JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 19 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 317 20 contain contain VB work_pdhkjvfkbnb4ngi7bpbilobcq4 317 21 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 317 22 noise.11 noise.11 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 23 Foster Foster NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 24 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 317 25 2007 2007 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 317 26 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 317 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 317 28 Lee Lee NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 317 30 Seneff Seneff NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 31 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 317 32 2008 2008 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 317 33 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 317 34 observe observe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 317 35 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 317 36 degrade degrade NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 37 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 38 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 39 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 40 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 41 parsers parser NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 317 42 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 43 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 44 grammat- grammat- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 45 ical ical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 46 noise noise NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 47 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 317 48 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 317 49 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 317 50 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 317 51 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 317 52 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 318 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 2 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 318 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 318 4 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 318 5 chose choose VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 318 6 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 318 7 add add VB work_pdhkjvfkbnb4ngi7bpbilobcq4 318 8 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 9 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 10 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 11 shallow shallow JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 12 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 13 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 14 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 318 15 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 16 likely likely JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 17 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 318 18 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 318 19 sufficient sufficient JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 20 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 21 arti- arti- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 318 22 cles cles NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 318 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 318 24 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 318 25 accurate accurate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 26 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 27 full full JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 318 28 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 318 29 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 318 30 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 318 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 319 1 Candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 2 Identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 319 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 6 open open JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 319 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 319 8 class class NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 9 10Feature 10Feature NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 319 10 engineering engineering NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 11 will will MD work_pdhkjvfkbnb4ngi7bpbilobcq4 319 12 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 319 13 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 319 14 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 319 15 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 319 16 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 319 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 18 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 319 19 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 319 20 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 21 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 319 22 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 319 23 linguistic linguistic VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 24 annotation annotation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 319 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 320 1 11Parse 11parse CD work_pdhkjvfkbnb4ngi7bpbilobcq4 320 2 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 320 3 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 320 4 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 320 5 been be VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 6 found find VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 7 useful useful JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 320 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 9 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 10 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 11 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 320 12 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 320 13 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 320 14 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 320 15 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 320 16 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 320 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 320 18 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 320 19 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 320 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 321 1 426 426 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 321 2 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 321 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 4 rarely rarely RB work_pdhkjvfkbnb4ngi7bpbilobcq4 321 5 discussed discuss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 6 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 321 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 8 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 321 9 crucial crucial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 10 step step NN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 11 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 321 12 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 14 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 321 15 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 16 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 321 17 identify identify VB work_pdhkjvfkbnb4ngi7bpbilobcq4 321 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 321 19 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 20 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 321 21 us- us- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 22 ing e VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 321 23 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 321 24 closed close VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 25 list list NN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 26 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 27 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 321 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 321 29 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 321 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 321 31 procedure procedure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 32 needs need VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 33 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 321 34 rely rely VB work_pdhkjvfkbnb4ngi7bpbilobcq4 321 35 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 36 pre pre JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 37 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 38 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 39 tools tool NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 321 40 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 321 41 whose whose WP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 42 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 43 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 44 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 321 45 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 321 46 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 321 47 suboptimal.12 suboptimal.12 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 48 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 49 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 50 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 321 51 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 322 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 322 2 2014b 2014b NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 322 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 322 4 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 322 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 323 1 5.1 5.1 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 323 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 323 3 describe describe VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 323 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 323 5 evaluate evaluate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 323 6 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 323 7 can- can- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 323 8 didate didate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 323 9 selection selection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 323 10 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 323 11 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 323 12 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 323 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 324 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 324 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 324 3 sys- sys- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 4 tem tem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 5 implements implement VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 6 their -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 7 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 8 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 9 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 324 10 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 11 pre pre VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 12 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 13 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 14 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 324 16 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 17 selecting select VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 324 18 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 19 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 20 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 21 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 22 as as RB work_pdhkjvfkbnb4ngi7bpbilobcq4 324 23 well well RB work_pdhkjvfkbnb4ngi7bpbilobcq4 324 24 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 25 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 26 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 27 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 28 NN NN NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 324 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 324 30 whose whose WP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 31 lemma lemma NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 32 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 33 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 34 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 324 35 list list NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 36 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 37 valid valid JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 324 38 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 324 39 lemmas lemma NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 324 40 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 324 41 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 324 42 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 325 1 4.3 4.3 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 325 2 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 325 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 326 1 Following follow VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 326 2 descriptions description NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 326 3 provided provide VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 326 4 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 326 5 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 326 6 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 326 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 326 8 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 326 9 evaluate evaluate VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 326 10 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 326 11 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 326 12 selection selection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 326 13 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 326 14 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 326 15 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 326 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 327 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 327 2 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 327 3 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 327 4 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 327 5 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 327 6 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 327 7 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 327 8 NN NN NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 327 9 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 327 10 NNS NNS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 327 11 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 327 12 head head VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 327 13 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 327 14 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 327 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 328 1 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 328 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 328 3 HIT hit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 328 4 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 5 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 328 6 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 7 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 328 8 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 328 9 obtained obtain VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 328 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 328 11 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 328 12 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 328 13 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 328 14 score score NN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 328 16 after after IN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 328 18 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 328 19 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 20 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 328 21 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 328 22 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 23 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 328 24 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 328 25 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 26 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 328 27 Web1T. Web1T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 329 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 329 2 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 329 3 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 329 4 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 329 5 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 329 6 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 329 7 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 329 8 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 329 9 NN NN NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 329 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 329 11 NNS NNS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 329 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 329 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 329 14 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 329 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 329 16 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 329 17 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 329 18 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 329 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 329 20 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 330 1 SZEG SZEG NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 330 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 330 3 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 330 4 Berend Berend NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 330 5 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 330 6 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 330 7 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 330 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 330 9 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 330 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 330 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 331 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 331 2 above above JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 331 3 procedures procedure NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 331 4 suffer suffer VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 331 5 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 331 6 pre pre JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 331 7 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 331 8 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 331 9 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 331 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 332 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 332 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 332 3 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 332 4 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 332 5 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 332 6 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 332 7 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 332 8 adding add VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 332 9 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 332 10 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 332 11 end end VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 332 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 332 13 common common JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 332 14 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 332 15 suffixes suffix NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 332 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 332 17 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 333 1 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 333 2 ment ment JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 333 3 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 333 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 333 5 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 333 6 ments ment NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 333 7 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 333 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 333 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 333 10 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 333 11 ist ist NN work_pdhkjvfkbnb4ngi7bpbilobcq4 333 12 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 333 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 334 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 334 2 percentage percentage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 4 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 334 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 334 6 selected select VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 7 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 8 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 334 9 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 10 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 334 11 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 334 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 334 14 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 15 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 16 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 334 17 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 18 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 334 20 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 21 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 334 22 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 23 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 24 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 334 25 12 12 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 334 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 335 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 335 3 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 4 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 335 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 6 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 335 7 result result NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 9 both both DT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 10 datasets dataset NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 335 11 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 335 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 13 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 335 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 335 15 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 335 16 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 335 17 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 18 score score NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 19 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 20 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 335 21 points point NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 335 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 335 23 recovers recover NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 335 24 43 43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 335 25 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 26 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 28 candi- candi- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 29 dates date NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 335 30 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 31 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 335 32 missed miss VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 33 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 34 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 335 35 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 335 36 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 335 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 336 1 On on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 2 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 336 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 336 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 336 5 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 6 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 8 able able JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 9 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 336 10 recover recover VB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 11 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 336 12 erroneous erroneous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 13 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 336 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 336 15 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 336 16 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 336 17 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 18 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 19 perform perform VB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 20 as as RB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 21 well well RB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 22 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 336 24 last last JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 25 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 26 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 336 27 possibly possibly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 336 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 336 29 due due IN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 30 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 31 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 336 32 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 33 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 336 34 noisy noisy JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 35 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 336 36 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 336 37 generates generate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 336 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 337 1 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 337 2 conclude conclude VB work_pdhkjvfkbnb4ngi7bpbilobcq4 337 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 337 4 pre pre JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 337 5 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 337 6 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 337 7 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 337 8 should should MD work_pdhkjvfkbnb4ngi7bpbilobcq4 337 9 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 337 10 taken take VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 337 11 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 337 12 consideration consideration NN work_pdhkjvfkbnb4ngi7bpbilobcq4 337 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 337 14 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 337 15 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 337 16 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 337 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 337 18 especially especially RB work_pdhkjvfkbnb4ngi7bpbilobcq4 337 19 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 337 20 open open JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 337 21 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 337 22 class class NN work_pdhkjvfkbnb4ngi7bpbilobcq4 337 23 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 337 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 338 1 Using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 338 2 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 3 Finiteness Finiteness NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 4 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 338 5 Correct correct VB work_pdhkjvfkbnb4ngi7bpbilobcq4 338 6 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 7 Errors Errors NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 8 As as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 9 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 10 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 11 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 12 4 4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 338 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 338 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 15 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 16 realizations realization NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 338 17 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 18 cor- cor- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 338 19 respond respond VB work_pdhkjvfkbnb4ngi7bpbilobcq4 338 20 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 22 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 23 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 338 24 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 25 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 26 subset subset NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 28 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 29 possible possible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 338 30 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 31 realizations realization NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 338 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 33 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 338 34 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 338 35 classi- classi- . work_pdhkjvfkbnb4ngi7bpbilobcq4 338 36 fier fier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 338 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 339 1 One one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 339 2 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 339 3 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 339 5 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 339 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 339 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 339 8 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 339 9 train train VB work_pdhkjvfkbnb4ngi7bpbilobcq4 339 10 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 339 11 clas- clas- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 339 12 sifier sifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 13 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 339 14 predict predict VB work_pdhkjvfkbnb4ngi7bpbilobcq4 339 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 339 16 correct correct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 339 17 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 18 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 19 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 339 21 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 339 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 340 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 340 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 340 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 340 4 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 340 5 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 340 6 realization realization NN work_pdhkjvfkbnb4ngi7bpbilobcq4 340 7 may may MD work_pdhkjvfkbnb4ngi7bpbilobcq4 340 8 corre- corre- VB work_pdhkjvfkbnb4ngi7bpbilobcq4 340 9 spond spond VB work_pdhkjvfkbnb4ngi7bpbilobcq4 340 10 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 340 11 multiple multiple JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 340 12 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 340 13 properties property NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 340 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 341 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 341 2 ob- ob- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 3 12Candidate 12Candidate NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 341 4 selection selection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 341 6 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 341 7 difficult difficult JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 341 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 9 closed closed JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 341 10 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 341 11 class class NN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 12 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 341 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 341 15 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 341 17 omissions omission NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 341 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 341 19 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 342 1 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 342 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 342 3 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 342 4 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 342 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 342 6 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 342 7 been be VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 342 8 studied study VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 342 9 rather rather RB work_pdhkjvfkbnb4ngi7bpbilobcq4 342 10 extensively extensively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 342 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 342 12 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 343 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 343 2 Han Han NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 3 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 4 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 5 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 343 7 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 343 8 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 343 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 343 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 343 11 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 12 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 13 no no DT work_pdhkjvfkbnb4ngi7bpbilobcq4 343 14 room room NN work_pdhkjvfkbnb4ngi7bpbilobcq4 343 15 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 343 16 elaborate elaborate VB work_pdhkjvfkbnb4ngi7bpbilobcq4 343 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 343 18 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 343 19 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 343 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 344 1 Candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 344 2 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 344 3 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 344 4 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 344 5 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 344 6 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 344 7 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 344 8 ident ident NN work_pdhkjvfkbnb4ngi7bpbilobcq4 344 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 345 1 method method NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 2 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 3 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 5 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 6 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 7 heads head NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 345 8 87.72 87.72 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 9 92.32 92.32 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 10 40.47 40.47 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 11 34.16 34.16 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 12 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 345 13 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 345 14 89.50 89.