id sid tid token lemma pos work_wgi74n6oavhdxhlomowlxqjdhu 1 1 Transactions transaction NNS work_wgi74n6oavhdxhlomowlxqjdhu 1 2 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 1 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 1 4 Association Association NNP work_wgi74n6oavhdxhlomowlxqjdhu 1 5 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 1 6 Computational Computational NNP work_wgi74n6oavhdxhlomowlxqjdhu 1 7 Linguistics Linguistics NNP work_wgi74n6oavhdxhlomowlxqjdhu 1 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 1 9 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 1 10 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 1 11 2013 2013 CD work_wgi74n6oavhdxhlomowlxqjdhu 1 12 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 1 13 1–12 1–12 CD work_wgi74n6oavhdxhlomowlxqjdhu 1 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 2 1 Action Action NNP work_wgi74n6oavhdxhlomowlxqjdhu 2 2 Editor Editor NNP work_wgi74n6oavhdxhlomowlxqjdhu 2 3 : : : work_wgi74n6oavhdxhlomowlxqjdhu 2 4 Sharon Sharon NNP work_wgi74n6oavhdxhlomowlxqjdhu 2 5 Goldwater Goldwater NNP work_wgi74n6oavhdxhlomowlxqjdhu 2 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 3 1 Submitted submit VBN work_wgi74n6oavhdxhlomowlxqjdhu 3 2 11/2012 11/2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 3 3 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 3 4 Revised revise VBN work_wgi74n6oavhdxhlomowlxqjdhu 3 5 1/2013 1/2013 CD work_wgi74n6oavhdxhlomowlxqjdhu 3 6 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 3 7 Published publish VBN work_wgi74n6oavhdxhlomowlxqjdhu 3 8 3/2013 3/2013 CD work_wgi74n6oavhdxhlomowlxqjdhu 3 9 . . . work_wgi74n6oavhdxhlomowlxqjdhu 4 1 c c NNP work_wgi74n6oavhdxhlomowlxqjdhu 4 2 © © NNP work_wgi74n6oavhdxhlomowlxqjdhu 4 3 2013 2013 CD work_wgi74n6oavhdxhlomowlxqjdhu 4 4 Association Association NNP work_wgi74n6oavhdxhlomowlxqjdhu 4 5 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 4 6 Computational Computational NNP work_wgi74n6oavhdxhlomowlxqjdhu 4 7 Linguistics Linguistics NNP work_wgi74n6oavhdxhlomowlxqjdhu 4 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 5 1 Token Token NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 2 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 5 3 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 4 Constraints Constraints NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 5 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 5 6 Cross Cross NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 7 - - NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 8 Lingual Lingual NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 9 Part Part NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 5 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 5 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 5 13 Speech Speech NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 14 Tagging Tagging NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 15 Oscar Oscar NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 16 Täckström Täckström NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 17 � � NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 18 †∗ †∗ JJ work_wgi74n6oavhdxhlomowlxqjdhu 5 19 Dipanjan Dipanjan NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 20 Das‡ das‡ NN work_wgi74n6oavhdxhlomowlxqjdhu 5 21 Slav Slav NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 22 Petrov‡ Petrov‡ NNS work_wgi74n6oavhdxhlomowlxqjdhu 5 23 Ryan Ryan NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 24 McDonald‡ mcdonald‡ FW work_wgi74n6oavhdxhlomowlxqjdhu 5 25 Joakim Joakim NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 26 Nivre†∗ Nivre†∗ NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 27 � � NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 28 Swedish Swedish NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 29 Institute Institute NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 30 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 5 31 Computer Computer NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 32 Science Science NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 33 † † NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 34 Department Department NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 35 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 5 36 Linguistics Linguistics NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 37 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 5 38 Philology Philology NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 39 , , , work_wgi74n6oavhdxhlomowlxqjdhu 5 40 Uppsala Uppsala NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 41 University University NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 42 ‡ ‡ , work_wgi74n6oavhdxhlomowlxqjdhu 5 43 Google Google NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 44 Research Research NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 45 , , , work_wgi74n6oavhdxhlomowlxqjdhu 5 46 New New NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 47 York York NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 48 oscar@sics.se oscar@sics.se CD work_wgi74n6oavhdxhlomowlxqjdhu 5 49 { { -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 5 50 dipanjand|slav|ryanmcd}@google.com dipanjand|slav|ryanmcd}@google.com NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 51 joakim.nivre@lingfil.uu.se joakim.nivre@lingfil.uu.se NN work_wgi74n6oavhdxhlomowlxqjdhu 5 52 Abstract Abstract NNP work_wgi74n6oavhdxhlomowlxqjdhu 5 53 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 5 54 consider consider VBP work_wgi74n6oavhdxhlomowlxqjdhu 5 55 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 5 56 construction construction NN work_wgi74n6oavhdxhlomowlxqjdhu 5 57 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 5 58 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 5 59 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 5 60 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 5 61 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 5 62 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 5 63 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 5 64 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 5 65 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 5 66 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 5 67 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 5 68 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 5 69 . . . work_wgi74n6oavhdxhlomowlxqjdhu 6 1 Recently recently RB work_wgi74n6oavhdxhlomowlxqjdhu 6 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 6 3 manually manually RB work_wgi74n6oavhdxhlomowlxqjdhu 6 4 constructed construct VBN work_wgi74n6oavhdxhlomowlxqjdhu 6 5 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 6 6 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 6 7 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 6 8 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 6 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 6 10 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 6 11 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 6 12 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 6 13 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 6 14 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 6 15 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 6 16 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 6 17 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 6 18 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 6 19 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 6 20 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 6 21 overcome overcome VB work_wgi74n6oavhdxhlomowlxqjdhu 6 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 6 23 scarcity scarcity NN work_wgi74n6oavhdxhlomowlxqjdhu 6 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 6 25 annotated annotate VBN work_wgi74n6oavhdxhlomowlxqjdhu 6 26 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 6 27 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 6 28 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 6 29 setting setting NN work_wgi74n6oavhdxhlomowlxqjdhu 6 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 7 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 7 2 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 7 3 paper paper NN work_wgi74n6oavhdxhlomowlxqjdhu 7 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 7 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 7 6 show show VBP work_wgi74n6oavhdxhlomowlxqjdhu 7 7 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 7 8 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 7 9 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 7 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 7 11 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 7 12 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 7 13 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 7 14 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 7 15 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 7 16 resource- resource- JJ work_wgi74n6oavhdxhlomowlxqjdhu 7 17 rich rich JJ work_wgi74n6oavhdxhlomowlxqjdhu 7 18 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 7 19 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 7 20 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 7 21 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 7 22 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 7 23 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 7 24 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 7 25 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 7 26 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 7 27 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 7 28 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 7 29 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 7 30 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 7 31 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 7 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 8 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 8 2 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 8 3 several several JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 4 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 8 5 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 8 6 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 8 7 end end NN work_wgi74n6oavhdxhlomowlxqjdhu 8 8 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 8 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 8 10 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 11 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 8 12 par- par- NN work_wgi74n6oavhdxhlomowlxqjdhu 8 13 tially tially RB work_wgi74n6oavhdxhlomowlxqjdhu 8 14 observed observe VBD work_wgi74n6oavhdxhlomowlxqjdhu 8 15 conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 16 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 17 field field NN work_wgi74n6oavhdxhlomowlxqjdhu 8 18 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 8 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 8 20 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 8 21 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 8 22 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 23 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 8 24 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 8 25 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 8 26 pro- pro- NN work_wgi74n6oavhdxhlomowlxqjdhu 8 27 vide vide VBP work_wgi74n6oavhdxhlomowlxqjdhu 8 28 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 8 29 partial partial JJ work_wgi74n6oavhdxhlomowlxqjdhu 8 30 signal signal NN work_wgi74n6oavhdxhlomowlxqjdhu 8 31 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 8 32 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 8 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 9 1 Averaged average VBN work_wgi74n6oavhdxhlomowlxqjdhu 9 2 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 9 3 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 9 4 previously previously RB work_wgi74n6oavhdxhlomowlxqjdhu 9 5 studied study VBN work_wgi74n6oavhdxhlomowlxqjdhu 9 6 Indo Indo NNP work_wgi74n6oavhdxhlomowlxqjdhu 9 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 9 8 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 9 9 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 9 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 9 11 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 9 12 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 9 13 achieves achieve VBZ work_wgi74n6oavhdxhlomowlxqjdhu 9 14 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 9 15 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 9 16 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 9 17 relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 9 18 error error NN work_wgi74n6oavhdxhlomowlxqjdhu 9 19 reduction reduction NN work_wgi74n6oavhdxhlomowlxqjdhu 9 20 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 9 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 9 22 prior prior JJ work_wgi74n6oavhdxhlomowlxqjdhu 9 23 state state NN work_wgi74n6oavhdxhlomowlxqjdhu 9 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 9 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 9 26 art art NN work_wgi74n6oavhdxhlomowlxqjdhu 9 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 10 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 10 2 further further RB work_wgi74n6oavhdxhlomowlxqjdhu 10 3 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 10 4 successful successful JJ work_wgi74n6oavhdxhlomowlxqjdhu 10 5 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 10 6 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 10 7 seven seven CD work_wgi74n6oavhdxhlomowlxqjdhu 10 8 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 10 9 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 10 10 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 10 11 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 10 12 families family NNS work_wgi74n6oavhdxhlomowlxqjdhu 10 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 10 14 empirically empirically RB work_wgi74n6oavhdxhlomowlxqjdhu 10 15 demonstrating demonstrate VBG work_wgi74n6oavhdxhlomowlxqjdhu 10 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 10 17 applicability applicability NN work_wgi74n6oavhdxhlomowlxqjdhu 10 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 10 19 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 10 20 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 10 21 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 10 22 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 10 23 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 10 24 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 10 25 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 10 26 diverse diverse JJ work_wgi74n6oavhdxhlomowlxqjdhu 10 27 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 10 28 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 10 29 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 10 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 11 1 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 11 2 Introduction introduction NN work_wgi74n6oavhdxhlomowlxqjdhu 11 3 Supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 11 4 part part JJ work_wgi74n6oavhdxhlomowlxqjdhu 11 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 11 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 11 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 11 8 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 11 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 11 10 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 11 11 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 11 12 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 11 13 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 11 14 avail- avail- JJ work_wgi74n6oavhdxhlomowlxqjdhu 11 15 able able JJ work_wgi74n6oavhdxhlomowlxqjdhu 11 16 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 11 17 more more JJR work_wgi74n6oavhdxhlomowlxqjdhu 11 18 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 11 19 twenty twenty CD work_wgi74n6oavhdxhlomowlxqjdhu 11 20 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 11 21 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 11 22 achieve achieve VB work_wgi74n6oavhdxhlomowlxqjdhu 11 23 ac- ac- JJ work_wgi74n6oavhdxhlomowlxqjdhu 11 24 curacies curacy NNS work_wgi74n6oavhdxhlomowlxqjdhu 11 25 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 11 26 around around RB work_wgi74n6oavhdxhlomowlxqjdhu 11 27 95 95 CD work_wgi74n6oavhdxhlomowlxqjdhu 11 28 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 11 29 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 11 30 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 11 31 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 11 32 domain domain NN work_wgi74n6oavhdxhlomowlxqjdhu 11 33 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 11 34 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 11 35 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 11 36 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 11 37 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 11 38 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 11 39 , , , work_wgi74n6oavhdxhlomowlxqjdhu 11 40 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 11 41 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 11 42 . . . work_wgi74n6oavhdxhlomowlxqjdhu 12 1 Thanks thank NNS work_wgi74n6oavhdxhlomowlxqjdhu 12 2 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 12 3 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 12 4 efficiency efficiency NN work_wgi74n6oavhdxhlomowlxqjdhu 12 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 12 6 robustness robustness NN work_wgi74n6oavhdxhlomowlxqjdhu 12 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 12 8 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 12 9 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 12 10 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 12 11 routinely routinely RB work_wgi74n6oavhdxhlomowlxqjdhu 12 12 employed employ VBN work_wgi74n6oavhdxhlomowlxqjdhu 12 13 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 12 14 many many JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 15 natural natural JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 16 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 12 17 processing processing NN work_wgi74n6oavhdxhlomowlxqjdhu 12 18 applications application NNS work_wgi74n6oavhdxhlomowlxqjdhu 12 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 12 20 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 21 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 12 22 syn- syn- JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 23 tactic tactic JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 24 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 12 25 semantic semantic JJ work_wgi74n6oavhdxhlomowlxqjdhu 12 26 parsing parsing NN work_wgi74n6oavhdxhlomowlxqjdhu 12 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 12 28 named name VBN work_wgi74n6oavhdxhlomowlxqjdhu 12 29 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 12 30 entity entity NN work_wgi74n6oavhdxhlomowlxqjdhu 12 31 recognition recognition NN work_wgi74n6oavhdxhlomowlxqjdhu 12 32 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 12 33 machine machine NN work_wgi74n6oavhdxhlomowlxqjdhu 12 34 translation translation NN work_wgi74n6oavhdxhlomowlxqjdhu 12 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 13 1 Unfortunately unfortunately RB work_wgi74n6oavhdxhlomowlxqjdhu 13 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 13 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 13 4 resources resource NNS work_wgi74n6oavhdxhlomowlxqjdhu 13 5 required require VBN work_wgi74n6oavhdxhlomowlxqjdhu 13 6 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 13 7 train train VB work_wgi74n6oavhdxhlomowlxqjdhu 13 8 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 13 9 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 13 10 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 13 11 expensive expensive JJ work_wgi74n6oavhdxhlomowlxqjdhu 13 12 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 13 13 create create VB work_wgi74n6oavhdxhlomowlxqjdhu 13 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 13 15 unlikely unlikely JJ work_wgi74n6oavhdxhlomowlxqjdhu 13 16 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 13 17 exist exist VB work_wgi74n6oavhdxhlomowlxqjdhu 13 18 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 13 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 13 20 majority majority NN work_wgi74n6oavhdxhlomowlxqjdhu 13 21 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 13 22 written write VBN work_wgi74n6oavhdxhlomowlxqjdhu 13 23 ∗Work ∗Work NNP work_wgi74n6oavhdxhlomowlxqjdhu 13 24 primarily primarily RB work_wgi74n6oavhdxhlomowlxqjdhu 13 25 carried carry VBN work_wgi74n6oavhdxhlomowlxqjdhu 13 26 out out RP work_wgi74n6oavhdxhlomowlxqjdhu 13 27 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 13 28 at at IN work_wgi74n6oavhdxhlomowlxqjdhu 13 29 Google Google NNP work_wgi74n6oavhdxhlomowlxqjdhu 13 30 Research Research NNP work_wgi74n6oavhdxhlomowlxqjdhu 13 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 14 1 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 14 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 15 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 15 2 necessity necessity NN work_wgi74n6oavhdxhlomowlxqjdhu 15 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 15 4 building build VBG work_wgi74n6oavhdxhlomowlxqjdhu 15 5 NLP NLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 6 tools tool NNS work_wgi74n6oavhdxhlomowlxqjdhu 15 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 15 8 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 15 9 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 15 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 15 11 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 15 12 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 15 13 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 15 14 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 15 15 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 15 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 15 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 15 18 motivation motivation NN work_wgi74n6oavhdxhlomowlxqjdhu 15 19 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 15 20 research research NN work_wgi74n6oavhdxhlomowlxqjdhu 15 21 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 15 22 unsupervised unsupervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 15 23 learning learning NN work_wgi74n6oavhdxhlomowlxqjdhu 15 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 15 25 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 26 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 15 27 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 15 28 Christodoulopoulos Christodoulopoulos NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 29 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 30 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 31 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 15 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 15 33 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 15 34 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 15 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 16 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 16 2 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 16 3 paper paper NN work_wgi74n6oavhdxhlomowlxqjdhu 16 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 16 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 16 6 instead instead RB work_wgi74n6oavhdxhlomowlxqjdhu 16 7 take take VBP work_wgi74n6oavhdxhlomowlxqjdhu 16 8 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 16 9 weakly weakly RB work_wgi74n6oavhdxhlomowlxqjdhu 16 10 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 16 11 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 16 12 towards towards IN work_wgi74n6oavhdxhlomowlxqjdhu 16 13 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 16 14 problem problem NN work_wgi74n6oavhdxhlomowlxqjdhu 16 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 17 1 Recently recently RB work_wgi74n6oavhdxhlomowlxqjdhu 17 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 17 3 learning learn VBG work_wgi74n6oavhdxhlomowlxqjdhu 17 4 POS pos NN work_wgi74n6oavhdxhlomowlxqjdhu 17 5 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 17 6 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 17 7 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 17 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 17 9 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 17 10 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 17 11 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 17 12 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 17 13 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 17 14 gained gain VBN work_wgi74n6oavhdxhlomowlxqjdhu 17 15 popularity popularity NN work_wgi74n6oavhdxhlomowlxqjdhu 17 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 18 1 Tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 18 2 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 18 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 