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 15 95.29 95.29 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 16 41.08 41.08 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 17 33.16 33.16 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 18 Nouns+heuristics Nouns+heuristics NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 345 19 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 345 20 92.84 92.84 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 21 94.86 94.86 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 22 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 23 34.40 34.40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 24 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 25 12 12 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 345 26 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 345 27 Nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 345 28 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 345 29 effect effect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 30 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 31 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 32 identification identification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 33 methods method NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 345 34 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 35 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 345 36 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 37 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 345 38 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 346 1 Models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 346 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 346 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 346 4 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 346 5 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 346 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 347 1 Error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 2 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 3 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 347 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 347 5 percentage percentage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 7 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 347 8 containing contain VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 347 9 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 10 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 347 11 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 347 12 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 347 13 selected select VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 14 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 347 15 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 347 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 348 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 348 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 348 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 348 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 348 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 348 8 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 9 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 348 10 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 11 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 12 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 348 13 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 348 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 349 1 Training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 2 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 3 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 349 5 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 349 6 One one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 7 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 8 16.43 16.43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 9 21.14 21.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 10 Finiteness Finiteness NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 349 11 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 349 12 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 13 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 349 15 I i NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 16 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 349 17 18.59 18.59 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 18 27.72 27.72 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 19 Finiteness Finiteness NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 349 20 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 349 21 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 22 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 23 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 349 24 II II NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 349 25 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 349 26 21.08 21.08 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 27 29.98 29.98 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 28 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 29 13 13 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 349 30 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 349 31 Improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 32 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 349 33 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 34 separate separate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 349 35 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 36 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 349 37 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 349 38 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 349 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 350 1 Models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 350 2 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 350 3 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 350 4 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 350 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 350 6 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 350 7 algorithm algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 350 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 351 1 servation servation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 351 2 motivates motivate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 351 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 351 4 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 351 5 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 351 6 corrects correct VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 351 7 agree- agree- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 8 ment ment NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 351 10 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 351 11 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 351 12 separately separately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 351 13 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 351 14 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 15 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 16 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 17 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 351 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 351 19 2014b 2014b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 351 20 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 351 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 352 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 352 2 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 352 4 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 5 notion notion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 7 verb verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 352 8 finite- finite- FW work_pdhkjvfkbnb4ngi7bpbilobcq4 352 9 ness ness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 10 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 352 11 Radford Radford NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 352 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 352 13 1988 1988 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 352 14 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 352 15 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 352 16 distinguishes distinguish VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 17 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 18 fi- fi- XX work_pdhkjvfkbnb4ngi7bpbilobcq4 352 19 nite nite JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 352 21 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 22 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 23 finite finite JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 24 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 352 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 352 26 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 352 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 28 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 352 29 fulfill fulfill NN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 30 differ- differ- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 31 ent ent NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 352 32 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 33 functions function NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 352 34 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 352 35 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 352 36 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 352 37 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 38 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 352 39 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 40 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 352 41 properties property NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 352 42 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 353 1 Verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 353 2 finiteness finiteness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 353 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 353 4 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 353 5 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 353 6 direct direct VB work_pdhkjvfkbnb4ngi7bpbilobcq4 353 7 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 353 8 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 353 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 353 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 353 11 appropriate appropriate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 353 12 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 353 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 354 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 2 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 5 agree- agree- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 6 ment ment JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 354 7 module module NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 8 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 9 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 10 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 11 take take VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 12 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 13 markers marker NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 14 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 354 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 16 finite finite NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 17 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 18 forms form NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 19 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 21 be be NN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 22 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 354 23 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 24 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 354 25 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 26 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 354 27 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 28 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 354 29 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 30 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 31 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 32 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 354 33 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 34 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 354 35 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 36 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 354 37 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 354 38 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 39 were be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 354 40 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 41 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 354 42 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 354 43 auxiliaries auxiliary NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 44 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 45 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 46 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 47 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 354 48 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 354 49 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 354 50 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 354 51 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 354 52 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 354 53 finite finite JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 354 54 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 55 tagged tag VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 354 56 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 57 VB VB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 58 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 354 59 VBZ VBZ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 60 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 61 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 354 62 ex- ex- VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 63 plicit plicit JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 354 64 subjects subject NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 354 65 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 354 66 identified identify VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 67 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 68 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 354 69 parser parser NN work_pdhkjvfkbnb4ngi7bpbilobcq4 354 70 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 354 71 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 355 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 355 2 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 355 3 candidates candidate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 355 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 355 5 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 6 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 7 finite finite JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 8 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 355 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 355 10 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 355 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 355 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 355 13 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 355 14 whose whose WP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 15 finiteness finiteness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 355 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 17 ambiguous ambiguous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 355 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 356 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 356 2 13 13 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 356 3 compares compare VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 356 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 356 5 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 356 6 approaches approach NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 356 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 356 8 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 356 9 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 356 10 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 356 11 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 356 12 handled handle VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 356 13 together together RB work_pdhkjvfkbnb4ngi7bpbilobcq4 356 14 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 356 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 356 16 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 356 17 verbs verb NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 356 18 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 356 19 pro- pro- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 356 20 cessed cesse VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 356 21 separately separately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 356 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 357 1 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 357 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 357 4 classifiers classifier NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 357 5 use use VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 357 6 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 7 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 357 9 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 357 10 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 357 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 357 13 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 357 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 357 16 4-word 4-word CD work_pdhkjvfkbnb4ngi7bpbilobcq4 357 17 window window NN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 18 around around IN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 357 20 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 357 21 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 358 1 Several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 358 2 subsets subset NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 358 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 4 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 358 5 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 358 6 were be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 358 7 tried try VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 8 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 358 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 358 10 single single JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 358 11 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 12 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 358 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 358 14 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 358 15 combination combination NN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 358 17 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 358 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 358 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 358 20 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 358 21 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 358 23 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 358 24 fea- fea- JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 358 25 tures ture NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 358 26 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 27 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 358 28 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 358 29 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 358 30 A.19 A.19 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 358 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 359 1 Finiteness- Finiteness- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 359 2 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 3 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 4 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 359 5 I i NN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 6 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 359 7 uses use VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 359 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 359 9 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 359 10 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 359 11 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 12 agree- agree- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 359 13 ment ment NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 359 14 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 359 15 form form VB work_pdhkjvfkbnb4ngi7bpbilobcq4 359 16 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 359 18 single single JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 359 19 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 359 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 360 1 When when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 360 2 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 360 3 separately separately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 360 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 360 5 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 360 6 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 360 7 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 360 8 explore explore VB work_pdhkjvfkbnb4ngi7bpbilobcq4 360 9 whether whether IN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 10 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 360 11 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 360 12 benefit benefit VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 360 13 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 14 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 360 15 fea- fea- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 360 16 tures ture NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 360 17 ; ; , work_pdhkjvfkbnb4ngi7bpbilobcq4 360 18 finiteness finiteness NN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 19 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 360 20 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 21 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 22 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 360 23 II II NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 360 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 360 25 optimizes optimize VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 360 26 fea- fea- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 360 27 tures ture NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 360 28 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 29 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 360 30 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 360 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 361 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 361 2 differences difference NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 361 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 361 5 fea- fea- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 361 6 ture ture NN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 7 sets set NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 361 8 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 361 9 minor minor JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 361 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 361 11 consist consist JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 361 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 13 removing remove VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 361 14 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 361 15 427 427 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 361 16 unigram unigram JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 361 17 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 18 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 361 19 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 361 20 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 361 21 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 22 tokens token NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 361 23 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 361 24 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 361 25 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 361 26 appear appear VB work_pdhkjvfkbnb4ngi7bpbilobcq4 361 27 immediately immediately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 361 28 next next RB work_pdhkjvfkbnb4ngi7bpbilobcq4 361 29 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 361 31 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 361 32 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 362 1 Recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 2 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 362 4 discussion discussion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 6 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 362 7 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 362 9 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 10 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 11 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 362 12 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 362 13 further further RB work_pdhkjvfkbnb4ngi7bpbilobcq4 362 14 improved improve VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 15 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 16 adding add VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 362 17 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 362 18 knowl- knowl- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 19 edge edge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 362 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 363 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 363 3 next next JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 363 4 section section NN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 363 6 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 363 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 363 8 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 9 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 10 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 363 11 even even RB work_pdhkjvfkbnb4ngi7bpbilobcq4 363 12 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 363 13 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 14 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 363 15 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 363 16 train train VB work_pdhkjvfkbnb4ngi7bpbilobcq4 363 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 18 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 363 19 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 363 20 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 21 agree- agree- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 363 22 ment ment JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 363 23 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 363 24 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 363 25 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 26 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 363 27 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 363 28 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 29 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 363 30 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 363 31 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 364 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 364 2 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 364 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 4 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 5 13 13 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 364 6 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 364 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 8 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 364 9 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 364 10 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 364 11 sim- sim- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 364 12 ilar ilar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 364 13 improvements improvement NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 364 14 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 364 15 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 16 separate separate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 364 17 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 18 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 364 19 ob- ob- XX work_pdhkjvfkbnb4ngi7bpbilobcq4 364 20 served serve VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 21 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 22 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 364 23 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 364 24 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 25 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 364 26 Web1T. Web1T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 365 1 Note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 365 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 4 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 365 5 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 6 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 365 7 corrects correct VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 365 8 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 9 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 365 10 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 365 11 us- us- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 365 12 ing e VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 365 13 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 14 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 15 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 16 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 17 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 365 18 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 19 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 365 20 handles handle VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 365 21 all all PDT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 22 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 23 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 365 24 together together RB work_pdhkjvfkbnb4ngi7bpbilobcq4 365 25 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 365 26 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 365 27 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 365 28 module module NN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 29 scored score VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 365 30 8 8 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 365 31 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 32 points point NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 365 33 below below IN work_pdhkjvfkbnb4ngi7bpbilobcq4 365 34 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 365 35 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 365 36 one one CD work_pdhkjvfkbnb4ngi7bpbilobcq4 365 37 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 366 1 While while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 2 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 366 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 366 4 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 366 5 differ- differ- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 366 6 ences ence NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 366 7 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 366 9 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 366 10 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 366 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 366 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 366 13 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 366 14 suggest suggest VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 366 15 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 16 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 17 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 366 19 improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 20 within within IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 366 22 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 366 23 sys- sys- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 24 tem tem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 25 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 366 26 indeed indeed RB work_pdhkjvfkbnb4ngi7bpbilobcq4 366 27 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 366 28 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 366 29 handling handle VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 366 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 366 31 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 366 32 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 366 33 sepa- sepa- VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 366 34 rately rately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 366 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 367 1 5.4 5.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 367 2 Dim Dim NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 367 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 368 1 4 4 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 368 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 368 3 Training Training NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 368 4 Data Data NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 368 5 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 368 6 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 368 7 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 368 8 large large JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 368 9 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 10 produced produce VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 11 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 12 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 368 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 368 15 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 368 16 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 17 background background NN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 18 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 368 20 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 368 21 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 368 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 369 1 Because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 3 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 369 4 large large JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 369 5 size size NN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 369 7 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 9 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 369 10 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 11 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 369 12 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 369 13 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 369 14 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 369 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 370 1 Indeed indeed RB work_pdhkjvfkbnb4ngi7bpbilobcq4 370 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 370 3 many many JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 370 4 teams team NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 370 5 follow follow VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 370 6 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 370 7 approach approach NN work_pdhkjvfkbnb4ngi7bpbilobcq4 370 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 371 1 On on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 3 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 4 hand hand NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 371 6 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 7 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 8 issue issue NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 9 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 11 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 371 12 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 15 difference difference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 16 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 18 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 19 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 371 20 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 21 sets set NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 371 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 371 23 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 24 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 25 impact impact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 26 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 28 selection selection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 29 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 31 train- train- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 32 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 371 33 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 34 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 371 35 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 371 36 large large JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 37 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 371 38 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 39 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 40 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 371 41 coverage coverage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 42 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 371 43 allows allow VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 371 44 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 45 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 371 46 generalization generalization NN work_pdhkjvfkbnb4ngi7bpbilobcq4 371 47 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 372 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 372 2 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 372 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 372 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 372 5 some some DT work_pdhkjvfkbnb4ngi7bpbilobcq4 372 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 372 7 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 372 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 372 9 especially especially RB work_pdhkjvfkbnb4ngi7bpbilobcq4 372 10 advantageous advantageous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 372 11 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 372 12 train train VB work_pdhkjvfkbnb4ngi7bpbilobcq4 372 13 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 372 14 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 372 15 larger large JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 372 16 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 372 17 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 372 18 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 372 19 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 372 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 373 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 2 should should MD work_pdhkjvfkbnb4ngi7bpbilobcq4 373 3 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 373 4 noted note VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 5 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 6 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 7 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 8 refer refer VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 373 11 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 12 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 13 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 14 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 15 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 373 16 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 373 17 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 373 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 373 19 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 20 certainly certainly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 373 21 contains contain VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 373 22 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 373 23 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 24 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 25 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 373 26 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 373 27 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 28 assume assume VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 373 29 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 373 31 noise noise NN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 32 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 373 33 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 373 34 neglected neglect VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 373 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 374 1 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 2 14 14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 374 3 compares compare VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 374 4 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 374 5 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 6 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 7 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 374 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 374 9 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 10 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 374 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 12 their -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 374 13 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 374 14 configurations configuration NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 374 15 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 16 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 374 18 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 374 19 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 374 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 375 1 Overall overall RB work_pdhkjvfkbnb4ngi7bpbilobcq4 375 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 375 3 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 375 4 find find VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 375 5 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 375 6 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 375 7 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 375 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 375 9 clearly clearly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 375 10 preferable preferable JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 375 11 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 375 12 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 375 13 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 375 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 376 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 376 2 attribute attribute VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 376 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 376 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 376 6 observation observation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 7 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 8 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 376 9 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 10 usage usage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 11 strongly strongly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 376 12 depends depend VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 376 13 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 376 15 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 16 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 17 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 376 19 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 376 21 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 376 22 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 376 23 just just RB work_pdhkjvfkbnb4ngi7bpbilobcq4 376 24 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 376 25 contextual contextual JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 376 26 cues cue NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 376 27 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 376 28 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 376 29 structure structure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 376 30 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 377 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 2 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 377 4 certain certain JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 377 5 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 377 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 7 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 377 8 tend tend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 377 9 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 377 10 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 377 11 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 12 exclusively exclusively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 377 13 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 14 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 377 15 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 377 16 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 377 17 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 377 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 378 1 Thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 378 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 378 3 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 4 siderably siderably RB work_pdhkjvfkbnb4ngi7bpbilobcq4 378 5 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 378 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 378 7 compared compare VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 8 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 9 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 378 10 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 11 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 378 12 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 378 13 required require VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 14 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 378 15 learn learn VB work_pdhkjvfkbnb4ngi7bpbilobcq4 378 16 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 378 17 parameters parameter NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 378 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 379 1 On on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 2 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 379 4 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 379 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 379 7 native native NN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 379 9 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 10 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 379 11 perform perform VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 379 12 slightly slightly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 379 13 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 379 14 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 15 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 379 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 379 17 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 18 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 19 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 379 20 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 21 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 379 22 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 379 23 better well JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 379 24 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 379 25 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 379 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 380 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 380 2 con- con- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 380 3 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 380 4 Train Train NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 380 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 381 1 Learning Learning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 381 2 Features Features NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 381 3 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 381 4 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 381 5 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 381 6 CoNLL CoNLL '' work_pdhkjvfkbnb4ngi7bpbilobcq4 381 7 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 381 8 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 381 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 382 1 Native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 382 2 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 382 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 382 4 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 382 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 383 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 383 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 383 3 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 383 4 34.49 34.49 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 383 5 31.76 31.76 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 383 6 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 383 7 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 383 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 383 9 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 383 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 384 1 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 384 2 + + CC work_pdhkjvfkbnb4ngi7bpbilobcq4 384 3 POS+chunk pos+chunk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 384 4 33.50 33.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 384 5 35.66 35.66 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 384 6 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 384 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 385 1 Native Native NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 385 2 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 385 3 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 385 4 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 385 5 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 385 6 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 385 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 386 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 386 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 386 3 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 386 4 12.09 12.09 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 386 5 32.22 32.22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 386 6 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 386 7 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 386 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 386 9 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 386 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 387 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 387 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 387 3 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 387 4 10.26 10.26 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 387 5 33.93 33.93 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 387 6 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 7 Native Native NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 8 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 9 * * NFP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 10 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 387 11 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 387 12 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 387 13 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 387 14 32.38 32.38 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 387 15 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 16 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 17 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 387 18 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 387 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 388 1 + + CC work_pdhkjvfkbnb4ngi7bpbilobcq4 388 2 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 388 3 19.22 19.22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 388 4 17.28 17.28 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 388 5 Agr agr NN work_pdhkjvfkbnb4ngi7bpbilobcq4 388 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 389 1 Native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 389 2 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 389 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 389 4 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 389 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 390 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 390 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 390 3 gram gram NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 390 4 23.46 23.46 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 390 5 38.57 38.57 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 390 6 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 390 7 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 390 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 390 9 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 390 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 391 1 + + CC work_pdhkjvfkbnb4ngi7bpbilobcq4 391 2 POS+syntax pos+syntax XX work_pdhkjvfkbnb4ngi7bpbilobcq4 391 3 27.93 27.93 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 391 4 41.23 41.23 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 391 5 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 391 6 Native Native NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 391 7 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 391 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 391 9 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 391 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 392 1 n n LS work_pdhkjvfkbnb4ngi7bpbilobcq4 392 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 392 3 gram gram NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 392 4 18.35 18.35 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 392 5 16.67 16.67 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 392 6 Learner Learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 392 7 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 392 8 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 392 9 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 392 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 393 1 + + CC work_pdhkjvfkbnb4ngi7bpbilobcq4 393 2 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 393 3 12.32 12.32 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 393 4 12.02 12.02 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 393 5 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 393 6 14 14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 393 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 393 8 Choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 393 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 393 10 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 393 11 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 393 12 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 393 13 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 393 14 vs. vs. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 393 15 native native NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 393 16 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 393 17 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 393 18 T T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 393 19 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 393 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 394 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 394 2 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 394 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 394 4 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 394 5 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 394 6 chosen choose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 394 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 394 8 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 394 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 394 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 394 11 NB- NB- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 394 12 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 394 13 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 394 14 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 394 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 395 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 395 2 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 395 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 395 4 part part NN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 395 7 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 395 8 submis- submis- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 9 sion sion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 10 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 395 11 marked mark VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 12 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 13 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 395 14 asterisk asterisk NN work_pdhkjvfkbnb4ngi7bpbilobcq4 395 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 396 1 jecture jecture NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 396 2 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 396 4 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 396 5 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 6 set set NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 396 8 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 396 9 similar similar JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 396 10 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 396 12 respective respective JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 396 13 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 14 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 396 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 396 16 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 396 17 provides provide VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 396 18 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 396 19 advan- advan- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 20 tage tage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 21 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 22 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 23 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 396 24 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 396 25 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 396 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 397 1 On on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 2 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 397 3 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 397 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 397 6 native native NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 397 7 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 397 8 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 9 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 397 10 perform perform VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 397 11 better well RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 397 12 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 13 those those DT work_pdhkjvfkbnb4ngi7bpbilobcq4 397 14 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 16 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 397 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 397 19 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 397 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 397 21 same same JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 397 22 n n JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 397 23 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 397 24 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 25 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 397 26 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 397 27 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 397 28 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 398 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 398 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 398 3 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 398 4 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 398 5 add add VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 398 6 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 398 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 398 8 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 398 9 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 398 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 398 11 train- train- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 398 12 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 398 13 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 398 14 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 398 15 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 398 16 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 398 17 advantageous advantageous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 398 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 399 1 Finally finally RB work_pdhkjvfkbnb4ngi7bpbilobcq4 399 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 399 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 4 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 5 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 6 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 399 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 399 8 there there EX work_pdhkjvfkbnb4ngi7bpbilobcq4 399 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 10 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 399 11 advantage advantage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 12 when when WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 399 13 training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 399 14 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 15 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 399 16 lot lot NN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 17 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 18 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 19 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 399 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 399 21 although although IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 399 23 difference difference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 24 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 25 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 399 26 as as RB work_pdhkjvfkbnb4ngi7bpbilobcq4 399 27 substantial substantial JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 28 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 29 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 399 30 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 399 31 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 399 32 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 400 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 400 2 suggests suggest VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 400 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 4 unlike unlike IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 5 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 6 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 400 7 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 400 8 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 400 9 better well RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 400 10 addressed address VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 11 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 400 12 syntax syntax NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 400 14 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 15 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 400 16 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 400 17 similarly similarly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 400 18 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 19 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 400 20 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 400 21 benefit benefit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 400 22 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 23 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 24 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 25 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 400 26 lot lot NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 27 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 28 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 400 29 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 30 n n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 31 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 400 32 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 400 33 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 400 34 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 401 1 To to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 401 2 summarize summarize VB work_pdhkjvfkbnb4ngi7bpbilobcq4 401 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 401 4 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 401 7 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 8 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 401 9 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 401 10 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 401 11 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 401 12 consideration consideration NN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 13 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 14 building build VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 401 15 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 401 16 robust robust JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 401 17 sys- sys- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 18 tem tem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 401 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 402 1 Researchers researcher NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 2 compared compare VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 3 native- native- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 402 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 402 5 learner- learner- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 402 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 7 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 9 prepositions preposition NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 10 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 402 11 Han Han NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 12 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 13 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 14 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 402 16 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 17 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 402 18 Cahill Cahill NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 19 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 20 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 21 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 402 23 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 24 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 402 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 402 26 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 28 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 29 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 30 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 31 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 32 addresses address VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 402 33 five five CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 34 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 35 types type NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 36 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 402 37 showing show VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 402 38 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 39 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 40 be- be- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 402 41 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 42 differently differently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 402 43 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 402 44 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 402 45 evaluates evaluate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 402 46 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 47 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 48 corpora.13 corpora.13 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 49 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 50 Discussion Discussion NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 51 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 52 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 53 15 15 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 402 54 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 402 55 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 56 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 57 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 58 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 59 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 60 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 61 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 62 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 402 63 where where WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 402 64 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 65 best good JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 66 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 67 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 402 68 selected select VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 69 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 70 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 71 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 72 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 73 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 74 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 402 75 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 402 76 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 402 77 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 403 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 403 2 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 403 3 show show VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 403 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 403 5 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 403 6 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 403 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 403 8 without without IN work_pdhkjvfkbnb4ngi7bpbilobcq4 403 9 post post NN work_pdhkjvfkbnb4ngi7bpbilobcq4 403 10 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 403 11 processing processing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 403 12 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 403 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 404 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 2 fol- fol- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 3 lowing low VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 404 4 changes change NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 404 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 6 made make VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 7 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 8 respect respect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 11 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 12 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 13 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 404 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 15 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 16 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 17 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 404 18 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 19 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 20 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 21 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 404 23 enhanced enhance VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 24 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 404 25 handle handle VB work_pdhkjvfkbnb4ngi7bpbilobcq4 404 26 spurious spurious JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 404 27 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 28 er- er- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 29 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 404 30 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 404 31 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 404 32 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 33 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 34 result result NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 35 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 36 7.10 7.10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 404 37 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 38 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 404 39 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 404 40 13For 13for CD work_pdhkjvfkbnb4ngi7bpbilobcq4 404 41 studies study NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 404 42 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 404 43 directly directly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 404 44 combine combine VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 45 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 404 46 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 404 47 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 48 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 404 49 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 50 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 404 51 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 404 52 see see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 404 53 Gamon Gamon NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 54 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 404 55 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 404 56 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 404 57 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 404 58 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 59 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 404 60 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 404 61 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 404 62 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 404 63 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 404 64 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 405 1 428 428 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 405 2 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 3 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 4 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 405 5 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 405 6 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 405 7 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 8 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 9 Model Model NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 10 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 11 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 405 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 406 1 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 406 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 406 3 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 406 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 407 1 33.50 33.