18 4 noisily noisily RB work_wgi74n6oavhdxhlomowlxqjdhu 18 5 pro- pro- NN work_wgi74n6oavhdxhlomowlxqjdhu 18 6 jected jecte VBN work_wgi74n6oavhdxhlomowlxqjdhu 18 7 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 18 8 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 18 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 18 10 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 18 11 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 18 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 18 13 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 18 14 bridged bridge VBN work_wgi74n6oavhdxhlomowlxqjdhu 18 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 18 16 gap gap NN work_wgi74n6oavhdxhlomowlxqjdhu 18 17 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 18 18 purely purely RB work_wgi74n6oavhdxhlomowlxqjdhu 18 19 unsupervised unsupervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 18 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 18 21 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 18 22 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 18 23 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 18 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 18 25 resulting result VBG work_wgi74n6oavhdxhlomowlxqjdhu 18 26 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 18 27 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 18 28 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 18 29 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 18 30 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 18 31 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 18 32 83 83 CD work_wgi74n6oavhdxhlomowlxqjdhu 18 33 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 18 34 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 18 35 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 18 36 benchmark benchmark NN work_wgi74n6oavhdxhlomowlxqjdhu 18 37 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 18 38 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 18 39 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 18 40 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 18 41 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 18 42 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 18 43 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 18 44 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 18 45 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 18 46 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 18 47 , , , work_wgi74n6oavhdxhlomowlxqjdhu 18 48 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 18 49 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 18 50 . . . work_wgi74n6oavhdxhlomowlxqjdhu 19 1 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 19 2 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 19 3 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 19 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 20 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 20 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 20 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 20 4 further further RB work_wgi74n6oavhdxhlomowlxqjdhu 20 5 im- im- NN work_wgi74n6oavhdxhlomowlxqjdhu 20 6 proved prove VBN work_wgi74n6oavhdxhlomowlxqjdhu 20 7 upon upon IN work_wgi74n6oavhdxhlomowlxqjdhu 20 8 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 20 9 result result NN work_wgi74n6oavhdxhlomowlxqjdhu 20 10 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 20 11 employing employ VBG work_wgi74n6oavhdxhlomowlxqjdhu 20 12 Wiktionary1 Wiktionary1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 20 13 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 20 14 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 20 15 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 20 16 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 20 17 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 20 18 , , , work_wgi74n6oavhdxhlomowlxqjdhu 20 19 resulting result VBG work_wgi74n6oavhdxhlomowlxqjdhu 20 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 20 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 20 22 hitherto hitherto JJ work_wgi74n6oavhdxhlomowlxqjdhu 20 23 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 20 24 published publish VBN work_wgi74n6oavhdxhlomowlxqjdhu 20 25 result result NN work_wgi74n6oavhdxhlomowlxqjdhu 20 26 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 20 27 almost almost RB work_wgi74n6oavhdxhlomowlxqjdhu 20 28 85 85 CD work_wgi74n6oavhdxhlomowlxqjdhu 20 29 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 20 30 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 20 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 20 32 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 20 33 setup setup NN work_wgi74n6oavhdxhlomowlxqjdhu 20 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 21 1 Although although IN work_wgi74n6oavhdxhlomowlxqjdhu 21 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 21 3 aforementioned aforementioned JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 4 weakly weakly WDT work_wgi74n6oavhdxhlomowlxqjdhu 21 5 supervised supervise VBD work_wgi74n6oavhdxhlomowlxqjdhu 21 6 approaches approach NNS work_wgi74n6oavhdxhlomowlxqjdhu 21 7 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 21 8 resulted result VBN work_wgi74n6oavhdxhlomowlxqjdhu 21 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 21 10 significant significant JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 11 improvements improvement NNS work_wgi74n6oavhdxhlomowlxqjdhu 21 12 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 21 13 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 21 14 unsupervised unsupervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 21 15 approaches approach NNS work_wgi74n6oavhdxhlomowlxqjdhu 21 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 21 17 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 21 18 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 21 19 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 21 20 exploited exploit VBN work_wgi74n6oavhdxhlomowlxqjdhu 21 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 21 22 benefits benefit NNS work_wgi74n6oavhdxhlomowlxqjdhu 21 23 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 21 24 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 25 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 21 26 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 21 27 cross cross JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 28 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 29 lingual lingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 30 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 21 31 methods method NNS work_wgi74n6oavhdxhlomowlxqjdhu 21 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 21 33 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 21 34 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 21 35 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 36 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 21 37 word- word- JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 38 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 21 39 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 21 40 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 21 41 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 21 42 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 21 43 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 21 44 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 21 45 interest interest NN work_wgi74n6oavhdxhlomowlxqjdhu 21 46 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 21 47 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 21 48 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 21 49 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 21 50 rich rich JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 51 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 21 52 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 21 53 , , , work_wgi74n6oavhdxhlomowlxqjdhu 21 54 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 21 55 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 21 56 English English NNP work_wgi74n6oavhdxhlomowlxqjdhu 21 57 . . . work_wgi74n6oavhdxhlomowlxqjdhu 22 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 22 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 22 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 22 4 setting setting NN work_wgi74n6oavhdxhlomowlxqjdhu 22 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 22 6 consider consider VBP work_wgi74n6oavhdxhlomowlxqjdhu 22 7 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 22 8 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 22 9 paper paper NN work_wgi74n6oavhdxhlomowlxqjdhu 22 10 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 22 11 § § ADD work_wgi74n6oavhdxhlomowlxqjdhu 22 12 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 22 13 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 22 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 23 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 23 2 prior prior JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 3 work work NN work_wgi74n6oavhdxhlomowlxqjdhu 23 4 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 23 5 successfully successfully RB work_wgi74n6oavhdxhlomowlxqjdhu 23 6 considered consider VBN work_wgi74n6oavhdxhlomowlxqjdhu 23 7 both both CC work_wgi74n6oavhdxhlomowlxqjdhu 23 8 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 23 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 23 10 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 23 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 23 12 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 23 13 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 23 14 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 23 15 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 23 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 23 17 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 23 18 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 23 19 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 23 20 estimating estimate VBG work_wgi74n6oavhdxhlomowlxqjdhu 23 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 23 22 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 23 23 parameters parameter NNS work_wgi74n6oavhdxhlomowlxqjdhu 23 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 23 25 genera- genera- JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 26 tive tive JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 27 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 23 28 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 23 29 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 23 30 Yarowsky Yarowsky NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 31 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 23 32 Ngai Ngai NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 33 , , , work_wgi74n6oavhdxhlomowlxqjdhu 23 34 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 23 35 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 23 36 Xi Xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 37 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 23 38 Hwa Hwa NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 39 , , , work_wgi74n6oavhdxhlomowlxqjdhu 23 40 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 23 41 , , , work_wgi74n6oavhdxhlomowlxqjdhu 23 42 inter inter NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 43 alia alia NNP work_wgi74n6oavhdxhlomowlxqjdhu 23 44 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 23 45 , , , work_wgi74n6oavhdxhlomowlxqjdhu 23 46 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 23 47 key key JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 48 observation observation NN work_wgi74n6oavhdxhlomowlxqjdhu 23 49 under- under- IN work_wgi74n6oavhdxhlomowlxqjdhu 23 50 lying lie VBG work_wgi74n6oavhdxhlomowlxqjdhu 23 51 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 23 52 present present JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 53 work work NN work_wgi74n6oavhdxhlomowlxqjdhu 23 54 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 23 55 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 23 56 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 23 57 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 23 58 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 23 59 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 23 60 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 23 61 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 23 62 offer offer VBP work_wgi74n6oavhdxhlomowlxqjdhu 23 63 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 64 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 23 65 complementary complementary JJ work_wgi74n6oavhdxhlomowlxqjdhu 23 66 sig- sig- NN work_wgi74n6oavhdxhlomowlxqjdhu 23 67 nals nal NNS work_wgi74n6oavhdxhlomowlxqjdhu 23 68 . . . work_wgi74n6oavhdxhlomowlxqjdhu 24 1 On on IN work_wgi74n6oavhdxhlomowlxqjdhu 24 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 24 3 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 24 4 hand hand NN work_wgi74n6oavhdxhlomowlxqjdhu 24 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 24 6 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 24 7 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 24 8 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 24 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 24 10 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 24 11 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 24 12 offer offer VBP work_wgi74n6oavhdxhlomowlxqjdhu 24 13 precise precise JJ work_wgi74n6oavhdxhlomowlxqjdhu 24 14 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 24 15 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 24 16 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 24 17 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 24 18 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 24 19 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 24 20 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 24 21 context context NN work_wgi74n6oavhdxhlomowlxqjdhu 24 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 25 1 On on IN work_wgi74n6oavhdxhlomowlxqjdhu 25 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 25 3 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 25 4 hand hand NN work_wgi74n6oavhdxhlomowlxqjdhu 25 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 25 6 manually manually RB work_wgi74n6oavhdxhlomowlxqjdhu 25 7 cre- cre- XX work_wgi74n6oavhdxhlomowlxqjdhu 25 8 1http://www.wiktionary.org/. 1http://www.wiktionary.org/. CD work_wgi74n6oavhdxhlomowlxqjdhu 26 1 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 26 2 ated ated JJ work_wgi74n6oavhdxhlomowlxqjdhu 26 3 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 26 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 26 5 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 26 6 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 26 7 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 26 8 have have VB work_wgi74n6oavhdxhlomowlxqjdhu 26 9 broad broad JJ work_wgi74n6oavhdxhlomowlxqjdhu 26 10 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 26 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 26 12 do do VBP work_wgi74n6oavhdxhlomowlxqjdhu 26 13 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 26 14 suffer suffer VB work_wgi74n6oavhdxhlomowlxqjdhu 26 15 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 26 16 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 26 17 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 26 18 alignment alignment NN work_wgi74n6oavhdxhlomowlxqjdhu 26 19 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 26 20 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 26 21 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 26 22 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 26 23 therefore therefore RB work_wgi74n6oavhdxhlomowlxqjdhu 26 24 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 26 25 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 26 26 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 26 27 filter filter VB work_wgi74n6oavhdxhlomowlxqjdhu 26 28 systematic systematic JJ work_wgi74n6oavhdxhlomowlxqjdhu 26 29 as as RB work_wgi74n6oavhdxhlomowlxqjdhu 26 30 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 26 31 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 26 32 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 26 33 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 26 34 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 26 35 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 26 36 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 26 37 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 26 38 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 26 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 27 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 27 2 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 27 3 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 27 4 reap reap VB work_wgi74n6oavhdxhlomowlxqjdhu 27 5 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 27 6 potential potential JJ work_wgi74n6oavhdxhlomowlxqjdhu 27 7 benefits benefit NNS work_wgi74n6oavhdxhlomowlxqjdhu 27 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 27 9 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 27 10 pro- pro- RB work_wgi74n6oavhdxhlomowlxqjdhu 27 11 pose pose VBP work_wgi74n6oavhdxhlomowlxqjdhu 27 12 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 27 13 partially partially RB work_wgi74n6oavhdxhlomowlxqjdhu 27 14 observed observe VBN work_wgi74n6oavhdxhlomowlxqjdhu 27 15 conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 27 16 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 27 17 field field NN work_wgi74n6oavhdxhlomowlxqjdhu 27 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 19 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 27 20 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 21 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 27 22 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 23 Lafferty Lafferty NNP work_wgi74n6oavhdxhlomowlxqjdhu 27 24 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 27 25 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 27 26 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 27 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 27 28 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 27 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 30 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 27 31 couples couple VBZ work_wgi74n6oavhdxhlomowlxqjdhu 27 32 to- to- XX work_wgi74n6oavhdxhlomowlxqjdhu 27 33 ken ken NN work_wgi74n6oavhdxhlomowlxqjdhu 27 34 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 27 35 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 27 36 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 27 37 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 27 38 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 27 39 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 27 40 guide guide VB work_wgi74n6oavhdxhlomowlxqjdhu 27 41 learning learn VBG work_wgi74n6oavhdxhlomowlxqjdhu 27 42 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 43 § § ADD work_wgi74n6oavhdxhlomowlxqjdhu 27 44 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 27 45 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 27 46 . . . work_wgi74n6oavhdxhlomowlxqjdhu 28 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 28 2 essence essence NN work_wgi74n6oavhdxhlomowlxqjdhu 28 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 28 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 28 5 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 28 6 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 28 7 given give VBN work_wgi74n6oavhdxhlomowlxqjdhu 28 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 28 9 freedom freedom NN work_wgi74n6oavhdxhlomowlxqjdhu 28 10 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 28 11 push push VB work_wgi74n6oavhdxhlomowlxqjdhu 28 12 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 28 13 mass mass NN work_wgi74n6oavhdxhlomowlxqjdhu 28 14 towards towards IN work_wgi74n6oavhdxhlomowlxqjdhu 28 15 hypotheses hypothesis NNS work_wgi74n6oavhdxhlomowlxqjdhu 28 16 consistent consistent JJ work_wgi74n6oavhdxhlomowlxqjdhu 28 17 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 28 18 both both DT work_wgi74n6oavhdxhlomowlxqjdhu 28 19 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 28 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 28 21 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 28 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 29 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 29 2 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 29 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 29 4 flex- flex- NN work_wgi74n6oavhdxhlomowlxqjdhu 29 5 ible ible JJ work_wgi74n6oavhdxhlomowlxqjdhu 29 6 : : : work_wgi74n6oavhdxhlomowlxqjdhu 29 7 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 29 8 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 29 9 use use VB work_wgi74n6oavhdxhlomowlxqjdhu 29 10 either either CC work_wgi74n6oavhdxhlomowlxqjdhu 29 11 noisy noisy NNP work_wgi74n6oavhdxhlomowlxqjdhu 29 12 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 29 13 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 29 14 manually manually RB work_wgi74n6oavhdxhlomowlxqjdhu 29 15 constructed construct VBN work_wgi74n6oavhdxhlomowlxqjdhu 29 16 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 29 17 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 29 18 generate generate VB work_wgi74n6oavhdxhlomowlxqjdhu 29 19 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 29 20 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 29 21 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 29 22 furthermore furthermore RB work_wgi74n6oavhdxhlomowlxqjdhu 29 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 29 24 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 29 25 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 29 26 incorporate incorporate VB work_wgi74n6oavhdxhlomowlxqjdhu 29 27 arbitrary arbitrary JJ work_wgi74n6oavhdxhlomowlxqjdhu 29 28 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 29 29 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 29 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 29 31 input input NN work_wgi74n6oavhdxhlomowlxqjdhu 29 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 30 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 30 2 addition addition NN work_wgi74n6oavhdxhlomowlxqjdhu 30 3 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 30 4 standard standard NNP work_wgi74n6oavhdxhlomowlxqjdhu 30 5 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 30 6 contextual contextual JJ work_wgi74n6oavhdxhlomowlxqjdhu 30 7 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 30 8 lexical lexical JJ work_wgi74n6oavhdxhlomowlxqjdhu 30 9 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 30 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 30 11 transition transition NN work_wgi74n6oavhdxhlomowlxqjdhu 30 12 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 30 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 30 14 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 30 15 observe observe VBP work_wgi74n6oavhdxhlomowlxqjdhu 30 16 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 30 17 adding add VBG work_wgi74n6oavhdxhlomowlxqjdhu 30 18 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 30 19 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 30 20 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 30 21 monolingual monolingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 30 22 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 30 23 cluster- cluster- NN work_wgi74n6oavhdxhlomowlxqjdhu 30 24 ing ing NNP work_wgi74n6oavhdxhlomowlxqjdhu 30 25 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 30 26 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 30 27 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 30 28 Brants Brants NNPS work_wgi74n6oavhdxhlomowlxqjdhu 30 29 , , , work_wgi74n6oavhdxhlomowlxqjdhu 30 30 2008 2008 CD work_wgi74n6oavhdxhlomowlxqjdhu 30 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 30 32 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 30 33 significantly significantly RB work_wgi74n6oavhdxhlomowlxqjdhu 30 34 im- im- RB work_wgi74n6oavhdxhlomowlxqjdhu 30 35 prove prove VB work_wgi74n6oavhdxhlomowlxqjdhu 30 36 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 30 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 31 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 31 2 most most JJS work_wgi74n6oavhdxhlomowlxqjdhu 31 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 31 4 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 31 5 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 31 6 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 31 7 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 31 8 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 31 9 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 31 10 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 31 11 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 31 12 generative generative JJ work_wgi74n6oavhdxhlomowlxqjdhu 31 13 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 31 14 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 31 15 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 31 16 hidden hide VBN work_wgi74n6oavhdxhlomowlxqjdhu 31 17 Markov Markov NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 18 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 31 19 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 31 20 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 31 22 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 31 23 Berg Berg NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 24 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 31 25 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 26 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 31 27 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 28 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 29 , , , work_wgi74n6oavhdxhlomowlxqjdhu 31 30 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 31 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 31 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 31 33 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 31 34 achieve achieve VBP work_wgi74n6oavhdxhlomowlxqjdhu 31 35 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 31 36 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 31 37 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 31 38 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 31 39 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 31 40 globally globally RB work_wgi74n6oavhdxhlomowlxqjdhu 31 41 normalized normalized JJ work_wgi74n6oavhdxhlomowlxqjdhu 31 42 discriminative discriminative JJ work_wgi74n6oavhdxhlomowlxqjdhu 31 43 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 31 44 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 31 45 . . . work_wgi74n6oavhdxhlomowlxqjdhu 32 1 To to TO work_wgi74n6oavhdxhlomowlxqjdhu 32 2 evaluate evaluate VB work_wgi74n6oavhdxhlomowlxqjdhu 32 3 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 32 4 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 32 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 32 6 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 32 7 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 32 8 extensive extensive JJ work_wgi74n6oavhdxhlomowlxqjdhu 32 9 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 32 10 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 32 11 standard standard JJ work_wgi74n6oavhdxhlomowlxqjdhu 32 12 publicly publicly RB work_wgi74n6oavhdxhlomowlxqjdhu 32 13 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 32 14 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 32 15 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 32 16 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 32 17 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 32 18 : : : work_wgi74n6oavhdxhlomowlxqjdhu 32 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 32 20 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 32 21 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 32 22 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 32 23 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 32 24 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 32 25 pre- pre- VBP work_wgi74n6oavhdxhlomowlxqjdhu 32 26 viously viously RB work_wgi74n6oavhdxhlomowlxqjdhu 32 27 studied study VBN work_wgi74n6oavhdxhlomowlxqjdhu 32 28 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 32 29 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 32 30 context context NN work_wgi74n6oavhdxhlomowlxqjdhu 32 31 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 32 32 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 32 33 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 32 34 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 32 35 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 32 36 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 32 37 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 32 38 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 32 39 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 32 40 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 32 41 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 32 42 . . . work_wgi74n6oavhdxhlomowlxqjdhu 33 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 33 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 33 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 33 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 33 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 33 6 seven seven CD work_wgi74n6oavhdxhlomowlxqjdhu 33 7 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 33 8 lan- lan- NN work_wgi74n6oavhdxhlomowlxqjdhu 33 9 guages guage NNS work_wgi74n6oavhdxhlomowlxqjdhu 33 10 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 33 11 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 33 12 families family NNS work_wgi74n6oavhdxhlomowlxqjdhu 33 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 33 14 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 33 15 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 33 16 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 33 17 compa- compa- XX work_wgi74n6oavhdxhlomowlxqjdhu 33 18 rable rable JJ work_wgi74n6oavhdxhlomowlxqjdhu 33 19 study study NN work_wgi74n6oavhdxhlomowlxqjdhu 33 20 exists exist VBZ work_wgi74n6oavhdxhlomowlxqjdhu 33 21 . . . work_wgi74n6oavhdxhlomowlxqjdhu 34 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 34 2 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 34 3 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 34 4 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 34 5 compare compare VBP work_wgi74n6oavhdxhlomowlxqjdhu 34 6 various various JJ work_wgi74n6oavhdxhlomowlxqjdhu 34 7 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 34 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 34 9 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 34 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 34 11 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 34 12 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 34 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 35 1 Our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 35 2 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 35 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 35 4 uses use VBZ work_wgi74n6oavhdxhlomowlxqjdhu 35 5 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 35 6 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 35 7 derived derive VBN work_wgi74n6oavhdxhlomowlxqjdhu 35 8 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 35 9 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 35 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 35 11 together together RB work_wgi74n6oavhdxhlomowlxqjdhu 35 12 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 35 13 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 35 14 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 35 15 derived derive VBN work_wgi74n6oavhdxhlomowlxqjdhu 35 16 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 35 17 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 35 18 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 35 19 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 35 20 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 35 21 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 35 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 36 1 When when WRB work_wgi74n6oavhdxhlomowlxqjdhu 36 2 averaged average VBN work_wgi74n6oavhdxhlomowlxqjdhu 36 3 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 36 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 36 5 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 36 6 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 36 7 studied study VBN work_wgi74n6oavhdxhlomowlxqjdhu 36 8 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 36 9 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 36 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 36 11 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 36 12 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 36 13 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 36 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 36 15 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 36 16 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 36 17 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 36 18 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 36 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 37 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 37 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 37 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 37 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 37 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 37 6 achieve achieve VBP work_wgi74n6oavhdxhlomowlxqjdhu 37 7 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 37 8 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 37 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 37 10 88.8 88.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 37 11 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 37 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 38 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 38 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 38 3 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 38 4 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 38 5 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 38 6 relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 38 7 error error NN work_wgi74n6oavhdxhlomowlxqjdhu 38 8 reduction reduction NN work_wgi74n6oavhdxhlomowlxqjdhu 38 9 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 38 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 38 11 previous previous JJ work_wgi74n6oavhdxhlomowlxqjdhu 38 12 state state NN work_wgi74n6oavhdxhlomowlxqjdhu 38 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 38 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 38 15 art art NN work_wgi74n6oavhdxhlomowlxqjdhu 38 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 39 1 Averaged average VBN work_wgi74n6oavhdxhlomowlxqjdhu 39 2 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 39 3 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 39 4 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 39 5 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 39 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 39 7 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 39 8 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 39 9 obtains obtain VBZ work_wgi74n6oavhdxhlomowlxqjdhu 39 10 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 39 11 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 39 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 39 13 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 39 14 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 39 15 compared compare VBN work_wgi74n6oavhdxhlomowlxqjdhu 39 16 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 39 17 78.5 78.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 39 18 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 39 19 obtained obtain VBN work_wgi74n6oavhdxhlomowlxqjdhu 39 20 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 39 21 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 39 22 strong strong JJ work_wgi74n6oavhdxhlomowlxqjdhu 39 23 generative generative JJ work_wgi74n6oavhdxhlomowlxqjdhu 39 24 baseline baseline NN work_wgi74n6oavhdxhlomowlxqjdhu 39 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 40 1 Fi- fi- RB work_wgi74n6oavhdxhlomowlxqjdhu 40 2 nally nally RB work_wgi74n6oavhdxhlomowlxqjdhu 40 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 40 4 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 40 5 provide provide VBP work_wgi74n6oavhdxhlomowlxqjdhu 40 6 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 40 7 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 40 8 depth depth NN work_wgi74n6oavhdxhlomowlxqjdhu 40 9 analysis analysis NN work_wgi74n6oavhdxhlomowlxqjdhu 40 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 40 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 40 12 relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 40 13 contributions contribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 40 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 40 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 40 16 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 40 17 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 40 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 40 19 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 40 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 40 21 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 40 22 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 40 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 41 1 2 2 LS work_wgi74n6oavhdxhlomowlxqjdhu 41 2 Coupling couple VBG work_wgi74n6oavhdxhlomowlxqjdhu 41 3 Token Token NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 41 5 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 6 Constraints Constraints NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 7 Type type NN work_wgi74n6oavhdxhlomowlxqjdhu 41 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 41 9 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 41 10 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 41 11 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 41 12 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 13 amply amply RB work_wgi74n6oavhdxhlomowlxqjdhu 41 14 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 15 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 41 16 weakly weakly RB work_wgi74n6oavhdxhlomowlxqjdhu 41 17 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 18 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 19 induction induction NN work_wgi74n6oavhdxhlomowlxqjdhu 41 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 21 either either CC work_wgi74n6oavhdxhlomowlxqjdhu 41 22 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 41 23 pure pure JJ work_wgi74n6oavhdxhlomowlxqjdhu 41 24 manually manually RB work_wgi74n6oavhdxhlomowlxqjdhu 41 25 crafted craft VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 26 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 41 27 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 41 28 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 29 Smith Smith NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 30 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 41 31 Eisner Eisner NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 33 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 41 34 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 41 35 Ravi Ravi NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 36 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 41 37 Knight Knight NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 38 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 39 2009 2009 CD work_wgi74n6oavhdxhlomowlxqjdhu 41 40 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 41 41 Garrette Garrette NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 42 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 41 43 Baldridge Baldridge NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 44 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 45 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 41 46 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 47 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 48 noisily noisily RB work_wgi74n6oavhdxhlomowlxqjdhu 41 49 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 50 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 41 51 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 41 52 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 53 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 54 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 41 55 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 56 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 57 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 41 58 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 59 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 41 60 through through IN work_wgi74n6oavhdxhlomowlxqjdhu 41 61 crowdsourced crowdsource VBN work_wgi74n6oavhdxhlomowlxqjdhu 41 62 lexica lexica NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 63 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 64 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 41 65 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 41 66 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 67 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 68 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 69 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 41 70 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 71 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 41 72 , , , work_wgi74n6oavhdxhlomowlxqjdhu 41 73 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 41 74 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 41 75 . . . work_wgi74n6oavhdxhlomowlxqjdhu 42 1 At at IN work_wgi74n6oavhdxhlomowlxqjdhu 42 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 42 3 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 42 4 end end NN work_wgi74n6oavhdxhlomowlxqjdhu 42 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 42 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 42 7 spectrum spectrum NN work_wgi74n6oavhdxhlomowlxqjdhu 42 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 42 9 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 42 10 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 42 11 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 42 12 efforts effort NNS work_wgi74n6oavhdxhlomowlxqjdhu 42 13 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 42 14 project project VBP work_wgi74n6oavhdxhlomowlxqjdhu 42 15 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 42 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 42 17 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 42 18 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 42 19 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 42 20 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 42 21 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 42 22 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 42 23 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 42 24 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 42 25 Yarowsky Yarowsky NNP work_wgi74n6oavhdxhlomowlxqjdhu 42 26 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 42 27 Ngai Ngai NNP work_wgi74n6oavhdxhlomowlxqjdhu 42 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 42 29 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 42 30 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 42 31 Xi Xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 42 32 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 42 33 Hwa Hwa NNP work_wgi74n6oavhdxhlomowlxqjdhu 42 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 42 35 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 42 36 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 42 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 43 1 How- How- NNP work_wgi74n6oavhdxhlomowlxqjdhu 43 2 ever ever RB work_wgi74n6oavhdxhlomowlxqjdhu 43 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 43 4 systems system NNS work_wgi74n6oavhdxhlomowlxqjdhu 43 5 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 43 6 combine combine VBP work_wgi74n6oavhdxhlomowlxqjdhu 43 7 both both DT work_wgi74n6oavhdxhlomowlxqjdhu 43 8 sources source NNS work_wgi74n6oavhdxhlomowlxqjdhu 43 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 43 10 informa- informa- JJ work_wgi74n6oavhdxhlomowlxqjdhu 43 11 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 43 12 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 43 13 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 43 14 single single JJ work_wgi74n6oavhdxhlomowlxqjdhu 43 15 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 43 16 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 43 17 yet yet RB work_wgi74n6oavhdxhlomowlxqjdhu 43 18 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 43 19 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 43 20 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 43 21 explored explore VBN work_wgi74n6oavhdxhlomowlxqjdhu 43 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 44 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 44 2 following follow VBG work_wgi74n6oavhdxhlomowlxqjdhu 44 3 three three CD work_wgi74n6oavhdxhlomowlxqjdhu 44 4 subsections subsection NNS work_wgi74n6oavhdxhlomowlxqjdhu 44 5 outline outline VB work_wgi74n6oavhdxhlomowlxqjdhu 44 6 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 44 7 overall overall JJ work_wgi74n6oavhdxhlomowlxqjdhu 44 8 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 44 9 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 44 10 coupling couple VBG work_wgi74n6oavhdxhlomowlxqjdhu 44 11 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 44 12 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 44 13 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 44 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 44 15 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 44 16 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 44 17 build build VB work_wgi74n6oavhdxhlomowlxqjdhu 44 18 robust robust JJ work_wgi74n6oavhdxhlomowlxqjdhu 44 19 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 44 20 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 44 21 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 44 22 do do VBP work_wgi74n6oavhdxhlomowlxqjdhu 44 23 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 44 24 require require VB work_wgi74n6oavhdxhlomowlxqjdhu 44 25 any any DT work_wgi74n6oavhdxhlomowlxqjdhu 44 26 direct direct JJ work_wgi74n6oavhdxhlomowlxqjdhu 44 27 supervision supervision NN work_wgi74n6oavhdxhlomowlxqjdhu 44 28 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 44 29 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 44 30 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 44 31 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 44 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 45 1 2.1 2.