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 407 2 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 407 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 407 4 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 407 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 408 1 33.50 33.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 408 2 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 408 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 409 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 409 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 409 3 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 409 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 410 1 07.10 07.10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 410 2 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 410 3 12.09 12.09 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 410 4 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 410 5 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 410 6 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 410 7 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 410 8 42.60 42.60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 410 9 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 410 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 411 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 411 2 26.14 26.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 411 3 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 411 4 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 411 5 infl infl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 411 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 412 1 27.93 27.93 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 412 2 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 412 3 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 412 4 14.50 14.50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 412 5 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 412 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 412 7 adapt adapt NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 412 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 413 1 18.35 18.35 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 413 2 All all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 413 3 31.43 31.43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 413 4 31.75 31.75 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 413 5 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 413 6 15 15 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 413 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 413 8 Results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 413 9 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 413 10 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 413 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 413 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 413 13 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 413 14 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 413 15 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 413 16 with- with- EX work_pdhkjvfkbnb4ngi7bpbilobcq4 413 17 out out RB work_pdhkjvfkbnb4ngi7bpbilobcq4 413 18 post post JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 413 19 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 413 20 processing processing JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 413 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 413 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 413 23 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 413 24 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 413 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 414 1 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 414 3 LM LM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 4 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 414 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 6 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 414 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 414 8 Web1 Web1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 9 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 414 10 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 414 11 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 12 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 414 13 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 14 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 414 15 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 414 16 NUCLE NUCLE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 414 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 415 1 Modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 415 2 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 415 3 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 415 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 415 5 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 415 6 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 415 7 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 415 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 415 9 bold bold JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 415 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 416 1 different different JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 416 2 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 416 4 12.14 12.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 416 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 6 Table Table NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 416 7 8) 8) CD work_pdhkjvfkbnb4ngi7bpbilobcq4 416 8 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 416 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 416 10 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 11 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 12 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 416 13 trained train VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 14 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 416 16 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 17 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 416 18 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 416 19 AP AP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 416 20 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 21 rich rich JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 416 22 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 416 23 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 416 24 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 25 inflation inflation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 26 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 416 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 416 28 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 29 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 30 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 416 31 adapted adapt VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 32 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 33 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 34 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 416 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 416 36 whereas whereas IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 37 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 416 38 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 416 39 submission submission NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 40 trains train VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 416 41 NB NB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 416 42 without without IN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 43 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 416 44 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 417 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 417 2 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 3 improvements improvement NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 417 4 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 417 5 observed observe VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 417 6 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 417 7 respect respect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 417 8 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 417 9 least least JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 417 10 fre- fre- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 11 quent quent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 12 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 417 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 417 14 so so CC work_pdhkjvfkbnb4ngi7bpbilobcq4 417 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 417 16 overall overall JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 17 improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 417 18 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 19 small small JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 417 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 418 1 Importantly importantly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 418 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 418 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 418 4 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 418 5 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 6 already already RB work_pdhkjvfkbnb4ngi7bpbilobcq4 418 7 takes take VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 418 8 into into IN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 9 account account NN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 418 11 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 418 12 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 418 13 analyzed analyze VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 15 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 418 16 paper paper NN work_pdhkjvfkbnb4ngi7bpbilobcq4 418 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 419 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 419 2 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 419 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 419 4 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 419 5 were be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 419 6 compared compare VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 419 7 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 419 8 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 419 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 420 1 Practical practical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 420 2 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 420 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 420 4 however however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 420 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 420 6 should should MD work_pdhkjvfkbnb4ngi7bpbilobcq4 420 7 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 420 8 tuned tune VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 10 good good JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 420 11 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 12 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 420 13 guarantee guarantee VB work_pdhkjvfkbnb4ngi7bpbilobcq4 420 14 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 420 16 overall overall JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 420 17 qual- qual- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 420 18 ity ity NN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 19 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 420 21 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 420 22 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 420 23 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 420 24 go go VB work_pdhkjvfkbnb4ngi7bpbilobcq4 420 25 down down RP work_pdhkjvfkbnb4ngi7bpbilobcq4 420 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 421 1 Clearly clearly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 421 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 421 3 optimiz- optimiz- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 421 4 ing ing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 6 F1 F1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 421 7 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 421 8 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 421 9 ensure ensure VB work_pdhkjvfkbnb4ngi7bpbilobcq4 421 10 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 421 12 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 13 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 421 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 421 15 quality quality NN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 421 18 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 421 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 421 20 see see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 421 21 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 421 22 B B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 421 23 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 421 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 422 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 422 2 differ- differ- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 422 3 ent ent NN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 4 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 5 metric metric NN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 6 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 422 9 accuracy accuracy NN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 422 12 data data NN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 13 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 422 14 proposed propose VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 422 16 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 422 17 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 422 18 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 422 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 422 20 2010b 2010b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 422 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 422 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 423 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 423 2 further further JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 423 3 discussion discussion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 423 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 423 5 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 423 6 metrics metric NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 423 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 423 8 see see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 423 9 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 423 10 Wagner Wagner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 423 11 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 423 12 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 423 13 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 423 14 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 423 15 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 423 16 et et FW work_pdhkjvfkbnb4ngi7bpbilobcq4 423 17 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 423 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 424 1 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 424 2 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 424 3 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 424 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 425 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 3 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 425 4 worth worth JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 5 noting note VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 425 6 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 425 8 obtained obtain VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 9 results result NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 425 10 underestimate underestimate VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 425 12 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 13 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 425 15 agree- agree- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 16 ment ment JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 17 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 18 what what WP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 19 constitutes constitute VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 20 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 425 21 mistake mistake NN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 22 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 425 23 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 425 24 quite quite RB work_pdhkjvfkbnb4ngi7bpbilobcq4 425 25 low low JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 26 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 425 27 Madnani Madnani NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 28 et et NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 29 al al NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 30 . . NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 425 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 425 32 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 425 33 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 425 34 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 425 35 so so RB work_pdhkjvfkbnb4ngi7bpbilobcq4 425 36 providing provide VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 425 37 alternative alternative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 38 cor- cor- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 425 39 rections rection NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 425 40 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 41 important important JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 425 42 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 426 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 426 2 revised revised JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 426 3 annotations annotation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 426 4 ad- ad- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 426 5 dress dress VB work_pdhkjvfkbnb4ngi7bpbilobcq4 426 6 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 426 7 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 426 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 427 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 427 2 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 427 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 4 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 427 5 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 427 6 F1 f1 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 7 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 8 31.20 31.20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 427 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 10 42.14 42.14 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 427 11 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 12 revised revise VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 427 13 annotations annotation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 427 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 428 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 428 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 428 3 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 428 4 numbers number NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 428 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 428 6 still still RB work_pdhkjvfkbnb4ngi7bpbilobcq4 428 7 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 428 8 underestimation underestimation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 428 9 because because IN work_pdhkjvfkbnb4ngi7bpbilobcq4 428 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 428 11 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 428 12 typically typically RB work_pdhkjvfkbnb4ngi7bpbilobcq4 428 13 eliminates eliminate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 428 14 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 428 15 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 428 16 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 428 17 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 428 18 recall recall VB work_pdhkjvfkbnb4ngi7bpbilobcq4 428 19 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 428 20 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 429 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 429 3 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 429 4 specific specific JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 429 5 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 6 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 429 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 429 8 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 10 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 13 false false JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 429 14 positives positive NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 429 15 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 16 CLC CLC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 429 17 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 18 includes include VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 429 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 20 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 429 21 showed show VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 22 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 429 23 increase increase NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 24 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 25 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 26 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 27 33 33 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 28 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 29 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 429 30 85 85 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 31 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 32 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 429 33 33 33 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 34 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 35 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 36 75 75 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 37 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 38 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 39 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 40 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 429 41 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 429 42 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 429 43 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 429 44 Gamon Gamon NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 429 45 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 429 46 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 429 47 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 429 48 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 430 1 An an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 430 2 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 3 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 430 6 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 7 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 430 8 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 430 9 al- al- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 430 10 lows low VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 430 11 us -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 430 12 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 430 13 determine determine VB work_pdhkjvfkbnb4ngi7bpbilobcq4 430 14 prominent prominent JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 430 15 groups group NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 430 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 17 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 18 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 430 19 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 430 20 identify identify VB work_pdhkjvfkbnb4ngi7bpbilobcq4 430 21 areas area NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 430 22 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 23 potential potential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 430 24 improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 430 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 430 26 which which WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 430 27 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 430 28 outline outline VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 430 29 below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 430 30 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 431 1 Cascading Cascading NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 2 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 3 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 431 5 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 7 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 8 below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 431 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 11 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 12 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 13 incorrectly incorrectly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 14 changes change VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 15 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 431 16 need need VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 17 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 431 18 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 431 19 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 431 20 needs need NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 21 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 431 22 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 23 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 24 considers consider VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 25 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 431 26 victim victim NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 27 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 431 28 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 431 29 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 31 subject subject NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 32 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 33 that that DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 34 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 35 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 431 36 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 431 37 Also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 38 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 431 39 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 40 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 41 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 42 kid- kid- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 43 nappers napper NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 44 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 431 45 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 46 victim victim NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 47 needs need VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 48 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 431 49 be be VB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 50 tracked track VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 51 down down RP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 52 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 431 53 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 431 54 also also RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 55 jailbreakers jailbreaker NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 56 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 431 57 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 431 58 Errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 59 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 60 interacting interact VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 431 61 linguis- linguis- . work_pdhkjvfkbnb4ngi7bpbilobcq4 431 62 tic tic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 63 structures structure NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 64 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 431 65 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 66 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 431 67 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 68 considers consider VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 69 every every DT work_pdhkjvfkbnb4ngi7bpbilobcq4 431 70 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 71 independently independently RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 72 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 431 73 thus thus RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 74 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 431 75 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 76 handle handle VB work_pdhkjvfkbnb4ngi7bpbilobcq4 431 77 interact- interact- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 431 78 ing ing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 431 79 phenomena phenomenon NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 431 80 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 432 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 3 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 4 below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 432 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 432 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 7 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 432 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 10 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 11 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 12 classifiers classifier NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 13 propose propose VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 432 14 corrections correction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 15 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 16 result result VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 432 17 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 18 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 19 ungrammatical ungrammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 20 structure structure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 21 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 432 22 such such PDT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 23 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 24 sit- sit- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 25 uations uation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 26 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 432 27 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 432 28 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 432 29 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 30 such such JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 31 situation situation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 32 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 432 33 individuals individual NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 34 will will MD work_pdhkjvfkbnb4ngi7bpbilobcq4 432 35 lose lose VB work_pdhkjvfkbnb4ngi7bpbilobcq4 432 36 their -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 37 basic basic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 38 privacy privacy NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 39 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 432 40 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 432 41 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 42 problem problem NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 43 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 44 addressed address VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 45 via via IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 46 global global JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 47 models model NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 48 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 432 49 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 432 50 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 432 51 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 432 52 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 432 53 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 432 54 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 432 55 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 432 56 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 432 57 sults sult NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 432 58 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 59 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 60 improvement improvement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 61 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 62 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 432 63 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 432 64 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 432 65 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 433 1 Er- Er- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 433 2 rors ror NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 433 3 due due JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 433 4 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 5 limited limit VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 6 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 7 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 433 8 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 433 9 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 433 10 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 11 does do VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 433 12 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 433 13 consider consider VB work_pdhkjvfkbnb4ngi7bpbilobcq4 433 14 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 15 beyond beyond IN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 16 sentence sentence NN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 17 level level NN work_pdhkjvfkbnb4ngi7bpbilobcq4 433 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 434 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 2 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 3 example example NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 4 below below RB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 434 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 8 incorrectly incorrectly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 9 proposes propose VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 10 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 434 11 delete delete VB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 12 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 434 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 14 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 434 15 but but CC work_pdhkjvfkbnb4ngi7bpbilobcq4 434 16 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 17 wider wide JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 434 18 context context NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 19 indicates indicate VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 20 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 22 definite definite JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 23 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 24 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 25 more more RBR work_pdhkjvfkbnb4ngi7bpbilobcq4 434 26 appropriate appropriate JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 27 here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 28 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 434 29 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 434 30 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 31 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 32 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 434 33 admit admit VB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 34 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 35 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 36 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 434 37 prevent prevent VB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 38 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 39 abuse abuse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 40 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 434 41 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 42 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 434 43 use use VB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 44 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 45 reasonably reasonably RB work_pdhkjvfkbnb4ngi7bpbilobcq4 434 46 depend depend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 47 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 48 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 49 sound sound JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 50 legal legal JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 51 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 52 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 434 53 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 434 54 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 55 means mean VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 56 surveillance surveillance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 57 has have VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 58 its -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 59 own own JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 60 restriction restriction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 61 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 434 62 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 434 63 7 7 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 434 64 Conclusion Conclusion NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 65 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 434 66 identified identify VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 434 67 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 434 68 design design NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 69 principles principle NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 434 70 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 71 developing develop VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 434 72 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 73 state state NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 74 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 434 75 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 76 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 434 77 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 434 78 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 434 79 art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 80 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 81 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 82 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 434 83 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 435 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 435 2 did do VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 435 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 435 4 through through IN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 5 analysis analysis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 435 8 top top JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 435 9 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 10 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 435 12 CoNLL- conll- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 13 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 435 14 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 435 15 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 16 along along IN work_pdhkjvfkbnb4ngi7bpbilobcq4 435 17 several several JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 435 18 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 435 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 436 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 2 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 436 3 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 436 4 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 5 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 436 6 identified identify VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 436 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 436 8 analyzed analyze VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 436 9 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 10 cern cern NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 12 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 14 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 15 learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 436 16 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 436 18 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 19 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 20 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 436 21 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 436 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 436 23 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 436 24 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 436 26 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 436 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 28 choice choice NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 29 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 30 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 436 31 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 436 32 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 436 33 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 437 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 437 2 showed show VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 437 3 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 5 de- de- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 6 cisions cision VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 437 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 8 each each DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 9 case case NN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 10 depend depend VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 437 11 both both DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 12 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 14 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 15 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 16 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 17 mistake mistake NN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 18 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 437 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 437 20 specific specific JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 437 21 setting setting NN work_pdhkjvfkbnb4ngi7bpbilobcq4 437 22 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 437 23 e.g. e.g. RB work_pdhkjvfkbnb4ngi7bpbilobcq4 438 1 how how WRB work_pdhkjvfkbnb4ngi7bpbilobcq4 438 2 much much JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 438 3 an- an- CC work_pdhkjvfkbnb4ngi7bpbilobcq4 438 4 notated notate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 438 5 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 438 6 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 438 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 438 8 available available JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 438 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 439 1 Furthermore furthermore RB work_pdhkjvfkbnb4ngi7bpbilobcq4 439 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 439 3 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 439 4 provided provide VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 439 5 points point NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 439 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 439 7 comparison comparison NN work_pdhkjvfkbnb4ngi7bpbilobcq4 439 8 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 439 9 other other JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 439 10 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 439 11 along along IN work_pdhkjvfkbnb4ngi7bpbilobcq4 439 12 these these DT work_pdhkjvfkbnb4ngi7bpbilobcq4 439 13 four four CD work_pdhkjvfkbnb4ngi7bpbilobcq4 439 14 dimensions dimension NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 439 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 440 1 Acknowledgments acknowledgment NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 440 2 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 440 3 thank thank VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 440 4 Peter Peter NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 440 5 Chew Chew NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 440 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 440 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 440 8 anonymous anonymous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 440 9 reviewers reviewer NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 440 10 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 440 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 440 12 feedback feedback NN work_pdhkjvfkbnb4ngi7bpbilobcq4 440 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 441 1 Most Most JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 441 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 3 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 441 4 work work NN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 5 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 441 6 done do VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 7 while while IN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 8 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 441 9 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 441 10 author author NN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 11 was be VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 441 12 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 441 14 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 441 15 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 441 16 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 441 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 442 1 This this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 442 2 material material NN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 442 4 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 6 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 442 7 search search NN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 8 sponsored sponsor VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 9 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 10 DARPA DARPA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 11 under under IN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 12 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 13 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 14 FA8750- FA8750- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 15 13 13 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 442 16 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 442 17 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 442 18 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 442 19 0008 0008 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 442 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 442 21 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 22 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 442 23 Army Army NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 24 Research Research NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 25 Laboratory Laboratory NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 26 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 442 27 ARL ARL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 28 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 442 29 under under IN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 30 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 442 31 W911NF-09 W911NF-09 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 442 32 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 442 33 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 442 34 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 442 35 0053 0053 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 442 36 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 443 1 Any any DT work_pdhkjvfkbnb4ngi7bpbilobcq4 443 2 opinions opinion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 443 4 findings finding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 443 6 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 443 7 clusions clusion NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 8 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 443 9 recommendations recommendation NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 10 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 443 11 those those DT work_pdhkjvfkbnb4ngi7bpbilobcq4 443 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 443 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 443 14 authors author NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 15 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 443 16 do do VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 443 17 not not RB work_pdhkjvfkbnb4ngi7bpbilobcq4 443 18 necessarily necessarily RB work_pdhkjvfkbnb4ngi7bpbilobcq4 443 19 reflect reflect VB work_pdhkjvfkbnb4ngi7bpbilobcq4 443 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 443 21 view view NN work_pdhkjvfkbnb4ngi7bpbilobcq4 443 22 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 443 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 443 24 agencies agency NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 443 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 444 1 429 429 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 444 2 References References NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 444 3 G. G. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 4 Berend Berend NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 5 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 444 6 V. V. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 7 Vincze Vincze NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 444 9 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 10 Zarrieß Zarrieß NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 444 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 444 13 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 14 Farkas Farkas NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 444 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 445 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 445 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 446 1 Lfg lfg NN work_pdhkjvfkbnb4ngi7bpbilobcq4 446 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 446 3 based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 446 4 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 446 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 446 6 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 446 7 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 446 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 446 9 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 446 10 gram- gram- VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 446 11 matical matical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 446 12 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 446 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 447 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 447 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 447 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 447 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 447 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 447 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 447 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 447 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 448 1 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 448 2 Brants Brants NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 448 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 448 4 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 448 5 Franz Franz NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 448 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 449 1 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 449 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 450 1 Web web NN work_pdhkjvfkbnb4ngi7bpbilobcq4 450 2 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 450 3 T t NN work_pdhkjvfkbnb4ngi7bpbilobcq4 450 4 5-gram 5-gram CD work_pdhkjvfkbnb4ngi7bpbilobcq4 450 5 Version version NN work_pdhkjvfkbnb4ngi7bpbilobcq4 450 6 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 450 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 451 1 Linguistic Linguistic NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 451 2 Data Data NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 451 3 Consortium Consortium NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 451 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 452 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 2 Cahill Cahill NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 452 4 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 5 Madnani Madnani NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 452 7 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 8 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 452 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 452 11 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 12 Napolitano Napolitano NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 452 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 453 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 453 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 454 1 Robust robust JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 454 2 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 454 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 454 4 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 454 5 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 454 6 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 454 7 using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 454 8 wikipedia wikipedia NN work_pdhkjvfkbnb4ngi7bpbilobcq4 454 9 revisions revision NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 454 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 455 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 455 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 455 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 455 4 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 455 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 456 1 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 456 2 Chen Chen NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 456 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 456 4 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 456 5 Goodman Goodman NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 456 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 457 1 1996 1996 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 457 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 458 1 An an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 458 2 empirical empirical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 458 3 study study NN work_pdhkjvfkbnb4ngi7bpbilobcq4 458 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 458 5 smoothing smooth VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 458 6 techniques technique NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 458 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 458 8 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 458 9 modeling modeling NN work_pdhkjvfkbnb4ngi7bpbilobcq4 458 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 459 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 459 2 Pro- Pro- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 459 3 ceedings ceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 459 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 459 5 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 459 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 460 1 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 2 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 460 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 5 Dickinson Dickinson NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 460 7 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 8 Israel Israel NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 460 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 460 11 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 12 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 460 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 461 1 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 461 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 462 1 Problems problem NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 462 2 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 462 3 evaluating evaluate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 462 4 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 462 5 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 462 6 de- de- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 462 7 tection tection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 462 8 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 462 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 463 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 463 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 463 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 463 4 COLING COLING NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 463 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 464 1 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 464 2 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 464 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 464 4 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 464 5 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 464 6 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 464 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 465 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 465 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 466 1 Grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 466 2 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 466 3 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 466 4 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 466 5 alternating alternate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 466 6 structure structure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 466 7 optimization optimization NN work_pdhkjvfkbnb4ngi7bpbilobcq4 466 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 467 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 467 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 467 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 467 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 467 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 468 1 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 468 2 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 468 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 468 4 H.T H.T NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 468 5 Ng ng RB work_pdhkjvfkbnb4ngi7bpbilobcq4 468 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 469 1 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 469 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 470 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 470 2 beam beam NN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 470 4 search search NN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 5 decoder decoder NN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 7 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 470 8 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 9 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 470 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 471 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 471 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 471 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 471 4 EMNLP EMNLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 471 5 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 471 6 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 471 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 472 1 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 472 2 Dahlmeier Dahlmeier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 472 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 472 4 H.T. H.T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 473 1 Ng ng RB work_pdhkjvfkbnb4ngi7bpbilobcq4 473 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 473 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 473 4 S.M. S.M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 474 1 Wu Wu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 474 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 475 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 475 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 476 1 Build- build- VB work_pdhkjvfkbnb4ngi7bpbilobcq4 476 2 ing e VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 476 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 476 4 large large JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 476 5 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 476 6 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 476 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 476 8 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 476 9 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 476 10 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 476 11 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 476 12 NUS NUS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 476 13 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 476 14 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 476 15 learner learner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 476 16 English English NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 476 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 477 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 477 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 477 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 477 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 477 5 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 477 8 Innovative innovative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 477 9 Use Use NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 477 11 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 12 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 477 13 Build- Build- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 14 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 15 Educational Educational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 477 16 Applications Applications NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 477 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 478 1 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 478 2 Dale Dale NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 478 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 478 4 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 478 5 Kilgarriff Kilgarriff NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 478 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 479 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 479 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 480 1 Helping help VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 480 2 Our -PRON- PRP$ work_pdhkjvfkbnb4ngi7bpbilobcq4 480 3 Own own JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 480 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 480 5 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 480 6 HOO HOO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 480 7 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 480 8 pilot pilot NN work_pdhkjvfkbnb4ngi7bpbilobcq4 480 9 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 480 10 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 480 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 481 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 481 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 481 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 481 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 481 5 13th 13th JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 481 6 European European NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 481 7 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 481 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 481 9 Natural Natural NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 481 10 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 481 11 Gen- Gen- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 481 12 eration eration NN work_pdhkjvfkbnb4ngi7bpbilobcq4 481 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 482 1 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 2 Dale Dale NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 482 4 I. I. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 5 Anisimoff Anisimoff NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 482 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 482 8 G. G. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 9 Narroway Narroway NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 482 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 483 1 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 483 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 484 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 484 2 re- re- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 484 3 port port NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 484 6 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 484 8 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 10 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 11 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 484 12 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 484 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 485 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 485 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 485 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 485 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 485 5 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 485 8 Innovative innovative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 485 9 Use Use NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 485 11 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 12 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 485 13 Building Building NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 14 Educational Educational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 485 15 Applications Applications NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 485 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 486 1 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 486 2 Even Even NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 486 3 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 486 4 Zohar Zohar NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 486 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 486 6 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 486 7 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 486 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 487 1 2001 2001 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 487 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 488 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 488 2 sequential sequential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 488 3 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 488 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 488 5 multi multi JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 488 6 class class NN work_pdhkjvfkbnb4ngi7bpbilobcq4 488 7 classification classification NN work_pdhkjvfkbnb4ngi7bpbilobcq4 488 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 489 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 489 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 489 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 489 4 EMNLP EMNLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 489 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 490 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 491 1 Foster Foster NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 491 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 491 3 Ø. Ø. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 491 4 Andersen Andersen NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 491 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 492 1 2009 2009 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 492 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 493 1 Generrate generrate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 2 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 493 3 Generating generate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 493 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 493 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 6 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 8 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 493 9 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 10 detection detection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 493 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 494 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 494 2 Pro- Pro- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 3 ceedings ceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 494 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 494 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 494 6 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 7 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 494 9 Innovative innovative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 494 10 Use Use NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 494 12 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 13 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 494 14 Building Building NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 15 Educational Educational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 494 16 Applications Applications NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 494 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 495 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 496 1 Foster foster JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 496 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 497 1 2007 2007 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 497 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 498 1 Treebanks treebank VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 498 2 gone go VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 498 3 bad bad JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 498 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 498 5 Generating generate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 498 6 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 498 7 tree- tree- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 498 8 bank bank NN work_pdhkjvfkbnb4ngi7bpbilobcq4 498 9 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 498 10 ungrammatical ungrammatical NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 498 11 english english NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 498 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 499 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 499 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 499 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 499 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 499 5 IJCAI IJCAI NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 499 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 499 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 499 8 Analytics Analytics NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 499 9 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 499 10 Noisy Noisy NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 499 11 Unstructures Unstructures NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 499 12 Data Data NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 499 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 500 1 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 500 2 Freund Freund NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 500 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 500 4 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 500 5 E. E. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 500 6 Schapire Schapire NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 500 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 501 1 1996 1996 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 501 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 502 1 Experiments experiment NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 502 2 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 502 3 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 502 4 new new JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 502 5 boosting boost VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 502 6 algorithm algorithm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 502 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 503 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 503 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 503 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 503 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 503 5 13th 13th JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 503 6 International International NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 503 7 Conference Conference NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 503 8 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 503 9 Machine Machine NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 503 10 Learning Learning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 503 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 504 1 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 504 2 Gamon Gamon NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 504 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 505 1 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 505 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 506 1 Using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 506 2 mostly mostly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 506 3 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 506 4 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 506 5 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 506 6 correct correct VB work_pdhkjvfkbnb4ngi7bpbilobcq4 506 7 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 506 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 506 9 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 506 10 ’ ’ POS work_pdhkjvfkbnb4ngi7bpbilobcq4 506 11 writing writing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 506 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 507 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 507 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 507 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 507 4 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 507 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 508 1 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 508 2 Gass Gass NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 508 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 508 4 L. L. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 508 5 Selinker Selinker NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 508 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 509 1 1992 1992 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 509 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 510 1 Language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 510 2 transfer transfer NN work_pdhkjvfkbnb4ngi7bpbilobcq4 510 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 510 4 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 510 5 learning learning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 510 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 511 1 John John NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 511 2 Benjamins Benjamins NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 511 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 512 1 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 2 Han Han NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 512 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 5 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 512 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 512 8 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 9 Leacock Leacock NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 512 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 513 1 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 513 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 514 1 Detecting detect VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 514 2 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 514 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 514 4 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 514 5 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 514 6 usage usage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 514 7 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 514 8 non non JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 514 9 - - JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 514 10 native native JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 514 11 speakers speaker NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 514 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 515 1 Journal Journal NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 515 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 515 3 Natural Natural NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 515 4 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 515 5 Engineering Engineering NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 515 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 515 7 12(2):115 12(2):115 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 515 8 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 515 9 129 129 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 515 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 516 1 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 2 Han Han NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 516 4 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 5 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 516 7 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 8 Lee Lee NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 516 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 516 11 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 12 Ha Ha NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 516 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 517 1 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 517 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 518 1 Us- us- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 518 2 ing e VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 518 3 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 518 4 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 5 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 518 6 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 7 learner learner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 8 corpus corpus NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 9 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 518 10 develop develop VB work_pdhkjvfkbnb4ngi7bpbilobcq4 518 11 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 518 12 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 518 13 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 518 14 EFL EFL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 518 15 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 16 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 17 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 518 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 519 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 519 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 519 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 519 4 LREC LREC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 519 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 520 1 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 520 2 Ionin Ionin NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 520 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 520 4 M.L. M.L. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 521 1 Zubizarreta Zubizarreta NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 521 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 521 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 521 4 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 521 5 Bautista Bautista NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 521 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 522 1 2008 2008 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 522 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 523 1 Sources source NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 523 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 3 linguistic linguistic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 523 4 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 523 7 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 523 8 lan- lan- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 9 guage guage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 10 acquisition acquisition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 523 12 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 523 13 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 523 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 524 1 Lingua Lingua NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 524 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 524 3 118:554–576 118:554–576 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 524 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 525 1 E. E. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 2 Izumi Izumi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 525 4 K. K. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 5 Uchimoto Uchimoto NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 525 7 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 8 Saiga Saiga NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 525 10 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 11 Supnithi Supnithi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 525 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 525 14 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 15 Isa- Isa- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 525 16 hara hara NN work_pdhkjvfkbnb4ngi7bpbilobcq4 525 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 526 1 2003 2003 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 526 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 527 1 Automatic automatic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 527 2 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 527 3 detection detection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 527 4 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 527 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 527 6 Japanese japanese JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 527 7 learners learner NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 527 8 ’ ’ POS work_pdhkjvfkbnb4ngi7bpbilobcq4 527 9 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 527 10 spoken speak VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 527 11 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 527 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 528 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 528 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 528 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 528 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 528 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 529 1 T.-H. t.-h. DT work_pdhkjvfkbnb4ngi7bpbilobcq4 529 2 Kao Kao NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 529 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 529 4 Y.-W. Y.-W. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 529 5 Chang Chang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 529 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 529 7 H.-W. H.-W. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 529 8 Chiu Chiu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 529 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 529 10 T-.H. t-.h. ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 530 1 Yen Yen NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 530 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 530 3 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 530 4 Bois- Bois- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 530 5 son son NN work_pdhkjvfkbnb4ngi7bpbilobcq4 530 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 530 7 J.-C. J.-C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 530 8 Wu Wu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 530 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 530 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 530 11 J.S. J.S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 531 1 Chang Chang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 531 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 532 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 532 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 533 1 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 533 2 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 533 3 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 533 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 533 5 Grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 533 6 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 533 7 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 533 8 NTHU NTHU NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 533 9 sys- sys- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 533 10 tem tem NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 533 11 description description NN work_pdhkjvfkbnb4ngi7bpbilobcq4 533 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 534 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 534 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 534 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 534 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 534 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 534 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 534 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 534 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 535 1 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 535 2 Klein Klein NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 535 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 535 4 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 535 5 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 535 6 Manning Manning NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 535 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 536 1 2003 2003 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 536 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 537 1 Fast fast JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 537 2 exact exact JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 537 3 inference inference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 4 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 5 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 537 6 factored factored JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 537 7 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 9 natural natural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 537 10 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 11 parsing parsing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 537 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 538 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 538 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 538 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 538 4 NIPS NIPS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 538 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 539 1 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 2 Leacock Leacock NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 539 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 5 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 539 7 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 8 Gamon Gamon NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 539 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 539 11 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 12 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 539 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 540 1 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 540 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 541 1 Automated Automated NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 2 Grammatical Grammatical NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 3 Error Error NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 4 Detection Detection NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 5 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 541 6 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 7 Learners Learners NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 541 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 542 1 Morgan Morgan NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 542 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 542 3 Claypool Claypool NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 542 4 Publish- Publish- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 542 5 ers er NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 542 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 543 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 543 2 Lee Lee NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 543 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 543 4 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 543 5 Seneff Seneff NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 543 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 544 1 2008 2008 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 544 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 545 1 Correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 545 2 misuse misuse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 545 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 545 4 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 545 5 forms form NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 545 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 546 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 546 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 546 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 546 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 546 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 547 1 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 2 Madnani Madnani NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 547 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 5 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 547 7 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 8 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 547 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 547 11 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 12 Ro- ro- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 547 13 zovskaya zovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 547 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 548 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 548 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 549 1 They -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 549 2 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 549 3 help help VB work_pdhkjvfkbnb4ngi7bpbilobcq4 549 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 549 5 Using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 549 6 crowdsourcing crowdsource VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 549 7 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 549 8 improve improve VB work_pdhkjvfkbnb4ngi7bpbilobcq4 549 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 549 10 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 549 11 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 549 12 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 549 13 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 549 14 detec- detec- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 549 15 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 549 16 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 549 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 550 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 550 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 550 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 550 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 550 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 551 1 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 551 2 Marneffe Marneffe NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 551 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 551 4 B. B. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 551 5 MacCartney MacCartney NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 551 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 551 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 551 8 Ch Ch NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 551 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 552 1 Manning manning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 552 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 553 1 2006 2006 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 553 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 554 1 Generating generate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 554 2 typed type VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 554 3 dependency dependency NN work_pdhkjvfkbnb4ngi7bpbilobcq4 554 4 parses parse NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 554 5 from from IN work_pdhkjvfkbnb4ngi7bpbilobcq4 554 6 phrase phrase NN work_pdhkjvfkbnb4ngi7bpbilobcq4 554 7 structure structure NN work_pdhkjvfkbnb4ngi7bpbilobcq4 554 8 parses parse NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 554 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 555 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 555 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 555 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 555 4 LREC LREC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 555 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 556 1 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 2 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 3 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 556 5 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 6 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 7 Wu Wu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 556 9 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 10 Wu Wu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 556 12 Ch Ch NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 556 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 557 1 Hadiwinoto hadiwinoto UH work_pdhkjvfkbnb4ngi7bpbilobcq4 557 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 557 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 557 4 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 557 5 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 557 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 558 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 558 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 559 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 559 2 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 559 3 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 559 4 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 559 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 559 6 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 559 7 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 559 8 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 559 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 560 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 560 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 560 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 560 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 560 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 560 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 560 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 560 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 561 1 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 2 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 3 Ng Ng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 561 5 S. S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 6 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 7 Wu Wu NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 561 9 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 10 Briscoe Briscoe NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 561 12 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 13 Hadiwinoto Hadiwinoto NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 14 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 561 15 R. R. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 16 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 17 Su- Su- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 18 santo santo NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 561 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 561 20 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 561 21 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 22 Bryant Bryant NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 561 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 562 1 2014 2014 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 562 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 563 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 563 2 CoNLL-2014 CoNLL-2014 NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 563 3 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 563 4 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 563 5 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 563 6 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 563 7 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 563 8 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 563 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 564 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 564 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 564 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 564 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 564 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 564 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 564 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 564 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 565 1 V. V. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 565 2 Punyakanok Punyakanok NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 565 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 565 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 565 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 565 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 566 1 2001 2001 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 566 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 567 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 567 2 use use NN work_pdhkjvfkbnb4ngi7bpbilobcq4 567 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 567 4 classifiers classifier NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 567 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 567 6 sequential sequential JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 567 7 inference inference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 567 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 568 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 568 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 568 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 568 4 NIPS NIPS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 568 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 569 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 569 2 Radford Radford NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 569 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 570 1 1988 1988 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 570 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 571 1 Transformational Transformational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 571 2 Grammar Grammar NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 571 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 572 1 Cam- Cam- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 572 2 bridge bridge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 572 3 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 572 4 Press Press NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 572 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 573 1 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 573 2 Rizzolo Rizzolo NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 573 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 573 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 573 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 573 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 574 1 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 574 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 575 1 Learning learn VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 575 2 Based base VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 575 3 Java Java NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 575 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 575 5 Rapid Rapid NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 575 6 Development Development NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 575 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 575 8 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 575 9 Systems Systems NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 575 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 576 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 576 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 576 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 576 4 LREC LREC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 576 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 577 1 430 430 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 577 2 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 577 3 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 577 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 577 5 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 577 6 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 577 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 578 1 2010a 2010a CD work_pdhkjvfkbnb4ngi7bpbilobcq4 578 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 579 1 Annotating annotate VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 579 2 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 579 3 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 579 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 579 5 Challenges challenge NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 579 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 579 7 rewards reward NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 579 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 580 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 580 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 580 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 580 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 580 5 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 580 8 Innovative innovative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 580 9 Use Use NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 580 11 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 12 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 580 13 Build- Build- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 14 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 15 Educational Educational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 580 16 Applications Applications NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 580 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 581 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 581 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 581 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 581 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 581 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 581 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 582 1 2010b 2010b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 582 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 583 1 Training train VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 583 2 paradigms paradigms NN work_pdhkjvfkbnb4ngi7bpbilobcq4 583 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 583 4 correcting correct VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 583 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 583 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 583 7 grammar grammar NN work_pdhkjvfkbnb4ngi7bpbilobcq4 583 8 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 583 9 usage usage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 583 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 584 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 584 2 Pro- Pro- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 584 3 ceedings ceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 584 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 584 5 NAACL naacl NN work_pdhkjvfkbnb4ngi7bpbilobcq4 584 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 585 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 585 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 585 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 585 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 585 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 585 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 586 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 586 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 587 1 Algorithm Algorithm NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 587 2 selec- selec- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 3 tion tion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 587 5 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 6 adaptation adaptation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 7 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 8 ESL ESL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 587 9 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 587 10 tasks task NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 587 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 588 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 588 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 588 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 588 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 588 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 589 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 589 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 589 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 589 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 589 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 589 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 590 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 590 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 591 1 Joint joint JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 591 2 learning learning NN work_pdhkjvfkbnb4ngi7bpbilobcq4 591 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 591 4 in- in- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 591 5 ference ference NN work_pdhkjvfkbnb4ngi7bpbilobcq4 591 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 591 7 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 591 8 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 591 9 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 591 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 592 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 592 2 Proceed- Proceed- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 592 3 ings ing NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 592 4 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 592 5 EMNLP EMNLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 592 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 593 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 593 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 5 Sammons Sammons NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 593 7 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 8 Gioja Gioja NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 593 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 593 11 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 12 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 593 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 594 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 594 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 595 1 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 595 2 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 3 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 595 4 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 5 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 6 HOO HOO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 595 7 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 8 cor- cor- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 9 rection rection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 10 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 595 11 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 595 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 596 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 596 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 596 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 596 5 European European NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 596 8 Natural Natural NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 9 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 10 Generation Generation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 11 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 596 12 ENLG ENLG NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 596 13 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 596 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 597 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 597 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 5 Sammons Sammons NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 597 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 597 8 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 9 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 597 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 598 1 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 598 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 599 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 599 2 UI UI NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 599 3 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 4 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 599 6 HOO HOO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 599 7 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 599 8 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 599 9 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 10 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 12 cor- cor- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 13 rection rection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 599 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 600 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 600 2 Proceedings proceeding NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 600 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 600 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 600 5 NAACL NAACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 6 Workshop Workshop NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 600 8 Innovative innovative JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 600 9 Use Use NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 600 11 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 12 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 600 13 Building Building NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 14 Educational Educational NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 15 Ap- Ap- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 600 16 plications plication NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 600 17 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 601 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 601 4 K.