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 45 2 Token Token NNP work_wgi74n6oavhdxhlomowlxqjdhu 45 3 Constraints Constraints NNPS work_wgi74n6oavhdxhlomowlxqjdhu 45 4 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 45 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 45 6 majority majority NN work_wgi74n6oavhdxhlomowlxqjdhu 45 7 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 45 8 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 45 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 45 10 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 45 11 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 45 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 45 13 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 45 14 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 45 15 at at IN work_wgi74n6oavhdxhlomowlxqjdhu 45 16 least least JJS work_wgi74n6oavhdxhlomowlxqjdhu 45 17 some some DT work_wgi74n6oavhdxhlomowlxqjdhu 45 18 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 45 19 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 45 20 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 45 21 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 45 22 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 45 23 rich rich JJ work_wgi74n6oavhdxhlomowlxqjdhu 45 24 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 45 25 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 45 26 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 45 27 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 45 28 simplicity simplicity NN work_wgi74n6oavhdxhlomowlxqjdhu 45 29 , , , work_wgi74n6oavhdxhlomowlxqjdhu 45 30 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 45 31 choose choose VBP work_wgi74n6oavhdxhlomowlxqjdhu 45 32 English English NNP work_wgi74n6oavhdxhlomowlxqjdhu 45 33 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 45 34 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 45 35 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 45 36 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 45 37 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 45 38 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 45 39 experiments experiment NNS work_wgi74n6oavhdxhlomowlxqjdhu 45 40 . . . work_wgi74n6oavhdxhlomowlxqjdhu 46 1 It -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 46 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 46 3 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 46 4 nat- nat- RB work_wgi74n6oavhdxhlomowlxqjdhu 46 5 ural ural JJ work_wgi74n6oavhdxhlomowlxqjdhu 46 6 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 46 7 consider consider VB work_wgi74n6oavhdxhlomowlxqjdhu 46 8 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 46 9 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 46 10 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 46 11 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 46 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 46 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 46 14 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 46 15 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 46 16 tagger tagger NN work_wgi74n6oavhdxhlomowlxqjdhu 46 17 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 46 18 predict predict VB work_wgi74n6oavhdxhlomowlxqjdhu 46 19 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 46 20 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 46 21 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 46 22 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 46 23 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 46 24 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 46 25 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 46 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 46 27 English english JJ work_wgi74n6oavhdxhlomowlxqjdhu 46 28 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 46 29 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 46 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 46 31 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 46 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 47 1 These these DT work_wgi74n6oavhdxhlomowlxqjdhu 47 2 predicted predict VBN work_wgi74n6oavhdxhlomowlxqjdhu 47 3 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 47 4 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 47 5 subse- subse- VB work_wgi74n6oavhdxhlomowlxqjdhu 47 6 quently quently RB work_wgi74n6oavhdxhlomowlxqjdhu 47 7 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 47 8 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 47 9 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 47 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 47 11 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 47 12 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 47 13 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 47 14 automatic automatic JJ work_wgi74n6oavhdxhlomowlxqjdhu 47 15 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 47 16 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 47 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 48 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 48 2 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 48 3 was be VBD work_wgi74n6oavhdxhlomowlxqjdhu 48 4 pioneered pioneer VBN work_wgi74n6oavhdxhlomowlxqjdhu 48 5 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 48 6 Yarowsky Yarowsky NNP work_wgi74n6oavhdxhlomowlxqjdhu 48 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 48 8 Ngai Ngai NNP work_wgi74n6oavhdxhlomowlxqjdhu 48 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 48 10 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 48 11 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 48 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 48 13 who who WP work_wgi74n6oavhdxhlomowlxqjdhu 48 14 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 48 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 48 16 resulting result VBG work_wgi74n6oavhdxhlomowlxqjdhu 48 17 partial partial JJ work_wgi74n6oavhdxhlomowlxqjdhu 48 18 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 48 19 annotation annotation NN work_wgi74n6oavhdxhlomowlxqjdhu 48 20 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 48 21 estimate estimate VB work_wgi74n6oavhdxhlomowlxqjdhu 48 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 48 23 parameters parameter NNS work_wgi74n6oavhdxhlomowlxqjdhu 48 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 48 25 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 48 26 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 48 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 49 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 49 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 49 3 due due IN work_wgi74n6oavhdxhlomowlxqjdhu 49 4 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 49 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 49 6 automatic automatic JJ work_wgi74n6oavhdxhlomowlxqjdhu 49 7 nature nature NN work_wgi74n6oavhdxhlomowlxqjdhu 49 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 49 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 49 10 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 49 11 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 49 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 49 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 49 14 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 49 15 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 49 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 49 17 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 49 18 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 49 19 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 49 20 significant significant JJ work_wgi74n6oavhdxhlomowlxqjdhu 49 21 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 49 22 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 49 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 49 24 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 49 25 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 49 26 . . . work_wgi74n6oavhdxhlomowlxqjdhu 50 1 To to TO work_wgi74n6oavhdxhlomowlxqjdhu 50 2 conquer conquer VB work_wgi74n6oavhdxhlomowlxqjdhu 50 3 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 50 4 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 50 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 50 6 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 50 7 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 50 8 very very RB work_wgi74n6oavhdxhlomowlxqjdhu 50 9 aggressive aggressive JJ work_wgi74n6oavhdxhlomowlxqjdhu 50 10 smoothing smooth VBG work_wgi74n6oavhdxhlomowlxqjdhu 50 11 tech- tech- JJ work_wgi74n6oavhdxhlomowlxqjdhu 50 12 niques nique NNS work_wgi74n6oavhdxhlomowlxqjdhu 50 13 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 50 14 training train VBG work_wgi74n6oavhdxhlomowlxqjdhu 50 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 50 16 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 50 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 51 1 Fossum Fossum NNP work_wgi74n6oavhdxhlomowlxqjdhu 51 2 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 51 3 Abney Abney NNP work_wgi74n6oavhdxhlomowlxqjdhu 51 4 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 51 5 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 51 6 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 51 7 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 51 8 similar similar JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 9 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 51 11 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 51 12 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 51 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 51 14 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 51 15 in- in- DT work_wgi74n6oavhdxhlomowlxqjdhu 51 16 stead stead VBD work_wgi74n6oavhdxhlomowlxqjdhu 51 17 combined combine VBN work_wgi74n6oavhdxhlomowlxqjdhu 51 18 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 51 19 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 51 20 multiple multiple JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 21 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 51 22 lan- lan- NN work_wgi74n6oavhdxhlomowlxqjdhu 51 23 guages guage NNS work_wgi74n6oavhdxhlomowlxqjdhu 51 24 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 51 25 filter filter VB work_wgi74n6oavhdxhlomowlxqjdhu 51 26 out out RP work_wgi74n6oavhdxhlomowlxqjdhu 51 27 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 28 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 51 29 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 51 30 as as RB work_wgi74n6oavhdxhlomowlxqjdhu 51 31 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 51 32 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 51 33 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 51 34 systematic systematic JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 35 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 51 36 arising arise VBG work_wgi74n6oavhdxhlomowlxqjdhu 51 37 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 51 38 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 39 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 51 40 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 51 41 annotations annotation NNS work_wgi74n6oavhdxhlomowlxqjdhu 51 42 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 51 43 syntactic syntactic JJ work_wgi74n6oavhdxhlomowlxqjdhu 51 44 divergences divergence NNS work_wgi74n6oavhdxhlomowlxqjdhu 51 45 . . . work_wgi74n6oavhdxhlomowlxqjdhu 52 1 2.2 2.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 52 2 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 3 Constraints Constraints NNPS work_wgi74n6oavhdxhlomowlxqjdhu 52 4 It -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 52 5 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 52 6 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 52 7 known know VBN work_wgi74n6oavhdxhlomowlxqjdhu 52 8 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 52 9 given give VBN work_wgi74n6oavhdxhlomowlxqjdhu 52 10 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 52 11 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 52 12 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 52 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 14 even even RB work_wgi74n6oavhdxhlomowlxqjdhu 52 15 if if IN work_wgi74n6oavhdxhlomowlxqjdhu 52 16 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 52 17 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 52 18 incomplete incomplete JJ work_wgi74n6oavhdxhlomowlxqjdhu 52 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 20 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 52 21 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 52 22 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 52 23 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 52 24 learn learn VB work_wgi74n6oavhdxhlomowlxqjdhu 52 25 accurate accurate JJ work_wgi74n6oavhdxhlomowlxqjdhu 52 26 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 27 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 52 28 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 52 29 Smith Smith NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 30 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 52 31 Eisner Eisner NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 33 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 52 34 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 52 35 Goldberg Goldberg NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 36 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 52 37 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 38 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 39 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 40 2008 2008 CD work_wgi74n6oavhdxhlomowlxqjdhu 52 41 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 52 42 Ravi Ravi NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 43 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 52 44 Knight Knight NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 45 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 46 2009 2009 CD work_wgi74n6oavhdxhlomowlxqjdhu 52 47 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 52 48 Naseem Naseem NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 49 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 50 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 51 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 52 52 , , , work_wgi74n6oavhdxhlomowlxqjdhu 52 53 2009 2009 CD work_wgi74n6oavhdxhlomowlxqjdhu 52 54 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 52 55 . . . work_wgi74n6oavhdxhlomowlxqjdhu 53 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 53 2 widely widely RB work_wgi74n6oavhdxhlomowlxqjdhu 53 3 differing differ VBG work_wgi74n6oavhdxhlomowlxqjdhu 53 4 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 53 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 53 6 specific specific JJ work_wgi74n6oavhdxhlomowlxqjdhu 53 7 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 53 8 struc- struc- NNP work_wgi74n6oavhdxhlomowlxqjdhu 53 9 ture ture NN work_wgi74n6oavhdxhlomowlxqjdhu 53 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 53 11 learning learning NN work_wgi74n6oavhdxhlomowlxqjdhu 53 12 objective objective JJ work_wgi74n6oavhdxhlomowlxqjdhu 53 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 53 14 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 53 15 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 53 16 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 53 17 approaches approach NNS work_wgi74n6oavhdxhlomowlxqjdhu 53 18 achieve achieve VBP work_wgi74n6oavhdxhlomowlxqjdhu 53 19 excellent excellent JJ work_wgi74n6oavhdxhlomowlxqjdhu 53 20 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 53 21 . . . work_wgi74n6oavhdxhlomowlxqjdhu 54 1 Unfortunately unfortunately RB work_wgi74n6oavhdxhlomowlxqjdhu 54 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 54 3 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 54 4 rely rely VBP work_wgi74n6oavhdxhlomowlxqjdhu 54 5 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 54 6 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 54 7 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 54 8 extracted extract VBN work_wgi74n6oavhdxhlomowlxqjdhu 54 9 directly directly RB work_wgi74n6oavhdxhlomowlxqjdhu 54 10 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 54 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 54 12 un- un- JJ work_wgi74n6oavhdxhlomowlxqjdhu 54 13 derlying derlye VBG work_wgi74n6oavhdxhlomowlxqjdhu 54 14 treebank treebank JJ work_wgi74n6oavhdxhlomowlxqjdhu 54 15 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 54 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 55 1 Such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 2 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 3 provide provide VBP work_wgi74n6oavhdxhlomowlxqjdhu 55 4 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 55 5 depth depth NN work_wgi74n6oavhdxhlomowlxqjdhu 55 6 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 55 7 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 55 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 55 9 test test NN work_wgi74n6oavhdxhlomowlxqjdhu 55 10 domain domain NN work_wgi74n6oavhdxhlomowlxqjdhu 55 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 55 12 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 55 13 list list VB work_wgi74n6oavhdxhlomowlxqjdhu 55 14 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 55 15 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 55 16 � � NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 17 � � JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 18 � � NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 19 � � NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 20 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 21 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 22 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 23 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 24 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 25 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 26 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 27 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 28 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 29 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 30 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 31 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 32 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 33 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 34 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 35 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 36 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 37 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 38 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 39 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 40 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 41 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 42 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 43 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 44 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 45 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 46 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 47 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 48 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 49 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 50 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 51 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 52 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 53 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 54 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 55 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 56 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 57 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 58 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 59 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 60 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 61 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 62 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 63 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 64 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 65 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 66 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 67 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 68 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 69 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 70 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 71 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 72 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 73 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 74 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 75 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 76 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 77 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 78 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 79 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 80 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 81 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 82 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 83 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 84 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 85 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 86 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 87 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 88 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 89 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 90 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 91 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 92 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 93 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 94 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 95 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 96 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 97 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 98 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 99 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 100 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 101 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 102 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 103 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 104 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 105 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 106 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 107 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 108 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 109 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 110 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 111 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 112 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 113 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 114 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 115 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 116 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 117 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 118 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 119 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 120 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 121 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 122 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 123 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 124 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 125 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 126 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 127 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 128 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 129 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 130 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 131 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 132 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 133 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 134 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 135 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 136 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 137 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 138 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 139 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 140 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 141 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 142 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 143 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 144 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 145 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 146 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 147 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 148 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 149 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 150 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 151 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 152 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 153 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 154 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 155 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 156 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 157 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 158 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 159 � � VBZ work_wgi74n6oavhdxhlomowlxqjdhu 55 160 � � JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 161 � � JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 162 � � JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 163 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 55 164 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 55 165 : : : work_wgi74n6oavhdxhlomowlxqjdhu 55 166 Lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 55 167 representation representation NN work_wgi74n6oavhdxhlomowlxqjdhu 55 168 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 55 169 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 55 170 inference inference NN work_wgi74n6oavhdxhlomowlxqjdhu 55 171 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 55 172 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 55 173 Y(x y(x FW work_wgi74n6oavhdxhlomowlxqjdhu 55 174 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 55 175 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 55 176 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 55 177 authentic authentic JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 178 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 55 179 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 55 180 Swedish Swedish NNP work_wgi74n6oavhdxhlomowlxqjdhu 55 181 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 55 182 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 55 183 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 55 184 farming farming NN work_wgi74n6oavhdxhlomowlxqjdhu 55 185 products product NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 186 must must MD work_wgi74n6oavhdxhlomowlxqjdhu 55 187 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 55 188 pure pure JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 189 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 55 190 must must MD work_wgi74n6oavhdxhlomowlxqjdhu 55 191 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 55 192 contain contain VB work_wgi74n6oavhdxhlomowlxqjdhu 55 193 any any DT work_wgi74n6oavhdxhlomowlxqjdhu 55 194 additives additive NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 195 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 55 196 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 55 197 , , , work_wgi74n6oavhdxhlomowlxqjdhu 55 198 after after IN work_wgi74n6oavhdxhlomowlxqjdhu 55 199 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 55 200 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 55 201 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 55 202 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 55 203 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 55 204 . . . work_wgi74n6oavhdxhlomowlxqjdhu 56 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 56 2 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 56 3 parts part NNS work_wgi74n6oavhdxhlomowlxqjdhu 56 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 56 5 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 56 6 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 56 7 listed list VBN work_wgi74n6oavhdxhlomowlxqjdhu 56 8 underneath underneath IN work_wgi74n6oavhdxhlomowlxqjdhu 56 9 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 56 10 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 56 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 57 1 Bold Bold NNP work_wgi74n6oavhdxhlomowlxqjdhu 57 2 nodes node NNS work_wgi74n6oavhdxhlomowlxqjdhu 57 3 show show VBP work_wgi74n6oavhdxhlomowlxqjdhu 57 4 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 57 5 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 57 6 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 57 7 ỹ. ỹ. NNP work_wgi74n6oavhdxhlomowlxqjdhu 58 1 Underlined underline VBN work_wgi74n6oavhdxhlomowlxqjdhu 58 2 text text NN work_wgi74n6oavhdxhlomowlxqjdhu 58 3 indicates indicate VBZ work_wgi74n6oavhdxhlomowlxqjdhu 58 4 incorrect incorrect JJ work_wgi74n6oavhdxhlomowlxqjdhu 58 5 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 58 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 59 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 59 2 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 59 3 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 4 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 59 5 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 59 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 59 7 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 59 8 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 59 9 consists consist VBZ work_wgi74n6oavhdxhlomowlxqjdhu 59 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 59 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 59 12 bold bold JJ work_wgi74n6oavhdxhlomowlxqjdhu 59 13 nodes node NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 14 together together RB work_wgi74n6oavhdxhlomowlxqjdhu 59 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 59 16 nodes node NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 17 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 59 18 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 19 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 59 20 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 59 21 lacking lack VBG work_wgi74n6oavhdxhlomowlxqjdhu 59 22 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 59 23 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 24 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 59 25 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 59 26 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 59 27 case case NN work_wgi74n6oavhdxhlomowlxqjdhu 59 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 59 29 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 59 30 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 59 31 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 59 32 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 59 33 thus thus RB work_wgi74n6oavhdxhlomowlxqjdhu 59 34 defines define VBZ work_wgi74n6oavhdxhlomowlxqjdhu 59 35 exactly exactly RB work_wgi74n6oavhdxhlomowlxqjdhu 59 36 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 59 37 valid valid JJ work_wgi74n6oavhdxhlomowlxqjdhu 59 38 path path NN work_wgi74n6oavhdxhlomowlxqjdhu 59 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 60 1 inflected inflect VBN work_wgi74n6oavhdxhlomowlxqjdhu 60 2 forms form NNS work_wgi74n6oavhdxhlomowlxqjdhu 60 3 – – : work_wgi74n6oavhdxhlomowlxqjdhu 60 4 both both DT work_wgi74n6oavhdxhlomowlxqjdhu 60 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 60 6 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 60 7 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 60 8 difficult difficult JJ work_wgi74n6oavhdxhlomowlxqjdhu 60 9 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 60 10 obtain obtain VB work_wgi74n6oavhdxhlomowlxqjdhu 60 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 60 12 unrealistic unrealistic JJ work_wgi74n6oavhdxhlomowlxqjdhu 60 13 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 60 14 expect expect VB work_wgi74n6oavhdxhlomowlxqjdhu 60 15 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 60 16 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 60 17 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 60 18 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 60 19 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 60 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 61 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 61 2 contrast contrast NN work_wgi74n6oavhdxhlomowlxqjdhu 61 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 61 4 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 61 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 61 6 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 61 7 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 61 8 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 61 9 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 61 10 automatically automatically RB work_wgi74n6oavhdxhlomowlxqjdhu 61 11 create create VB work_wgi74n6oavhdxhlomowlxqjdhu 61 12 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 61 13 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 61 14 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 61 15 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 61 16 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 61 17 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 61 18 aggregating aggregate VBG work_wgi74n6oavhdxhlomowlxqjdhu 61 19 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 61 20 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 61 21 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 61 22 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 61 23 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 61 24 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 61 25 extracted extract VBN work_wgi74n6oavhdxhlomowlxqjdhu 61 26 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 61 27 bi- bi- JJ work_wgi74n6oavhdxhlomowlxqjdhu 61 28 text text NN work_wgi74n6oavhdxhlomowlxqjdhu 61 29 . . . work_wgi74n6oavhdxhlomowlxqjdhu 62 1 To to TO work_wgi74n6oavhdxhlomowlxqjdhu 62 2 handle handle VB work_wgi74n6oavhdxhlomowlxqjdhu 62 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 62 4 noise noise NN work_wgi74n6oavhdxhlomowlxqjdhu 62 5 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 62 6 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 62 7 automatic automatic JJ work_wgi74n6oavhdxhlomowlxqjdhu 62 8 dictionar- dictionar- NN work_wgi74n6oavhdxhlomowlxqjdhu 62 9 ies ie NNS work_wgi74n6oavhdxhlomowlxqjdhu 62 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 62 11 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 62 12 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 62 13 label label NN work_wgi74n6oavhdxhlomowlxqjdhu 62 14 propagation propagation NN work_wgi74n6oavhdxhlomowlxqjdhu 62 15 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 62 16 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 62 17 similarity similarity NN work_wgi74n6oavhdxhlomowlxqjdhu 62 18 graph graph NN work_wgi74n6oavhdxhlomowlxqjdhu 62 19 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 62 20 smooth smooth VB work_wgi74n6oavhdxhlomowlxqjdhu 62 21 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 62 22 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 62 23 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 62 24 expand expand VB work_wgi74n6oavhdxhlomowlxqjdhu 62 25 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 62 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 62 27 label label NN work_wgi74n6oavhdxhlomowlxqjdhu 62 28 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 62 29 . . . work_wgi74n6oavhdxhlomowlxqjdhu 63 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 63 2 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 63 3 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 63 4 produces produce VBZ work_wgi74n6oavhdxhlomowlxqjdhu 63 5 good good JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 6 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 63 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 63 8 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 63 9 applicable applicable JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 10 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 63 11 resource resource VB work_wgi74n6oavhdxhlomowlxqjdhu 63 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 63 13 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 14 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 63 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 63 16 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 63 17 requires require VBZ work_wgi74n6oavhdxhlomowlxqjdhu 63 18 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 63 19 complex complex JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 20 multi multi JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 21 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 22 stage stage JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 23 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 63 24 procedure procedure NN work_wgi74n6oavhdxhlomowlxqjdhu 63 25 including include VBG work_wgi74n6oavhdxhlomowlxqjdhu 63 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 63 27 construction construction NN work_wgi74n6oavhdxhlomowlxqjdhu 63 28 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 63 29 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 63 30 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 31 distributional distributional JJ work_wgi74n6oavhdxhlomowlxqjdhu 63 32 similarity similarity NN work_wgi74n6oavhdxhlomowlxqjdhu 63 33 graph graph NN work_wgi74n6oavhdxhlomowlxqjdhu 63 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 64 1 Recently recently RB work_wgi74n6oavhdxhlomowlxqjdhu 64 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 64 3 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 64 4 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 64 5 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 64 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 65 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 65 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 65 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 65 4 presented present VBD work_wgi74n6oavhdxhlomowlxqjdhu 65 5 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 65 6 simple simple JJ work_wgi74n6oavhdxhlomowlxqjdhu 65 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 65 8 viable viable JJ work_wgi74n6oavhdxhlomowlxqjdhu 65 9 alternative alternative NN work_wgi74n6oavhdxhlomowlxqjdhu 65 10 : : : work_wgi74n6oavhdxhlomowlxqjdhu 65 11 crowdsourced crowdsource VBN work_wgi74n6oavhdxhlomowlxqjdhu 65 12 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 65 13 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 65 14 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 65 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 66 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 66 2 noisy noisy JJ work_wgi74n6oavhdxhlomowlxqjdhu 66 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 66 4 sparse sparse VBP work_wgi74n6oavhdxhlomowlxqjdhu 66 5 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 66 6 nature nature NN work_wgi74n6oavhdxhlomowlxqjdhu 66 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 66 8 Wik- wik- XX work_wgi74n6oavhdxhlomowlxqjdhu 66 9 tionary tionary NN work_wgi74n6oavhdxhlomowlxqjdhu 66 10 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 66 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 66 12 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 66 13 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 66 14 170 170 CD work_wgi74n6oavhdxhlomowlxqjdhu 66 15 languages.2 languages.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 66 16 Furthermore furthermore RB work_wgi74n6oavhdxhlomowlxqjdhu 66 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 66 18 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 66 19 quality quality NN work_wgi74n6oavhdxhlomowlxqjdhu 66 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 66 21 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 66 22 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 66 23 growing grow VBG work_wgi74n6oavhdxhlomowlxqjdhu 66 24 continuously continuously RB work_wgi74n6oavhdxhlomowlxqjdhu 66 25 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 66 26 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 66 27 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 66 28 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 66 29 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 66 30 , , , work_wgi74n6oavhdxhlomowlxqjdhu 66 31 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 66 32 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 66 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 67 1 By by IN work_wgi74n6oavhdxhlomowlxqjdhu 67 2 incorporating incorporate VBG work_wgi74n6oavhdxhlomowlxqjdhu 67 3 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 67 4 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 67 5 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 67 6 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 67 7 into into IN work_wgi74n6oavhdxhlomowlxqjdhu 67 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 67 9 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 67 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 67 11 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 67 12 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 67 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 67 14 Berg Berg NNP work_wgi74n6oavhdxhlomowlxqjdhu 67 15 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 67 16 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 67 17 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 67 18 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 67 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 68 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 68 2 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 68 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 68 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 68 5 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 68 6 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 68 7 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 68 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 69 1 were be VBD work_wgi74n6oavhdxhlomowlxqjdhu 69 2 able able JJ work_wgi74n6oavhdxhlomowlxqjdhu 69 3 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 69 4 obtain obtain VB work_wgi74n6oavhdxhlomowlxqjdhu 69 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 69 6 best well RBS work_wgi74n6oavhdxhlomowlxqjdhu 69 7 published publish VBN work_wgi74n6oavhdxhlomowlxqjdhu 69 8 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 69 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 69 10 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 69 11 setting setting NN work_wgi74n6oavhdxhlomowlxqjdhu 69 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 69 13 surpassing surpass VBG work_wgi74n6oavhdxhlomowlxqjdhu 69 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 69 15 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 69 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 69 17 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 69 18 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 69 19 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 69 20 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 69 21 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 69 22 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 69 23 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 69 24 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 69 25 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 69 26 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 69 27 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 69 28 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 69 29 . . . work_wgi74n6oavhdxhlomowlxqjdhu 70 1 2.3 2.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 70 2 Coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 70 3 Constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 70 4 Rather rather RB work_wgi74n6oavhdxhlomowlxqjdhu 70 5 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 70 6 relying rely VBG work_wgi74n6oavhdxhlomowlxqjdhu 70 7 exclusively exclusively RB work_wgi74n6oavhdxhlomowlxqjdhu 70 8 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 70 9 either either DT work_wgi74n6oavhdxhlomowlxqjdhu 70 10 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 70 11 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 70 12 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 70 13 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 70 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 70 15 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 70 16 propose propose VBP work_wgi74n6oavhdxhlomowlxqjdhu 70 17 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 70 18 complement complement VB work_wgi74n6oavhdxhlomowlxqjdhu 70 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 70 20 one one NN work_wgi74n6oavhdxhlomowlxqjdhu 70 21 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 70 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 70 23 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 70 24 during during IN work_wgi74n6oavhdxhlomowlxqjdhu 70 25 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 70 26 . . . work_wgi74n6oavhdxhlomowlxqjdhu 71 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 71 2 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 71 3 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 71 4 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 71 5 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 71 6 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 71 7 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 71 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 71 9 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 71 10 partially partially RB work_wgi74n6oavhdxhlomowlxqjdhu 71 11 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 71 12 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 71 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 71 14 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 71 15 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 71 16 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 71 17 constructed construct VBN work_wgi74n6oavhdxhlomowlxqjdhu 71 18 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 71 19 follows follow VBZ work_wgi74n6oavhdxhlomowlxqjdhu 71 20 : : : work_wgi74n6oavhdxhlomowlxqjdhu 71 21 2http://meta.wikimedia.org/wiki/ 2http://meta.wikimedia.org/wiki/ CD work_wgi74n6oavhdxhlomowlxqjdhu 71 22 Wiktionary wiktionary NN work_wgi74n6oavhdxhlomowlxqjdhu 71 23 — — : work_wgi74n6oavhdxhlomowlxqjdhu 71 24 October October NNP work_wgi74n6oavhdxhlomowlxqjdhu 71 25 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 71 26 . . . work_wgi74n6oavhdxhlomowlxqjdhu 72 1 1 1 LS work_wgi74n6oavhdxhlomowlxqjdhu 72 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 73 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 73 2 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 73 3 token token VBN work_wgi74n6oavhdxhlomowlxqjdhu 73 4 whose whose WP$ work_wgi74n6oavhdxhlomowlxqjdhu 73 5 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 73 6 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 73 7 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 73 8 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 73 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 73 10 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 73 11 dic- dic- XX work_wgi74n6oavhdxhlomowlxqjdhu 73 12 tionary tionary NN work_wgi74n6oavhdxhlomowlxqjdhu 73 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 73 14 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 73 15 allow allow VBP work_wgi74n6oavhdxhlomowlxqjdhu 73 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 73 17 entire entire JJ work_wgi74n6oavhdxhlomowlxqjdhu 73 18 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 73 19 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 73 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 74 1 2 2 LS work_wgi74n6oavhdxhlomowlxqjdhu 74 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 75 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 75 2 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 75 3 token token VBN work_wgi74n6oavhdxhlomowlxqjdhu 75 4 whose whose WP$ work_wgi74n6oavhdxhlomowlxqjdhu 75 5 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 75 6 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 75 7 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 75 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 75 9 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 75 10 dictio- dictio- NN work_wgi74n6oavhdxhlomowlxqjdhu 75 11 nary nary JJ work_wgi74n6oavhdxhlomowlxqjdhu 75 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 75 13 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 75 14 prune prune VBP work_wgi74n6oavhdxhlomowlxqjdhu 75 15 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 75 16 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 75 17 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 75 18 licensed license VBN work_wgi74n6oavhdxhlomowlxqjdhu 75 19 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 75 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 75 21 dictio- dictio- NNP work_wgi74n6oavhdxhlomowlxqjdhu 75 22 nary nary NNP work_wgi74n6oavhdxhlomowlxqjdhu 75 23 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 75 24 mark mark VB work_wgi74n6oavhdxhlomowlxqjdhu 75 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 75 26 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 75 27 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 75 28 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 75 29 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 75 30 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 75 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 76 1 3 3 LS work_wgi74n6oavhdxhlomowlxqjdhu 76 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 77 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 77 2 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 77 3 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 77 4 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 77 5 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 77 6 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 77 7 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 8 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 77 9 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 77 10 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 77 11 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 77 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 77 13 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 77 14 bidirectional bidirectional JJ work_wgi74n6oavhdxhlomowlxqjdhu 77 15 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 77 16 alignment alignment NN work_wgi74n6oavhdxhlomowlxqjdhu 77 17 : : : work_wgi74n6oavhdxhlomowlxqjdhu 77 18 if if IN work_wgi74n6oavhdxhlomowlxqjdhu 77 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 20 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 77 21 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 22 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 77 23 still still RB work_wgi74n6oavhdxhlomowlxqjdhu 77 24 present present JJ work_wgi74n6oavhdxhlomowlxqjdhu 77 25 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 77 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 27 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 77 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 77 29 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 77 30 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 77 31 prune prune VBP work_wgi74n6oavhdxhlomowlxqjdhu 77 32 every every DT work_wgi74n6oavhdxhlomowlxqjdhu 77 33 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 34 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 77 35 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 36 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 77 37 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 38 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 77 39 that that DT work_wgi74n6oavhdxhlomowlxqjdhu 77 40 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 77 41 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 77 42 if if IN work_wgi74n6oavhdxhlomowlxqjdhu 77 43 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 44 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 77 45 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 46 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 77 47 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 77 48 present present JJ work_wgi74n6oavhdxhlomowlxqjdhu 77 49 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 77 50 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 51 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 77 52 , , , work_wgi74n6oavhdxhlomowlxqjdhu 77 53 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 77 54 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 