-W. K.-W. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 5 Chang Chang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 601 7 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 8 Sammons Sammons NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 601 10 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 601 11 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 12 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 601 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 602 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 602 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 603 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 603 2 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 603 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 603 4 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 603 5 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 603 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 603 7 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 603 8 CoNLL-2013 CoNLL-2013 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 603 9 shared share VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 603 10 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 603 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 604 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 604 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 604 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 604 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 604 5 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 604 6 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 604 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 605 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 605 4 K.-W. K.-W. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 5 Chang Chang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 605 7 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 8 Sammons Sammons NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 605 10 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 11 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 605 13 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 605 14 N. N. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 15 Habash Habash NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 605 16 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 606 1 2014a 2014a ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 606 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 607 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 607 2 University University NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 607 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 607 4 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 607 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 607 6 Columbia Columbia NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 607 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 607 8 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 607 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 607 10 CoNLL-2014 CoNLL-2014 NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 607 11 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 607 12 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 607 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 608 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 608 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 608 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 608 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 608 5 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 608 6 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 608 7 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 609 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 2 Rozovskaya Rozovskaya NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 609 4 D. D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 5 Roth Roth NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 609 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 609 8 V. V. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 9 Srikumar Srikumar NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 609 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 610 1 2014b 2014b CD work_pdhkjvfkbnb4ngi7bpbilobcq4 610 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 611 1 Cor- Cor- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 611 2 recting recte VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 611 3 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 611 4 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 611 5 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 611 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 612 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 612 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 612 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 612 4 EACL EACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 612 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 613 1 A. A. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 613 2 Stolcke Stolcke NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 613 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 614 1 2002 2002 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 614 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 615 1 Srilm srilm NN work_pdhkjvfkbnb4ngi7bpbilobcq4 615 2 - - : work_pdhkjvfkbnb4ngi7bpbilobcq4 615 3 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 615 4 extensible extensible JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 615 5 language language NN work_pdhkjvfkbnb4ngi7bpbilobcq4 615 6 model- model- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 615 7 ing ing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 615 8 toolkit toolkit NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 615 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 616 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 616 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 616 4 International International NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 5 Confer- Confer- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 6 ence ence NN work_pdhkjvfkbnb4ngi7bpbilobcq4 616 7 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 616 8 Spoken Spoken NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 9 Language Language NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 10 Processing Processing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 616 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 617 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 617 2 Tetreault Tetreault NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 617 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 617 4 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 618 1 Foster foster JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 618 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 618 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 618 4 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 618 5 Chodorow Chodorow NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 618 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 619 1 2010 2010 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 619 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 620 1 Using use VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 620 2 parse parse NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 3 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 620 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 5 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 6 selection selection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 620 8 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 9 de- de- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 10 tection tection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 620 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 621 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 621 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 621 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 621 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 621 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 622 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 622 2 Wagner Wagner NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 622 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 623 1 2012 2012 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 623 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 624 1 Detecting Detecting NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 624 2 Grammatical Grammatical NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 624 3 Errors Errors NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 624 4 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 624 5 Treebank Treebank NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 624 6 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 624 7 Induced induce VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 624 8 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 624 9 Probabilistic Probabilistic NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 624 10 Parsers Parsers NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 624 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 625 1 Ph.D. Ph.D. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 625 2 the- the- DT work_pdhkjvfkbnb4ngi7bpbilobcq4 625 3 sis sis NN work_pdhkjvfkbnb4ngi7bpbilobcq4 625 4 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 626 1 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 2 Xiang Xiang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 626 4 B. B. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 5 Yuan Yuan NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 626 7 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 8 Zhang Zhang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 626 10 X. X. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 11 Wang Wang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 626 13 W. W. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 14 Zheng Zheng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 626 16 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 626 17 C. C. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 18 Wei Wei NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 626 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 627 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 627 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 628 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 628 2 hybrid hybrid JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 628 3 model model NN work_pdhkjvfkbnb4ngi7bpbilobcq4 628 4 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 628 5 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 628 6 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 628 7 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 628 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 629 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 629 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 629 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 629 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 629 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 629 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 629 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 629 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 630 1 J. J. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 630 2 Xing Xing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 630 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 630 4 L. L. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 630 5 Wang Wang NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 630 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 630 7 D.F. D.F. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 631 1 Wong Wong NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 631 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 631 3 L.S. L.S. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 632 1 Chao Chao NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 632 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 632 3 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 632 4 X. X. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 632 5 Zeng Zeng NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 632 6 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 633 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 633 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 634 1 UM UM NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 634 2 - - HYPH work_pdhkjvfkbnb4ngi7bpbilobcq4 634 3 Checker checker NN work_pdhkjvfkbnb4ngi7bpbilobcq4 634 4 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 634 5 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 634 6 hybrid hybrid JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 634 7 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 634 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 634 9 English english JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 634 10 grammatical grammatical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 634 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 634 12 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 634 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 635 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 635 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 635 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 635 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 635 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 635 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 635 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 635 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 636 1 H. H. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 2 Yannakoudakis Yannakoudakis NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 636 4 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 5 Briscoe Briscoe NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 636 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 636 8 B. B. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 9 Medlock Medlock NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 636 10 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 637 1 2011 2011 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 637 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 638 1 A a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 638 2 new new JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 638 3 dataset dataset NN work_pdhkjvfkbnb4ngi7bpbilobcq4 638 4 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 638 5 method method NN work_pdhkjvfkbnb4ngi7bpbilobcq4 638 6 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 638 7 automatically automatically RB work_pdhkjvfkbnb4ngi7bpbilobcq4 638 8 grading grade VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 638 9 ESOL ESOL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 638 10 texts text NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 638 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 639 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 639 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 639 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 639 4 ACL ACL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 639 5 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 640 1 I. I. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 2 Yoshimoto Yoshimoto NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 4 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 5 Kose Kose NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 7 K. K. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 8 Mitsuzawa Mitsuzawa NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 9 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 10 K. K. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 11 Sakaguchi Sakaguchi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 13 T. T. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 14 Mizumoto Mizumoto NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 16 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 17 Hayashibe Hayashibe NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 18 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 19 M. M. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 20 Komachi Komachi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 640 22 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 640 23 Y. Y. NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 24 Mat- Mat- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 640 25 sumoto sumoto NN work_pdhkjvfkbnb4ngi7bpbilobcq4 640 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 641 1 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 641 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 642 1 NAIST NAIST NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 642 2 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 642 3 2013 2013 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 642 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 642 5 grammat- grammat- JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 642 6 ical ical JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 642 7 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 642 8 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 642 9 shared share VBD work_pdhkjvfkbnb4ngi7bpbilobcq4 642 10 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 642 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 643 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 643 2 Proceedings Proceedings NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 643 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 643 4 CoNLL CoNLL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 643 5 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 643 6 Shared Shared NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 643 7 Task Task NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 643 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 644 1 431 431 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 644 2 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 3 A A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 4 Features Features NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 644 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 644 6 Additional Additional NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 7 Information Information NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 8 about about IN work_pdhkjvfkbnb4ngi7bpbilobcq4 644 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 644 10 Data Data NNPS work_pdhkjvfkbnb4ngi7bpbilobcq4 644 11 Classifier Classifier NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 12 Art Art NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 644 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 645 1 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 645 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 646 1 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 646 2 Agr Agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 646 3 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 647 1 Form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 2 Train train NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 3 43 43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 4 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 5 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 6 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 7 39 39 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 8 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 9 22 22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 10 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 11 37 37 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 12 K K NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 647 13 Test Test NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 647 14 43 43 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 15 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 16 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 17 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 18 39 39 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 19 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 20 22 22 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 21 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 22 37 37 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 647 23 K k NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 24 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 25 A.16 a.16 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 26 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 647 27 Number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 28 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 29 candidate candidate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 30 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 647 31 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 32 classifier classifier NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 33 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 34 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 35 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 36 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 647 37 test test NN work_pdhkjvfkbnb4ngi7bpbilobcq4 647 38 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 647 39 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 647 40 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 647 41 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 647 42 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 648 1 Error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 2 Number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 4 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 648 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 648 6 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 7 rate rate NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 8 Train train NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 9 Test Test NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 648 10 Art art NN work_pdhkjvfkbnb4ngi7bpbilobcq4 648 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 649 1 2336 2336 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 649 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 649 3 5.4 5.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 649 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 649 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 649 6 2290 2290 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 649 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 649 8 5.3 5.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 649 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 649 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 649 11 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 649 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 650 1 1263 1263 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 3 6.4 6.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 650 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 6 1205 1205 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 8 6.1 6.1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 650 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 11 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 650 12 858 858 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 13 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 14 2.2 2.2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 15 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 650 16 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 17 805 805 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 19 2.0 2.0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 650 20 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 650 21 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 650 22 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 650 23 agr agr NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 650 24 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 651 1 319 319 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 2 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 3 1.5 1.5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 4 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 6 330 330 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 8 1.4 1.4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 11 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 651 12 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 13 104 104 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 14 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 15 0.3 0.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 16 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 17 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 18 127 127 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 19 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 20 0.3 0.3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 651 21 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 651 23 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 24 A.17 A.17 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 651 25 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 651 26 Statistics statistic NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 651 27 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 28 annotated annotate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 29 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 651 30 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 651 31 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 651 32 FCE FCE NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 651 33 cor- cor- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 651 34 pus pus NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 651 35 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 652 1 Percentage percentage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 652 2 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 652 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 652 4 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 652 5 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 652 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 652 7 i.e. i.e. FW work_pdhkjvfkbnb4ngi7bpbilobcq4 653 1 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 653 2 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 4 er- er- CD work_pdhkjvfkbnb4ngi7bpbilobcq4 653 5 roneous roneous JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 653 6 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 653 7 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 8 respect respect NN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 9 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 10 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 653 11 total total JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 653 12 number number NN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 14 relevant relevant JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 653 15 instances instance NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 653 16 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 653 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 653 18 data datum NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 653 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 654 1 Features Features NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 2 Description Description NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 3 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 4 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 5 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 6 subjHead subjhead NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 7 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 8 subjPOS subjpos VB work_pdhkjvfkbnb4ngi7bpbilobcq4 654 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 10 surface surface NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 11 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 12 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 654 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 14 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 15 tag tag NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 16 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 17 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 18 subject subject JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 19 head head NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 20 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 21 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 22 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 23 subjDet subjDet NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 24 determiner determiner NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 25 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 27 subject subject JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 28 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 29 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 30 3 3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 31 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 32 subjDistance subjdistance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 33 distance distance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 34 between between IN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 35 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 36 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 37 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 654 38 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 39 subject subject JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 40 head head NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 41 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 42 4 4 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 43 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 44 subjNumber subjnumber IN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 45 Sing sing NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 46 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 47 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 48 pro- pro- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 49 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 50 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 654 51 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 52 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 53 Pl Pl NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 54 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 55 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 56 pronouns pronoun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 57 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 654 58 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 59 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 60 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 61 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 62 subjPerson subjperson NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 63 3rdSing 3rdsing CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 64 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 65 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 66 she -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 67 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 68 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 69 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 70 he -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 71 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 72 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 73 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 74 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 75 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 76 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 77 singular singular JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 78 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 79 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 80 Not3rdSing Not3rdSing NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 81 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 82 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 83 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 84 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 85 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 86 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 87 you -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 88 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 89 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 90 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 91 they -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 92 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 93 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 94 plural plural JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 95 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 96 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 97 1stSing 1stsing LS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 98 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 99 “ " `` work_pdhkjvfkbnb4ngi7bpbilobcq4 654 100 I -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 101 ” " '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 102 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 103 6 6 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 104 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 105 conjunctions conjunction NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 106 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 107 1)&(3 1)&(3 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 654 108 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 109 ; ; , work_pdhkjvfkbnb4ngi7bpbilobcq4 654 110 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 111 4)&(5 4)&(5 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 654 112 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 654 113 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 114 A.18 A.18 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 654 115 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 654 116 Verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 117 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 118 features feature VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 119 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 654 120 use use VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 654 121 syntactic syntactic JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 654 122 knowledge knowledge NN work_pdhkjvfkbnb4ngi7bpbilobcq4 654 123 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 655 1 Appendix Appendix NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 2 B B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 3 Evaluation Evaluation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 4 Metrics Metrics NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 5 Here here RB work_pdhkjvfkbnb4ngi7bpbilobcq4 655 6 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 655 7 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 8 discuss discuss VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 655 10 CoNLL-2013 conll-2013 NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 11 shared share VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 12 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 13 eval- eval- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 14 uation uation NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 15 metric metric NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 16 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 655 17 provide provide VB work_pdhkjvfkbnb4ngi7bpbilobcq4 655 18 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 655 19 little little JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 655 20 bit bit NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 21 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 655 22 detail detail NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 23 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 24 0 0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 25 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 26 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 27 30 30 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 28 40 40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 29 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 30 60 60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 31 70 70 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 32 80 80 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 33 0 0 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 34 10 10 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 35 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 36 30 30 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 37 40 40 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 38 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 39 P p NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 40 R r NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 41 E e NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 42 C c NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 43 IS be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 655 44 IO IO NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 45 N n NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 46 RECALL RECALL NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 47 Article Article NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 48 Prep Prep NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 49 Noun Noun NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 50 Agreement Agreement NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 51 Form Form NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 52 Figure Figure NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 53 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 655 54 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 655 55 Precision Precision NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 56 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 655 57 Recall Recall NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 655 58 curves curve NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 655 59 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 60 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 61 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 655 62 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 656 1 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 656 2 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 656 3 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 656 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 656 5 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 656 6 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 656 7 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 656 8 this this DT work_pdhkjvfkbnb4ngi7bpbilobcq4 656 9 con- con- NN work_pdhkjvfkbnb4ngi7bpbilobcq4 656 10 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 656 11 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 657 1 As as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 657 2 shown show VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 657 3 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 657 4 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 657 5 1 1 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 657 6 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 657 7 Sec Sec NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 657 8 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 658 1 2 2 LS work_pdhkjvfkbnb4ngi7bpbilobcq4 658 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 658 3 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 4 90 90 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 658 5 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 6 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 7 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 658 8 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 658 9 about about RB work_pdhkjvfkbnb4ngi7bpbilobcq4 658 10 98 98 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 658 11 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 12 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 13 training training NN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 14 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 658 15 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 658 16 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 658 17 correctly correctly RB work_pdhkjvfkbnb4ngi7bpbilobcq4 658 18 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 659 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 2 low low JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 3 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 4 rates rate NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 659 5 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 659 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 7 key key JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 8 reason reason NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 10 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 11 cor- cor- IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 12 rection rection NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 13 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 14 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 15 so so RB work_pdhkjvfkbnb4ngi7bpbilobcq4 659 16 difficult difficult JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 17 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 659 18 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 659 19 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 20 quite quite RB work_pdhkjvfkbnb4ngi7bpbilobcq4 659 21 challenging challenging JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 659 22 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 23 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 24 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 25 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 659 26 improve improve VB work_pdhkjvfkbnb4ngi7bpbilobcq4 659 27 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 28 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 29 writer writer NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 30 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 31 already already RB work_pdhkjvfkbnb4ngi7bpbilobcq4 659 32 per- per- VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 659 33 forms form NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 659 34 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 35 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 659 36 level level NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 37 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 38 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 39 90 90 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 659 40 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 659 41 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 660 1 Indeed indeed RB work_pdhkjvfkbnb4ngi7bpbilobcq4 660 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 660 3 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 660 4 few few JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 660 5 NLP NLP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 660 6 tasks task NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 660 7 already already RB work_pdhkjvfkbnb4ngi7bpbilobcq4 660 8 have have VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 660 9 systems system NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 660 10 that that WDT work_pdhkjvfkbnb4ngi7bpbilobcq4 660 11 perform perform VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 660 12 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 660 13 that that DT work_pdhkjvfkbnb4ngi7bpbilobcq4 660 14 level level NN work_pdhkjvfkbnb4ngi7bpbilobcq4 660 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 661 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 661 2 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 661 3 sparsity sparsity NN work_pdhkjvfkbnb4ngi7bpbilobcq4 661 4 makes make VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 661 5 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 661 6 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 661 7 challenging challenging JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 661 8 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 661 9 identify identify VB work_pdhkjvfkbnb4ngi7bpbilobcq4 661 10 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 661 11 accurately accurately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 661 12 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 662 1 In in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 2 fact fact NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 662 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 662 5 highest high JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 662 6 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 7 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 8 46.45 46.45 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 662 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 662 11 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 12 calculated calculate VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 13 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 14 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 662 15 shared shared JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 662 16 task task NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 17 evaluation evaluation NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 18 metric metric NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 662 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 662 20 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 662 21 achieved achieve VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 22 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 23 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 662 24 Illinois Illinois NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 662 25 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 662 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 663 1 However however RB work_pdhkjvfkbnb4ngi7bpbilobcq4 663 2 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 663 3 once once IN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 4 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 663 5 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 6 drops drop VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 663 7 below below IN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 8 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 663 9 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 10 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 663 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 663 12 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 13 introduces introduce VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 663 14 more more JJR work_pdhkjvfkbnb4ngi7bpbilobcq4 663 15 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 663 16 than than IN work_pdhkjvfkbnb4ngi7bpbilobcq4 663 17 it -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 663 18 identifies identify VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 663 19 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 664 1 We -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 664 2 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 664 3 look look VB work_pdhkjvfkbnb4ngi7bpbilobcq4 664 4 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 5 individual individual JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 664 6 modules module NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 664 7 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 664 8 see see VB work_pdhkjvfkbnb4ngi7bpbilobcq4 664 9 whether whether IN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 10 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 11 any any DT work_pdhkjvfkbnb4ngi7bpbilobcq4 664 12 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 13 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 14 mistake mistake NN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 664 16 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 17 improves improve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 664 18 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 664 19 quality quality NN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 20 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 664 22 text text NN work_pdhkjvfkbnb4ngi7bpbilobcq4 664 23 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 665 1 Fig fig NN work_pdhkjvfkbnb4ngi7bpbilobcq4 665 2 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 666 1 2 2 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 666 2 shows show VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 666 3 Preci- Preci- NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 666 4 sion sion NN work_pdhkjvfkbnb4ngi7bpbilobcq4 666 5 / / SYM work_pdhkjvfkbnb4ngi7bpbilobcq4 666 6 Recall Recall NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 666 7 curves curve NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 666 8 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 666 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 666 10 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 666 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 666 12 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 666 13 15 15 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 666 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 667 1 It -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 667 2 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 667 3 interesting interesting JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 667 4 to to TO work_pdhkjvfkbnb4ngi7bpbilobcq4 667 5 note note VB work_pdhkjvfkbnb4ngi7bpbilobcq4 667 6 that that IN work_pdhkjvfkbnb4ngi7bpbilobcq4 667 7 performance performance NN work_pdhkjvfkbnb4ngi7bpbilobcq4 667 8 varies vary VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 667 9 widely widely RB work_pdhkjvfkbnb4ngi7bpbilobcq4 667 10 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 667 11 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 667 12 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 667 13 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 668 1 The the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 668 2 easiest easy JJS work_pdhkjvfkbnb4ngi7bpbilobcq4 668 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 668 4 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 668 5 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 668 6 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 7 usage usage NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 8 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 668 9 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 668 10 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 11 nouns noun NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 668 12 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 668 13 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 668 14 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 668 15 do do VB work_pdhkjvfkbnb4ngi7bpbilobcq4 668 16 pretty pretty RB work_pdhkjvfkbnb4ngi7bpbilobcq4 668 17 well well RB work_pdhkjvfkbnb4ngi7bpbilobcq4 668 18 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 19 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 668 20 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 21 point point NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 22 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 668 23 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 24 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 668 25 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 26 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 668 27 corresponding corresponding JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 668 28 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 29 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 30 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 31 60 60 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 668 32 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 33 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 668 34 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 668 35 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 36 articles article NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 668 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 668 38 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 668 39 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 40 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 668 41 around around RB work_pdhkjvfkbnb4ngi7bpbilobcq4 668 42 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 668 43 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 44 at at IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 45 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 668 46 recall recall NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 47 value value NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 48 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 49 20 20 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 668 50 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 668 51 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 669 1 For for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 2 agreement agreement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 3 errors error NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 669 4 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 669 5 we -PRON- PRP work_pdhkjvfkbnb4ngi7bpbilobcq4 669 6 can can MD work_pdhkjvfkbnb4ngi7bpbilobcq4 669 7 get get VB work_pdhkjvfkbnb4ngi7bpbilobcq4 669 8 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 669 9 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 10 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 11 55 55 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 669 12 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 13 with with IN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 14 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 669 15 very very RB work_pdhkjvfkbnb4ngi7bpbilobcq4 669 16 high high JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 669 17 threshold threshold NN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 18 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 669 19 identifying identify VBG work_pdhkjvfkbnb4ngi7bpbilobcq4 669 20 only only RB work_pdhkjvfkbnb4ngi7bpbilobcq4 669 21 5 5 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 669 22 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 23 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 669 24 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 669 25 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 669 26 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 670 1 Fi- fi- RB work_pdhkjvfkbnb4ngi7bpbilobcq4 670 2 nally nally RB work_pdhkjvfkbnb4ngi7bpbilobcq4 670 3 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 670 4 on on IN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 5 two two CD work_pdhkjvfkbnb4ngi7bpbilobcq4 670 6 mistakes mistake NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 670 7 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 670 8 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 670 10 verb verb JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 670 11 form form NN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 12 – – : work_pdhkjvfkbnb4ngi7bpbilobcq4 670 13 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 670 14 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 15 never never RB work_pdhkjvfkbnb4ngi7bpbilobcq4 670 16 achieves achieve VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 670 17 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 670 18 precision precision NN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 19 over over IN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 20 50 50 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 670 21 % % NN work_pdhkjvfkbnb4ngi7bpbilobcq4 670 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 671 1 432 432 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 671 2 Feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 3 type type NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 4 Feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 5 group group NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 6 Features Features NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 7 Word Word NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 8 n- n- UH work_pdhkjvfkbnb4ngi7bpbilobcq4 671 9 gram gram NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 10 wB wB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 11 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 12 w2B w2B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 14 w3B w3B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 15 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 16 wA wA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 17 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 18 w2A w2A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 19 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 20 w3A w3A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 21 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 22 wBwA wBwA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 23 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 24 w2BwB w2bwb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 25 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 26 wAw2A wAw2A NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 671 27 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 28 w3Bw2BwB w3Bw2BwB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 29 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 30 w2BwBwA w2bwbwa NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 31 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 32 wBwAw2A wBwAw2A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 33 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 34 wAw2Aw3A wAw2Aw3A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 35 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 36 w4Bw3Bw2BwB w4bw3bw2bwb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 37 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 38 w3Bw2BwBwA w3bw2bwbwa ADD work_pdhkjvfkbnb4ngi7bpbilobcq4 671 39 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 40 w2BwBwAw2A w2bwbwaw2a UH work_pdhkjvfkbnb4ngi7bpbilobcq4 671 41 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 42 wBwAw2Aw3A wBwAw2Aw3A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 43 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 44 wAw2Aw3w4A wAw2Aw3w4A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 45 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 46 pB pB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 47 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 48 p2B p2B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 49 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 50 p3B p3B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 51 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 52 pA pA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 53 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 54 p2A p2A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 55 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 56 p3A p3A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 57 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 58 pBpA pBpA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 59 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 60 p2BpB p2bpb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 61 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 62 pAp2A pAp2A '' work_pdhkjvfkbnb4ngi7bpbilobcq4 671 63 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 64 pBwB pBwB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 65 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 66 pAwA pAwA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 67 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 68 p2Bw2B p2Bw2B NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 69 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 70 p2Aw2A p2Aw2A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 71 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 72 p2BpBpA p2BpBpA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 73 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 74 pBpAp2A pBpAp2A NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 671 75 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 76 pAp2Ap3A pAp2Ap3A NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 77 Chunk Chunk NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 78 NP1 NP1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 79 headWord headWord NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 80 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 81 npWords npWords NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 82 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 83 NC NC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 84 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 85 adj&headWord adj&headWord NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 86 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 87 adjTag&headWord adjTag&headWord '' work_pdhkjvfkbnb4ngi7bpbilobcq4 671 88 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 89 adj&NC adj&NC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 90 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 91 adjTag&NC adjtag&nc NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 92 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 93 npTags&headWord npTags&headWord NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 94 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 95 npTags&NC npTags&NC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 96 NP2 np2 JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 671 97 headWord&headPOS headword&headpos NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 98 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 99 headNumber headnumber NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 100 wordsAfterNP wordsAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 101 headWord&wordAfterNP headWord&wordAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 102 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 103 npWords&wordAfterNP npWords&wordAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 104 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 105 headWord&2wordsAfterNP headWord&2wordsAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 106 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 107 npWords&2wordsAfterNP npWords&2wordsAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 108 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 109 headWord&3wordsAfterNP headWord&3wordsAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 110 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 111 npWords&3wordsAfterNP npWords&3wordsAfterNP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 112 wordBeforeNP wordBeforeNP NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 671 113 wB&fi wB&fi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 114 ∀i ∀i JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 671 115 ∈ ∈ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 116 NP1 NP1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 117 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 118 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 119 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 671 120 verb&fi verb&fi NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 121 ∀i ∀i NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 122 ∈ ∈ JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 671 123 NP1 NP1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 124 Preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 125 prep&fi prep&fi VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 126 ∀i ∀i VB work_pdhkjvfkbnb4ngi7bpbilobcq4 671 127 ∈ ∈ NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 128 NP1 NP1 NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 671 129 Table table NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 130 A.19 A.19 '' work_pdhkjvfkbnb4ngi7bpbilobcq4 671 131 : : : work_pdhkjvfkbnb4ngi7bpbilobcq4 671 132 Features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 671 133 used use VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 134 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 135 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 671 136 article article NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 137 error error NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 138 correction correction NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 139 system system NN work_pdhkjvfkbnb4ngi7bpbilobcq4 671 140 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 672 1 wB wB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 672 3 wA wA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 4 denote denote VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 5 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 672 6 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 7 immediately immediately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 672 8 before before IN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 9 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 672 10 after after IN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 672 12 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 13 , , , work_pdhkjvfkbnb4ngi7bpbilobcq4 672 14 respectively respectively RB work_pdhkjvfkbnb4ngi7bpbilobcq4 672 15 ; ; : work_pdhkjvfkbnb4ngi7bpbilobcq4 672 16 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 672 17 pB pB NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 18 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 672 19 pA pA NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 20 denote denote VB work_pdhkjvfkbnb4ngi7bpbilobcq4 672 21 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 672 22 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 672 23 tag tag NN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 24 before before IN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 25 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 672 26 after after IN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 27 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 672 28 target target NN work_pdhkjvfkbnb4ngi7bpbilobcq4 672 29 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 673 1 headWord headWord NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 673 2 denotes denote VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 673 3 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 673 4 head head NN work_pdhkjvfkbnb4ngi7bpbilobcq4 673 5 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 673 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 673 7 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 673 8 complement complement NN work_pdhkjvfkbnb4ngi7bpbilobcq4 673 9 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 674 1 NC NC NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 674 2 stands stand VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 3 for for IN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 4 noun noun JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 5 compound compound NN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 6 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 674 7 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 8 active active JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 9 if if IN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 10 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 11 to to IN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 12 last last JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 13 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 14 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 15 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 674 16 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 674 17 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 674 18 tagged tag VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 19 as as IN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 20 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 674 21 noun noun NN work_pdhkjvfkbnb4ngi7bpbilobcq4 674 22 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 675 1 Verb Verb NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 675 2 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 675 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 675 4 active active JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 675 5 if if IN work_pdhkjvfkbnb4ngi7bpbilobcq4 675 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 675 7 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 675 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 675 9 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 675 10 direct direct JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 675 11 object object NN work_pdhkjvfkbnb4ngi7bpbilobcq4 675 12 of of IN work_pdhkjvfkbnb4ngi7bpbilobcq4 675 13 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 675 14 verb verb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 675 15 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 676 1 Preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 676 2 features feature NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 676 3 are be VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 676 4 active active JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 676 5 if if IN work_pdhkjvfkbnb4ngi7bpbilobcq4 676 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 676 7 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 676 8 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 676 9 immediately immediately RB work_pdhkjvfkbnb4ngi7bpbilobcq4 676 10 preceded precede VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 676 11 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 676 12 a a DT work_pdhkjvfkbnb4ngi7bpbilobcq4 676 13 preposition preposition NN work_pdhkjvfkbnb4ngi7bpbilobcq4 676 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 677 1 Adj adj JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 2 feature feature NN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 3 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 4 active active JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 5 if if IN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 6 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 677 7 first first JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 8 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 9 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 677 10 or or CC work_pdhkjvfkbnb4ngi7bpbilobcq4 677 11 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 677 12 second second JJ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 13 word word NN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 14 preceded precede VBN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 15 by by IN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 16 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 677 17 adverb adverb NN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 18 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 677 19 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 20 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 677 21 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 677 22 is be VBZ work_pdhkjvfkbnb4ngi7bpbilobcq4 677 23 an an DT work_pdhkjvfkbnb4ngi7bpbilobcq4 677 24 adjective adjective NN work_pdhkjvfkbnb4ngi7bpbilobcq4 677 25 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 678 1 NpWords NpWords NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 678 2 and and CC work_pdhkjvfkbnb4ngi7bpbilobcq4 678 3 npTags npTags NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 678 4 denote denote VBP work_pdhkjvfkbnb4ngi7bpbilobcq4 678 5 all all DT work_pdhkjvfkbnb4ngi7bpbilobcq4 678 6 words word NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 678 7 ( ( -LRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 678 8 POS POS NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 678 9 tags tag NNS work_pdhkjvfkbnb4ngi7bpbilobcq4 678 10 ) ) -RRB- work_pdhkjvfkbnb4ngi7bpbilobcq4 678 11 in in IN work_pdhkjvfkbnb4ngi7bpbilobcq4 678 12 the the DT work_pdhkjvfkbnb4ngi7bpbilobcq4 678 13 NP NP NNP work_pdhkjvfkbnb4ngi7bpbilobcq4 678 14 . . . work_pdhkjvfkbnb4ngi7bpbilobcq4 679 1 433 433 CD work_pdhkjvfkbnb4ngi7bpbilobcq4 679 2 434 434 CD