77 55 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 77 56 happen happen VB work_wgi74n6oavhdxhlomowlxqjdhu 77 57 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 77 58 dictionary- dictionary- NNP work_wgi74n6oavhdxhlomowlxqjdhu 77 59 pruned pruned JJ work_wgi74n6oavhdxhlomowlxqjdhu 77 60 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 77 61 , , , work_wgi74n6oavhdxhlomowlxqjdhu 77 62 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 77 63 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 77 64 ignore ignore VBP work_wgi74n6oavhdxhlomowlxqjdhu 77 65 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 77 66 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 77 67 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 77 68 . . . work_wgi74n6oavhdxhlomowlxqjdhu 78 1 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 78 2 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 78 3 provides provide VBZ work_wgi74n6oavhdxhlomowlxqjdhu 78 4 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 78 5 running run VBG work_wgi74n6oavhdxhlomowlxqjdhu 78 6 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 78 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 79 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 79 2 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 79 3 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 79 4 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 79 5 permitted permit VBN work_wgi74n6oavhdxhlomowlxqjdhu 79 6 after after IN work_wgi74n6oavhdxhlomowlxqjdhu 79 7 constraining constrain VBG work_wgi74n6oavhdxhlomowlxqjdhu 79 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 79 9 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 79 10 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 79 11 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 79 12 licensed license VBN work_wgi74n6oavhdxhlomowlxqjdhu 79 13 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 79 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 79 15 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 79 16 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 79 17 up up RB work_wgi74n6oavhdxhlomowlxqjdhu 79 18 until until IN work_wgi74n6oavhdxhlomowlxqjdhu 79 19 Step step NN work_wgi74n6oavhdxhlomowlxqjdhu 79 20 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 79 21 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 79 22 above above RB work_wgi74n6oavhdxhlomowlxqjdhu 79 23 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 79 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 80 1 There there EX work_wgi74n6oavhdxhlomowlxqjdhu 80 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 80 3 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 80 4 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 80 5 single single JJ work_wgi74n6oavhdxhlomowlxqjdhu 80 6 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 80 7 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 80 8 Jordbruk- Jordbruk- NNP work_wgi74n6oavhdxhlomowlxqjdhu 80 9 sprodukterna sprodukterna NNP work_wgi74n6oavhdxhlomowlxqjdhu 80 10 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 80 11 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 80 12 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 80 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 80 14 farming farming NNP work_wgi74n6oavhdxhlomowlxqjdhu 80 15 products products NNPS work_wgi74n6oavhdxhlomowlxqjdhu 80 16 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 80 17 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 80 18 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 80 19 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 80 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 80 21 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 80 22 ; ; : 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3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 81 9 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 81 10 nodes node NNS work_wgi74n6oavhdxhlomowlxqjdhu 81 11 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 81 12 bold bold JJ work_wgi74n6oavhdxhlomowlxqjdhu 81 13 border border NN work_wgi74n6oavhdxhlomowlxqjdhu 81 14 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 81 15 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 81 16 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 81 17 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 81 18 , , , work_wgi74n6oavhdxhlomowlxqjdhu 81 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 81 20 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 81 21 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 81 22 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 81 23 further far RBR work_wgi74n6oavhdxhlomowlxqjdhu 81 24 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 81 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 82 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 82 2 most most JJS work_wgi74n6oavhdxhlomowlxqjdhu 82 3 cases case NNS work_wgi74n6oavhdxhlomowlxqjdhu 82 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 82 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 82 6 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 82 7 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 82 8 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 82 9 both both CC work_wgi74n6oavhdxhlomowlxqjdhu 82 10 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 82 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 82 12 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 82 13 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 82 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 82 15 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 82 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 82 17 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 82 18 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 82 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 83 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 83 2 thus thus RB work_wgi74n6oavhdxhlomowlxqjdhu 83 3 successfully successfully RB work_wgi74n6oavhdxhlomowlxqjdhu 83 4 disambiguate disambiguate VBP work_wgi74n6oavhdxhlomowlxqjdhu 83 5 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 83 6 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 83 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 83 8 shrink shrink VB work_wgi74n6oavhdxhlomowlxqjdhu 83 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 83 10 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 83 11 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 83 12 substantially substantially RB work_wgi74n6oavhdxhlomowlxqjdhu 83 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 84 1 There there EX work_wgi74n6oavhdxhlomowlxqjdhu 84 2 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 84 3 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 84 4 cases case NNS work_wgi74n6oavhdxhlomowlxqjdhu 84 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 84 6 highlight highlight VBP work_wgi74n6oavhdxhlomowlxqjdhu 84 7 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 84 8 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 84 9 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 84 10 show show VB work_wgi74n6oavhdxhlomowlxqjdhu 84 11 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 84 12 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 84 13 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 84 14 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 84 15 break break VB work_wgi74n6oavhdxhlomowlxqjdhu 84 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 85 1 First first RB work_wgi74n6oavhdxhlomowlxqjdhu 85 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 85 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 85 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 85 5 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 85 6 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 85 7 Jordbruksprodukterna Jordbruksprodukterna NNP work_wgi74n6oavhdxhlomowlxqjdhu 85 8 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 85 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 85 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 85 11 erroneously erroneously RB work_wgi74n6oavhdxhlomowlxqjdhu 85 12 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 85 13 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 85 14 ADJ ADJ NNP work_wgi74n6oavhdxhlomowlxqjdhu 85 15 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 85 16 eliminate eliminate VB work_wgi74n6oavhdxhlomowlxqjdhu 85 17 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 85 18 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 85 19 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 85 20 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 85 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 85 22 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 85 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 85 24 including include VBG work_wgi74n6oavhdxhlomowlxqjdhu 85 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 85 26 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 85 27 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 85 28 NOUN NOUN NNP work_wgi74n6oavhdxhlomowlxqjdhu 85 29 . . . work_wgi74n6oavhdxhlomowlxqjdhu 86 1 Second second JJ work_wgi74n6oavhdxhlomowlxqjdhu 86 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 86 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 86 4 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 86 5 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 86 6 några några `` work_wgi74n6oavhdxhlomowlxqjdhu 86 7 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 86 8 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 86 9 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 86 10 any any NNP work_wgi74n6oavhdxhlomowlxqjdhu 86 11 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 86 12 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 86 13 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 86 14 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 86 15 single single JJ work_wgi74n6oavhdxhlomowlxqjdhu 86 16 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 86 17 entry entry NN work_wgi74n6oavhdxhlomowlxqjdhu 86 18 PRON PRON NNP work_wgi74n6oavhdxhlomowlxqjdhu 86 19 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 86 20 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 86 21 missing miss VBG work_wgi74n6oavhdxhlomowlxqjdhu 86 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 86 23 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 86 24 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 86 25 DET DET NNP work_wgi74n6oavhdxhlomowlxqjdhu 86 26 . . . work_wgi74n6oavhdxhlomowlxqjdhu 87 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 87 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 87 3 case case NN work_wgi74n6oavhdxhlomowlxqjdhu 87 4 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 87 5 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 87 6 DET DET NNP work_wgi74n6oavhdxhlomowlxqjdhu 87 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 87 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 87 9 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 87 10 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 87 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 87 12 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 87 13 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 87 14 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 87 15 add add VB work_wgi74n6oavhdxhlomowlxqjdhu 87 16 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 87 17 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 87 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 87 19 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 87 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 87 21 simply simply RB work_wgi74n6oavhdxhlomowlxqjdhu 87 22 ignore ignore VB work_wgi74n6oavhdxhlomowlxqjdhu 87 23 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 87 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 88 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 88 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 88 3 because because IN work_wgi74n6oavhdxhlomowlxqjdhu 88 4 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 88 5 hy- hy- RB work_wgi74n6oavhdxhlomowlxqjdhu 88 6 pothesize pothesize VBP work_wgi74n6oavhdxhlomowlxqjdhu 88 7 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 88 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 88 9 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 88 10 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 88 11 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 88 12 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 88 13 trusted trust VBN work_wgi74n6oavhdxhlomowlxqjdhu 88 14 more more JJR work_wgi74n6oavhdxhlomowlxqjdhu 88 15 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 88 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 88 17 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 88 18 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 88 19 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 88 20 noisy noisy JJ work_wgi74n6oavhdxhlomowlxqjdhu 88 21 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 88 22 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 88 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 89 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 89 2 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 89 3 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 89 4 see see VB work_wgi74n6oavhdxhlomowlxqjdhu 89 5 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 89 6 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 89 7 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 89 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 89 9 taking take VBG work_wgi74n6oavhdxhlomowlxqjdhu 89 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 89 11 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 89 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 89 13 tags tags NNP work_wgi74n6oavhdxhlomowlxqjdhu 89 14 performs perform VBZ work_wgi74n6oavhdxhlomowlxqjdhu 89 15 worse bad JJR work_wgi74n6oavhdxhlomowlxqjdhu 89 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 89 17 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 89 18 supports support VBZ work_wgi74n6oavhdxhlomowlxqjdhu 89 19 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 89 20 hypothesis hypothesis NN work_wgi74n6oavhdxhlomowlxqjdhu 89 21 . . . work_wgi74n6oavhdxhlomowlxqjdhu 90 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 90 2 generative generative JJ work_wgi74n6oavhdxhlomowlxqjdhu 90 3 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 90 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 90 5 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 90 6 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 90 7 HMMs hmm NNS work_wgi74n6oavhdxhlomowlxqjdhu 90 8 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 90 9 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 90 10 3.1 3.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 90 11 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 90 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 90 13 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 90 14 need need VBP work_wgi74n6oavhdxhlomowlxqjdhu 90 15 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 90 16 define define VB work_wgi74n6oavhdxhlomowlxqjdhu 90 17 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 90 18 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 90 19 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 90 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 91 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 91 2 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 91 3 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 91 4 gen- gen- NN work_wgi74n6oavhdxhlomowlxqjdhu 91 5 erative erative JJ work_wgi74n6oavhdxhlomowlxqjdhu 91 6 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 91 7 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 91 8 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 91 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 91 10 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 91 11 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 91 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 91 13 type- type- NNP work_wgi74n6oavhdxhlomowlxqjdhu 91 14 constrained constrain VBD work_wgi74n6oavhdxhlomowlxqjdhu 91 15 lattice.3 lattice.3 NNP work_wgi74n6oavhdxhlomowlxqjdhu 91 16 At at IN work_wgi74n6oavhdxhlomowlxqjdhu 91 17 prediction prediction NN work_wgi74n6oavhdxhlomowlxqjdhu 91 18 time time NN work_wgi74n6oavhdxhlomowlxqjdhu 91 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 91 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 91 21 both both CC work_wgi74n6oavhdxhlomowlxqjdhu 91 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 91 23 discriminative discriminative NN work_wgi74n6oavhdxhlomowlxqjdhu 91 24 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 91 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 91 26 generative generative JJ work_wgi74n6oavhdxhlomowlxqjdhu 91 27 cases case NNS work_wgi74n6oavhdxhlomowlxqjdhu 91 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 91 29 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 91 30 find find VBP work_wgi74n6oavhdxhlomowlxqjdhu 91 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 91 32 most most RBS work_wgi74n6oavhdxhlomowlxqjdhu 91 33 likely likely JJ work_wgi74n6oavhdxhlomowlxqjdhu 91 34 label label NN work_wgi74n6oavhdxhlomowlxqjdhu 91 35 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 91 36 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 91 37 Viterbi Viterbi NNP work_wgi74n6oavhdxhlomowlxqjdhu 91 38 decoding decode VBG work_wgi74n6oavhdxhlomowlxqjdhu 91 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 92 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 92 2 discriminative discriminative JJ work_wgi74n6oavhdxhlomowlxqjdhu 92 3 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 92 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 92 5 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 92 6 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 92 7 CRFs CRFs NNP work_wgi74n6oavhdxhlomowlxqjdhu 92 8 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 92 9 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 92 10 3.2 3.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 92 11 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 92 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 92 13 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 92 14 need need VBP work_wgi74n6oavhdxhlomowlxqjdhu 92 15 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 92 16 define define VB work_wgi74n6oavhdxhlomowlxqjdhu 92 17 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 92 18 lattices lattice NNS work_wgi74n6oavhdxhlomowlxqjdhu 92 19 : : : work_wgi74n6oavhdxhlomowlxqjdhu 92 20 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 92 21 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 92 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 92 23 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 92 24 moves move VBZ work_wgi74n6oavhdxhlomowlxqjdhu 92 25 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 92 26 mass mass NN work_wgi74n6oavhdxhlomowlxqjdhu 92 27 towards towards IN work_wgi74n6oavhdxhlomowlxqjdhu 92 28 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 92 29 another another DT work_wgi74n6oavhdxhlomowlxqjdhu 92 30 one one NN work_wgi74n6oavhdxhlomowlxqjdhu 92 31 defining define VBG work_wgi74n6oavhdxhlomowlxqjdhu 92 32 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 92 33 overall overall JJ work_wgi74n6oavhdxhlomowlxqjdhu 92 34 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 92 35 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 92 36 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 92 37 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 92 38 partition partition NN work_wgi74n6oavhdxhlomowlxqjdhu 92 39 func- func- JJ work_wgi74n6oavhdxhlomowlxqjdhu 92 40 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 92 41 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 92 42 . . . work_wgi74n6oavhdxhlomowlxqjdhu 93 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 93 2 traditional traditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 3 supervised supervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 4 learning learning NN work_wgi74n6oavhdxhlomowlxqjdhu 93 5 without without IN work_wgi74n6oavhdxhlomowlxqjdhu 93 6 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 93 7 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 93 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 93 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 93 10 former former JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 11 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 93 12 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 93 13 trivial trivial JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 14 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 93 15 containing contain VBG work_wgi74n6oavhdxhlomowlxqjdhu 93 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 93 17 gold gold JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 18 standard standard JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 19 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 93 20 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 93 21 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 93 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 93 23 latter latter JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 24 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 93 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 93 26 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 93 27 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 93 28 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 93 29 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 93 30 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 93 31 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 93 32 spanning span VBG work_wgi74n6oavhdxhlomowlxqjdhu 93 33 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 93 34 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 93 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 94 1 With with IN work_wgi74n6oavhdxhlomowlxqjdhu 94 2 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 94 3 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 94 4 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 94 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 94 6 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 94 7 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 94 8 move move VB work_wgi74n6oavhdxhlomowlxqjdhu 94 9 mass mass NN work_wgi74n6oavhdxhlomowlxqjdhu 94 10 towards towards IN work_wgi74n6oavhdxhlomowlxqjdhu 94 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 94 12 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 94 13 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 94 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 94 15 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 94 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 94 17 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 94 18 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 94 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 94 20 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 94 21 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 94 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 94 23 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 94 24 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 94 25 freely freely RB work_wgi74n6oavhdxhlomowlxqjdhu 94 26 distribute distribute VB work_wgi74n6oavhdxhlomowlxqjdhu 94 27 mass mass NN work_wgi74n6oavhdxhlomowlxqjdhu 94 28 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 94 29 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 94 30 paths path NNS work_wgi74n6oavhdxhlomowlxqjdhu 94 31 consistent consistent JJ work_wgi74n6oavhdxhlomowlxqjdhu 94 32 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 94 33 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 94 34 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 94 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 95 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 95 2 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 95 3 defining define VBG work_wgi74n6oavhdxhlomowlxqjdhu 95 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 95 5 partition partition NN work_wgi74n6oavhdxhlomowlxqjdhu 95 6 function function NN work_wgi74n6oavhdxhlomowlxqjdhu 95 7 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 95 8 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 95 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 95 10 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 95 11 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 95 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 95 13 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 95 14 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 95 15 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 95 16 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 95 17 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 95 18 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 95 19 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 95 20 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 95 21 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 95 22 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 95 23 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 95 24 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 95 25 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 95 26 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 95 27 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 95 28 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 95 29 consist consist VB work_wgi74n6oavhdxhlomowlxqjdhu 95 30 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 95 31 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 95 32 dictionary- dictionary- NNP work_wgi74n6oavhdxhlomowlxqjdhu 95 33 pruned pruned JJ work_wgi74n6oavhdxhlomowlxqjdhu 95 34 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 95 35 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 95 36 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 95 37 sans san NNS work_wgi74n6oavhdxhlomowlxqjdhu 95 38 Step Step NNP work_wgi74n6oavhdxhlomowlxqjdhu 95 39 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 95 40 above above RB work_wgi74n6oavhdxhlomowlxqjdhu 95 41 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 95 42 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 95 43 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 95 44 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 95 45 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 95 46 possibilities possibility NNS work_wgi74n6oavhdxhlomowlxqjdhu 95 47 shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 95 48 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 95 49 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 95 50 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 95 51 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 95 52 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 95 53 running run VBG work_wgi74n6oavhdxhlomowlxqjdhu 95 54 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 95 55 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 95 56 . . . work_wgi74n6oavhdxhlomowlxqjdhu 96 1 Figures figure NNS work_wgi74n6oavhdxhlomowlxqjdhu 96 2 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 96 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 96 4 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 96 5 provide provide VB work_wgi74n6oavhdxhlomowlxqjdhu 96 6 statistics statistic NNS work_wgi74n6oavhdxhlomowlxqjdhu 96 7 regarding regard VBG work_wgi74n6oavhdxhlomowlxqjdhu 96 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 96 9 supervision supervision NN work_wgi74n6oavhdxhlomowlxqjdhu 96 10 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 96 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 96 12 remaining remain VBG work_wgi74n6oavhdxhlomowlxqjdhu 96 13 ambiguity ambiguity NN work_wgi74n6oavhdxhlomowlxqjdhu 96 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 97 1 Fig- Fig- NNP work_wgi74n6oavhdxhlomowlxqjdhu 97 2 ure ure NNP work_wgi74n6oavhdxhlomowlxqjdhu 97 3 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 97 4 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 97 5 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 97 6 more more JJR work_wgi74n6oavhdxhlomowlxqjdhu 97 7 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 97 8 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 97 9 thirds third NNS work_wgi74n6oavhdxhlomowlxqjdhu 97 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 97 11 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 97 12 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 97 13 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 97 14 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 97 15 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 97 16 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 97 17 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 97 18 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 97 19 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 97 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 98 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 98 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 98 3 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 98 4 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 98 5 considerable considerable JJ work_wgi74n6oavhdxhlomowlxqjdhu 98 6 variation variation NN work_wgi74n6oavhdxhlomowlxqjdhu 98 7 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 98 8 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 98 9 : : : work_wgi74n6oavhdxhlomowlxqjdhu 98 10 Spanish Spanish NNP work_wgi74n6oavhdxhlomowlxqjdhu 98 11 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 98 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 98 13 highest high JJS work_wgi74n6oavhdxhlomowlxqjdhu 98 14 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 98 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 98 16 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 98 17 90 90 CD work_wgi74n6oavhdxhlomowlxqjdhu 98 18 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 98 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 98 20 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 98 21 Turk- Turk- NNP work_wgi74n6oavhdxhlomowlxqjdhu 98 22 ish ish NNP work_wgi74n6oavhdxhlomowlxqjdhu 98 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 98 24 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 98 25 agglutinative agglutinative JJ work_wgi74n6oavhdxhlomowlxqjdhu 98 26 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 98 27 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 98 28 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 98 29 vast vast JJ work_wgi74n6oavhdxhlomowlxqjdhu 98 30 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 98 31 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 98 32 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 98 33 forms form NNS work_wgi74n6oavhdxhlomowlxqjdhu 98 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 98 35 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 98 36 less less JJR work_wgi74n6oavhdxhlomowlxqjdhu 98 37 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 98 38 50 50 CD work_wgi74n6oavhdxhlomowlxqjdhu 98 39 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 98 40 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 98 41 . . . work_wgi74n6oavhdxhlomowlxqjdhu 99 1 Fig- Fig- NNP work_wgi74n6oavhdxhlomowlxqjdhu 99 2 ure ure NNP work_wgi74n6oavhdxhlomowlxqjdhu 99 3 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 99 4 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 99 5 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 99 6 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 99 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 99 8 substantial substantial JJ work_wgi74n6oavhdxhlomowlxqjdhu 99 9 uncertainty uncertainty NN work_wgi74n6oavhdxhlomowlxqjdhu 99 10 left leave VBN work_wgi74n6oavhdxhlomowlxqjdhu 99 11 after after IN work_wgi74n6oavhdxhlomowlxqjdhu 99 12 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 99 13 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 99 14 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 99 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 99 16 since since IN work_wgi74n6oavhdxhlomowlxqjdhu 99 17 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 99 18 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 99 19 rarely rarely RB work_wgi74n6oavhdxhlomowlxqjdhu 99 20 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 99 21 disambiguated disambiguate VBN work_wgi74n6oavhdxhlomowlxqjdhu 99 22 : : : work_wgi74n6oavhdxhlomowlxqjdhu 99 23 1.3 1.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 99 24 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 99 25 per per IN work_wgi74n6oavhdxhlomowlxqjdhu 99 26 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 99 27 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 99 28 allowed allow VBN work_wgi74n6oavhdxhlomowlxqjdhu 99 29 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 99 30 average average NN work_wgi74n6oavhdxhlomowlxqjdhu 99 31 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 99 32 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 99 33 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 99 34 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 99 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 100 1 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 100 2 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 100 3 further further JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 4 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 100 5 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 100 6 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 100 8 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 100 9 align- align- NN work_wgi74n6oavhdxhlomowlxqjdhu 100 10 ments ment NNS work_wgi74n6oavhdxhlomowlxqjdhu 100 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 100 12 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 13 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 100 14 about about IN work_wgi74n6oavhdxhlomowlxqjdhu 100 15 half half NN work_wgi74n6oavhdxhlomowlxqjdhu 100 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 100 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 100 18 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 100 19 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 100 20 most most JJS work_wgi74n6oavhdxhlomowlxqjdhu 100 21 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 100 22 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 100 23 Japanese Japanese NNP work_wgi74n6oavhdxhlomowlxqjdhu 100 24 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 100 25 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 100 26 notable notable JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 27 exception exception NN work_wgi74n6oavhdxhlomowlxqjdhu 100 28 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 100 29 3Other 3other JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 30 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 100 31 methods method NNS work_wgi74n6oavhdxhlomowlxqjdhu 100 32 exist exist VBP work_wgi74n6oavhdxhlomowlxqjdhu 100 33 as as RB work_wgi74n6oavhdxhlomowlxqjdhu 100 34 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 100 35 , , , work_wgi74n6oavhdxhlomowlxqjdhu 100 36 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 100 37 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 100 38 , , , work_wgi74n6oavhdxhlomowlxqjdhu 100 39 con- con- NNP work_wgi74n6oavhdxhlomowlxqjdhu 100 40 trastive trastive JJ work_wgi74n6oavhdxhlomowlxqjdhu 100 41 estimation estimation NN work_wgi74n6oavhdxhlomowlxqjdhu 100 42 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 100 43 Smith Smith NNP work_wgi74n6oavhdxhlomowlxqjdhu 100 44 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 100 45 Eisner Eisner NNP work_wgi74n6oavhdxhlomowlxqjdhu 100 46 , , , work_wgi74n6oavhdxhlomowlxqjdhu 100 47 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 100 48 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 100 49 . . . work_wgi74n6oavhdxhlomowlxqjdhu 101 1 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 2 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 3 50 50 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 4 75 75 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 5 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 6 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 7 bg bg NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 8 cs cs NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 9 da da NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 10 de de FW work_wgi74n6oavhdxhlomowlxqjdhu 101 11 el el NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 12 es es NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 13 fr fr IN work_wgi74n6oavhdxhlomowlxqjdhu 101 14 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 101 15 ja ja NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 16 nl nl NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 17 pt pt UH work_wgi74n6oavhdxhlomowlxqjdhu 101 18 sl sl UH work_wgi74n6oavhdxhlomowlxqjdhu 101 19 sv sv NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 20 tr tr UH work_wgi74n6oavhdxhlomowlxqjdhu 101 21 zh zh NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 22 P P NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 23 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 24 rc rc NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 25 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 26 n n NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 27 t t NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 28 o o XX work_wgi74n6oavhdxhlomowlxqjdhu 101 29 f f NN work_wgi74n6oavhdxhlomowlxqjdhu 101 30 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 101 31 k k NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 32 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 33 n n NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 34 s s NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 35 c c NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 36 o o NN work_wgi74n6oavhdxhlomowlxqjdhu 101 37 v v NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 38 e e NN work_wgi74n6oavhdxhlomowlxqjdhu 101 39 re re NN work_wgi74n6oavhdxhlomowlxqjdhu 101 40 d d NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 41 Token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 101 42 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 101 43 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 44 Projected Projected NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 45 Projected+Filtered Projected+Filtered NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 46 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 101 47 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 101 48 : : : work_wgi74n6oavhdxhlomowlxqjdhu 101 49 Wiktionary wiktionary NN work_wgi74n6oavhdxhlomowlxqjdhu 101 50 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 101 51 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 101 52 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 101 53 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 101 54 . . . work_wgi74n6oavhdxhlomowlxqjdhu 102 1 Shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 102 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 102 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 102 4 percentage percentage NN work_wgi74n6oavhdxhlomowlxqjdhu 102 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 102 6 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 102 7 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 102 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 102 9 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 102 10 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 102 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 102 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 102 13 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 102 14 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 102 15 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 102 16 covered cover VBN work_wgi74n6oavhdxhlomowlxqjdhu 102 17 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 102 18 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 102 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 102 20 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 102 21 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 102 22 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 102 23 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 102 24 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 102 25 , , , work_wgi74n6oavhdxhlomowlxqjdhu 102 26 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 102 27 that that DT work_wgi74n6oavhdxhlomowlxqjdhu 102 28 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 102 29 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 102 30 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 102 31 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 102 32 after after IN work_wgi74n6oavhdxhlomowlxqjdhu 102 33 intersecting intersect VBG work_wgi74n6oavhdxhlomowlxqjdhu 102 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 102 35 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 102 36 . . . work_wgi74n6oavhdxhlomowlxqjdhu 103 1 0.0 0.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 103 2 0.5 0.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 103 3 1.0 1.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 103 4 1.5 1.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 103 5 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 6 bg bg NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 7 cs cs NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 8 da da NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 9 de de FW work_wgi74n6oavhdxhlomowlxqjdhu 103 10 el el NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 11 es es NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 12 fr fr IN work_wgi74n6oavhdxhlomowlxqjdhu 103 13 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 103 14 ja ja NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 15 nl nl NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 16 pt pt UH work_wgi74n6oavhdxhlomowlxqjdhu 103 17 sl sl UH work_wgi74n6oavhdxhlomowlxqjdhu 103 18 sv sv NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 19 tr tr NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 20 zh zh NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 21 N N NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 22 u u NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 23 m m NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 24 b b NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 25 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 26 r r NN work_wgi74n6oavhdxhlomowlxqjdhu 103 27 o o NN work_wgi74n6oavhdxhlomowlxqjdhu 103 28 f f NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 29 ta ta NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 30 g g NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 31 s s NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 32 p p NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 33 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 34 r r NN work_wgi74n6oavhdxhlomowlxqjdhu 103 35 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 103 36 k k NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 37 e e NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 38 n n NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 39 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 40 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 103 41 : : : work_wgi74n6oavhdxhlomowlxqjdhu 103 42 Average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 103 43 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 103 44 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 103 45 licensed license VBN work_wgi74n6oavhdxhlomowlxqjdhu 103 46 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 103 47 per per IN work_wgi74n6oavhdxhlomowlxqjdhu 103 48 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 103 49 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 103 50 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 103 51 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 103 52 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 103 53 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 103 54 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 103 55 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 103 56 , , , work_wgi74n6oavhdxhlomowlxqjdhu 103 57 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 103 58 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 103 59 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 103 60 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 103 61 . . . work_wgi74n6oavhdxhlomowlxqjdhu 104 1 less less JJR work_wgi74n6oavhdxhlomowlxqjdhu 104 2 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 104 3 30 30 CD work_wgi74n6oavhdxhlomowlxqjdhu 104 4 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 104 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 104 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 104 7 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 104 8 covered cover VBN work_wgi74n6oavhdxhlomowlxqjdhu 104 9 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 104 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 105 1 Intersecting intersect VBG work_wgi74n6oavhdxhlomowlxqjdhu 105 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 3 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 105 4 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 105 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 7 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 105 8 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 105 10 Step step NN work_wgi74n6oavhdxhlomowlxqjdhu 105 11 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 105 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 105 13 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 105 14 above above IN work_wgi74n6oavhdxhlomowlxqjdhu 105 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 105 16 filters filter NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 17 out out RP work_wgi74n6oavhdxhlomowlxqjdhu 105 18 some some DT work_wgi74n6oavhdxhlomowlxqjdhu 105 19 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 105 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 21 potentially potentially RB work_wgi74n6oavhdxhlomowlxqjdhu 105 22 erroneous erroneous JJ work_wgi74n6oavhdxhlomowlxqjdhu 105 23 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 105 25 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 105 26 preserves preserve VBZ work_wgi74n6oavhdxhlomowlxqjdhu 105 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 28 majority majority NN work_wgi74n6oavhdxhlomowlxqjdhu 105 29 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 105 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 31 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 105 32 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 33 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 105 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 35 remaining remain VBG work_wgi74n6oavhdxhlomowlxqjdhu 105 36 , , , work_wgi74n6oavhdxhlomowlxqjdhu 105 37 presumably presumably RB work_wgi74n6oavhdxhlomowlxqjdhu 105 38 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 105 39 accurate accurate JJ work_wgi74n6oavhdxhlomowlxqjdhu 105 40 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 105 41 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 42 cover cover VBP work_wgi74n6oavhdxhlomowlxqjdhu 105 43 almost almost RB work_wgi74n6oavhdxhlomowlxqjdhu 105 44 half half NN work_wgi74n6oavhdxhlomowlxqjdhu 105 45 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 105 46 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 105 47 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 105 48 , , , work_wgi74n6oavhdxhlomowlxqjdhu 105 49 greatly greatly RB work_wgi74n6oavhdxhlomowlxqjdhu 105 50 reducing reduce VBG work_wgi74n6oavhdxhlomowlxqjdhu 105 51 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 52 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 105 53 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 105 54 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 105 55 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 105 56 learner learner NN work_wgi74n6oavhdxhlomowlxqjdhu 105 57 needs need VBZ work_wgi74n6oavhdxhlomowlxqjdhu 105 58 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 105 59 explore explore VB work_wgi74n6oavhdxhlomowlxqjdhu 105 60 . . . work_wgi74n6oavhdxhlomowlxqjdhu 106 1 3 3 LS work_wgi74n6oavhdxhlomowlxqjdhu 106 2 Models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 106 3 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 106 4 Coupled Coupled NNP work_wgi74n6oavhdxhlomowlxqjdhu 106 5 Constraints Constraints NNPS work_wgi74n6oavhdxhlomowlxqjdhu 106 6 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 106 7 now now RB work_wgi74n6oavhdxhlomowlxqjdhu 106 8 formally formally RB work_wgi74n6oavhdxhlomowlxqjdhu 106 9 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 106 10 how how WRB work_wgi74n6oavhdxhlomowlxqjdhu 106 11 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 106 12 couple couple VBP work_wgi74n6oavhdxhlomowlxqjdhu 106 13 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 106 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 106 15 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 106 16 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 106 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 106 18 how how WRB work_wgi74n6oavhdxhlomowlxqjdhu 106 19 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 106 20 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 106 21 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 106 22 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 106 23 con- con- NN work_wgi74n6oavhdxhlomowlxqjdhu 106 24 straints straint NNS work_wgi74n6oavhdxhlomowlxqjdhu 106 25 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 106 26 train train VB work_wgi74n6oavhdxhlomowlxqjdhu 106 27 probabilistic probabilistic JJ work_wgi74n6oavhdxhlomowlxqjdhu 106 28 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 106 29 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 106 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 107 1 Let let VB work_wgi74n6oavhdxhlomowlxqjdhu 107 2 x x NNS work_wgi74n6oavhdxhlomowlxqjdhu 107 3 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 107 4 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 107 5 x1x2 x1x2 ADD work_wgi74n6oavhdxhlomowlxqjdhu 107 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 108 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 109 1 .x|x| .x|x| LS work_wgi74n6oavhdxhlomowlxqjdhu 109 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 109 3 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 109 4 X X NNP work_wgi74n6oavhdxhlomowlxqjdhu 109 5 denote denote VBP work_wgi74n6oavhdxhlomowlxqjdhu 109 6 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 109 7 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 109 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 109 9 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 109 10 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 109 11 token token VBN work_wgi74n6oavhdxhlomowlxqjdhu 109 12 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 109 13 ∈V ∈V NNP work_wgi74n6oavhdxhlomowlxqjdhu 109 14 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 109 15 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 109 16 instance instance NN work_wgi74n6oavhdxhlomowlxqjdhu 109 17 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 109 18 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 109 19 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 109 20 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 109 21 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 109 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 109 23 vocabulary vocabulary NN work_wgi74n6oavhdxhlomowlxqjdhu 109 24 V v NN work_wgi74n6oavhdxhlomowlxqjdhu 109 25 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 109 26 let let VB work_wgi74n6oavhdxhlomowlxqjdhu 109 27 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 109 28 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 109 29 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 109 30 y1y2 y1y2 ADD work_wgi74n6oavhdxhlomowlxqjdhu 109 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 110 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 111 1 .y|x| .y|x| LS work_wgi74n6oavhdxhlomowlxqjdhu 111 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 111 3 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 4 Y Y NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 5 de- de- DT work_wgi74n6oavhdxhlomowlxqjdhu 111 6 note note VBP work_wgi74n6oavhdxhlomowlxqjdhu 111 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 111 8 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 111 9 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 111 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 111 11 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 111 12 yi yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 13 ∈T ∈T NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 14 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 111 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 111 16 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 111 17 assigned assign VBN work_wgi74n6oavhdxhlomowlxqjdhu 111 18 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 111 19 token token VB work_wgi74n6oavhdxhlomowlxqjdhu 111 20 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 21 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 111 22 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 111 23 denotes denote VBZ work_wgi74n6oavhdxhlomowlxqjdhu 111 24 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 111 25 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 111 26 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 111 27 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 111 28 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 111 29 part- part- NNS work_wgi74n6oavhdxhlomowlxqjdhu 111 30 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 111 31 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 111 32 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 111 33 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 111 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 112 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 112 2 denote denote VBP work_wgi74n6oavhdxhlomowlxqjdhu 112 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 112 4 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 112 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 112 6 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 112 7 admissible admissible JJ work_wgi74n6oavhdxhlomowlxqjdhu 112 8 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 112 9 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 112 10 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 112 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 112 12 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 112 13 x x VBN work_wgi74n6oavhdxhlomowlxqjdhu 112 14 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 112 15 Y(x y(x PRP work_wgi74n6oavhdxhlomowlxqjdhu 112 16 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 112 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 113 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 113 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 113 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 113 4 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 113 5 inference inference NN work_wgi74n6oavhdxhlomowlxqjdhu 113 6 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 113 7 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 113 8 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 113 9 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 113 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 113 11 tagger tagger NN work_wgi74n6oavhdxhlomowlxqjdhu 113 12 operates operate VBZ work_wgi74n6oavhdxhlomowlxqjdhu 113 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 114 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 114 2 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 114 3 shall shall MD work_wgi74n6oavhdxhlomowlxqjdhu 114 4 see see VB work_wgi74n6oavhdxhlomowlxqjdhu 114 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 114 6 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 114 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 114 8 crucial crucial JJ work_wgi74n6oavhdxhlomowlxqjdhu 114 9 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 114 10 constrain constrain VB work_wgi74n6oavhdxhlomowlxqjdhu 114 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 114 12 size size NN work_wgi74n6oavhdxhlomowlxqjdhu 114 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 114 14 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 114 15 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 114 16 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 114 17 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 114 18 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 114 19 simplify simplify VB work_wgi74n6oavhdxhlomowlxqjdhu 114 20 learning learn VBG work_wgi74n6oavhdxhlomowlxqjdhu 114 21 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 114 22 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 114 23 incomplete incomplete JJ work_wgi74n6oavhdxhlomowlxqjdhu 114 24 supervision supervision NN work_wgi74n6oavhdxhlomowlxqjdhu 114 25 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 114 26 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 114 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 115 1 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 115 2 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 115 3 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 115 4 maps map VBZ work_wgi74n6oavhdxhlomowlxqjdhu 115 5 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 115 6 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 115 7 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 115 8 xj xj NN work_wgi74n6oavhdxhlomowlxqjdhu 115 9 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 115 10 V v NN work_wgi74n6oavhdxhlomowlxqjdhu 115 11 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 115 12 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 115 13 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 115 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 115 15 admissible admissible JJ work_wgi74n6oavhdxhlomowlxqjdhu 115 16 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 115 17 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 115 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 115 19 xj xj NNP work_wgi74n6oavhdxhlomowlxqjdhu 115 20 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 115 21 ⊆ ⊆ . work_wgi74n6oavhdxhlomowlxqjdhu 115 22 T t NN work_wgi74n6oavhdxhlomowlxqjdhu 115 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 116 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 116 2 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 116 3 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 116 4 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 116 5 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 116 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 116 7 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 116 8 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 116 9 allow allow VBP work_wgi74n6oavhdxhlomowlxqjdhu 116 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 116 11 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 116 12 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 116 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 116 14 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 116 15 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 116 16 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 116 17 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 116 18 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 116 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 116 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 116 21 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 116 22 paper paper NN work_wgi74n6oavhdxhlomowlxqjdhu 116 23 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 116 24 do do VBP work_wgi74n6oavhdxhlomowlxqjdhu 116 25 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 116 26 at- at- VB work_wgi74n6oavhdxhlomowlxqjdhu 116 27 tempt tempt VB work_wgi74n6oavhdxhlomowlxqjdhu 116 28 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 116 29 distinguish distinguish VB work_wgi74n6oavhdxhlomowlxqjdhu 116 30 closed closed JJ work_wgi74n6oavhdxhlomowlxqjdhu 116 31 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 116 32 class class NN work_wgi74n6oavhdxhlomowlxqjdhu 116 33 versus versus IN work_wgi74n6oavhdxhlomowlxqjdhu 116 34 open open JJ work_wgi74n6oavhdxhlomowlxqjdhu 116 35 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 116 36 class class NN work_wgi74n6oavhdxhlomowlxqjdhu 116 37 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 116 38 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 116 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 117 1 When when WRB work_wgi74n6oavhdxhlomowlxqjdhu 117 2 provided provide VBN work_wgi74n6oavhdxhlomowlxqjdhu 117 3 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 117 4 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 117 5 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 117 6 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 117 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 117 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 117 9 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 117 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 117 11 admissible admissible JJ work_wgi74n6oavhdxhlomowlxqjdhu 117 12 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 117 13 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 117 14 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 117 15 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 117 16 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 117 17 x x RBS work_wgi74n6oavhdxhlomowlxqjdhu 117 18 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 117 19 Y(x Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 117 20 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 117 21 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 117 22 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 117 23 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 117 24 x1 x1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 117 25 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 117 26 ×T ×T NNP work_wgi74n6oavhdxhlomowlxqjdhu 117 27 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 117 28 x2 x2 NNP work_wgi74n6oavhdxhlomowlxqjdhu 117 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 117 30 × × ADD work_wgi74n6oavhdxhlomowlxqjdhu 117 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 118 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 119 1 .×T .×T NFP work_wgi74n6oavhdxhlomowlxqjdhu 119 2 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 119 3 x|x| x|x| NNP work_wgi74n6oavhdxhlomowlxqjdhu 119 4 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 119 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 120 1 When when WRB work_wgi74n6oavhdxhlomowlxqjdhu 120 2 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 120 3 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 120 4 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 120 5 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 120 6 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 120 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 120 8 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 120 9 simply simply RB work_wgi74n6oavhdxhlomowlxqjdhu 120 10 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 120 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 120 12 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 120 13 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 120 14 Y(x y(x FW work_wgi74n6oavhdxhlomowlxqjdhu 120 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 120 16 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 120 17 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 120 18 |x| |x| NN work_wgi74n6oavhdxhlomowlxqjdhu 120 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 121 1 Let let VB work_wgi74n6oavhdxhlomowlxqjdhu 121 2 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 121 3 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 121 4 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 121 5 ỹ1ỹ2 ỹ1ỹ2 NN work_wgi74n6oavhdxhlomowlxqjdhu 121 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 122 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 123 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 124 1 ỹ|x| ỹ|x| LS work_wgi74n6oavhdxhlomowlxqjdhu 124 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 124 3 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 124 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 124 5 projected projected JJ work_wgi74n6oavhdxhlomowlxqjdhu 124 6 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 124 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 124 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 124 9 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 124 10 x. x. . work_wgi74n6oavhdxhlomowlxqjdhu 125 1 Note note VB work_wgi74n6oavhdxhlomowlxqjdhu 125 2 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 125 3 { { -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 125 4 ỹi ỹi NNP work_wgi74n6oavhdxhlomowlxqjdhu 125 5 } } -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 125 6 = = SYM work_wgi74n6oavhdxhlomowlxqjdhu 125 7 ∅ ∅ FW work_wgi74n6oavhdxhlomowlxqjdhu 125 8 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 125 9 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 125 10 without without IN work_wgi74n6oavhdxhlomowlxqjdhu 125 11 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 125 12 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 125 13 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 125 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 126 1 Next next RB work_wgi74n6oavhdxhlomowlxqjdhu 126 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 126 3 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 126 4 define define VBP work_wgi74n6oavhdxhlomowlxqjdhu 126 5 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 126 6 piecewise piecewise NN work_wgi74n6oavhdxhlomowlxqjdhu 126 7 operator operator NN work_wgi74n6oavhdxhlomowlxqjdhu 126 8 _ _ NNP work_wgi74n6oavhdxhlomowlxqjdhu 126 9 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 126 10 couples couple VBZ work_wgi74n6oavhdxhlomowlxqjdhu 126 11 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 126 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 126 13 Y(x Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 126 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 126 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 126 16 respect respect NN work_wgi74n6oavhdxhlomowlxqjdhu 126 17 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 126 18 every every DT work_wgi74n6oavhdxhlomowlxqjdhu 126 19 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 126 20 index index NN work_wgi74n6oavhdxhlomowlxqjdhu 126 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 126 22 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 126 23 results result VBZ work_wgi74n6oavhdxhlomowlxqjdhu 126 24 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 126 25 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 126 26 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 126 27 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 126 28 type- type- RB work_wgi74n6oavhdxhlomowlxqjdhu 126 29 constrained constrain VBD work_wgi74n6oavhdxhlomowlxqjdhu 126 30 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 126 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 127 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 127 2 operator operator NN work_wgi74n6oavhdxhlomowlxqjdhu 127 3 behaves behave VBZ work_wgi74n6oavhdxhlomowlxqjdhu 127 4 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 127 5 follows follow VBZ work_wgi74n6oavhdxhlomowlxqjdhu 127 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 127 7 coherent coherent JJ work_wgi74n6oavhdxhlomowlxqjdhu 127 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 127 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 127 10 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 127 11 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 127 12 description description NN work_wgi74n6oavhdxhlomowlxqjdhu 127 13 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 127 14 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 127 15 2.3 2.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 127 16 : : : work_wgi74n6oavhdxhlomowlxqjdhu 127 17 T̂ T̂ NNS work_wgi74n6oavhdxhlomowlxqjdhu 127 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 19 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 127 21 ỹi ỹi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 22 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 23 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 127 24 ỹi ỹi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 25 _ _ NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 26 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 27 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 28 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 30 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 127 31 { { -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 32 { { -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 33 ỹi ỹi NN work_wgi74n6oavhdxhlomowlxqjdhu 127 34 } } -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 35 if if IN work_wgi74n6oavhdxhlomowlxqjdhu 127 36 ỹi ỹi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 37 ∈T ∈t FW work_wgi74n6oavhdxhlomowlxqjdhu 127 38 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 39 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 40 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 41 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 42 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 43 xi xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 127 44 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 127 45 otherwise otherwise RB work_wgi74n6oavhdxhlomowlxqjdhu 127 46 . . . work_wgi74n6oavhdxhlomowlxqjdhu 128 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 128 2 denote denote VBP work_wgi74n6oavhdxhlomowlxqjdhu 128 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 128 4 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 128 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 128 6 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 128 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 128 8 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 128 9 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 128 10 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 128 11 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 128 13 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 128 15 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 128 16 T̂ T̂ NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 17 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 128 18 x1 x1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 128 20 ỹ1)×T̂ ỹ1)×T̂ NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 21 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 128 22 x2 x2 NNP work_wgi74n6oavhdxhlomowlxqjdhu 128 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 128 24 ỹ2)×. ỹ2)×. UH work_wgi74n6oavhdxhlomowlxqjdhu 129 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 130 1 .×T̂ .×T̂ NFP work_wgi74n6oavhdxhlomowlxqjdhu 130 2 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 130 3 x|x| x|x| NNP work_wgi74n6oavhdxhlomowlxqjdhu 130 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 130 5 ỹ|x| ỹ|x| NN work_wgi74n6oavhdxhlomowlxqjdhu 130 6 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 130 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 131 1 Note note VB work_wgi74n6oavhdxhlomowlxqjdhu 131 2 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 131 3 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 131 4 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 131 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 131 6 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 131 7 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 131 8 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 131 9 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 131 10 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 131 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 131 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 131 13 dictionary dictionary RB work_wgi74n6oavhdxhlomowlxqjdhu 131 14 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 131 15 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 131 16 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 131 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 131 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 131 19 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 131 20 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 131 21 cou- cou- NNS work_wgi74n6oavhdxhlomowlxqjdhu 131 22 pled plead VBN work_wgi74n6oavhdxhlomowlxqjdhu 131 23 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 131 24 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 131 25 identical identical JJ work_wgi74n6oavhdxhlomowlxqjdhu 131 26 , , , work_wgi74n6oavhdxhlomowlxqjdhu 131 27 that that RB work_wgi74n6oavhdxhlomowlxqjdhu 131 28 is is RB work_wgi74n6oavhdxhlomowlxqjdhu 131 29 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 131 30 , , , work_wgi74n6oavhdxhlomowlxqjdhu 131 31 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 131 32 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 131 33 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 131 34 Y(x y(x NN work_wgi74n6oavhdxhlomowlxqjdhu 131 35 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 131 36 . . . work_wgi74n6oavhdxhlomowlxqjdhu 132 1 3.1 3.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 132 2 HMMs hmm NNS work_wgi74n6oavhdxhlomowlxqjdhu 132 3 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 132 4 Coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 132 5 Constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 132 6 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 132 7 first first JJ work_wgi74n6oavhdxhlomowlxqjdhu 132 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 132 9 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 132 10 hidden hide VBN work_wgi74n6oavhdxhlomowlxqjdhu 132 11 Markov Markov NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 12 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 132 13 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 132 14 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 132 16 specifies specify VBZ work_wgi74n6oavhdxhlomowlxqjdhu 132 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 132 18 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 132 19 distribution distribution NN work_wgi74n6oavhdxhlomowlxqjdhu 132 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 132 21 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 132 22 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 132 23 x x SYM work_wgi74n6oavhdxhlomowlxqjdhu 132 24 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 25 X x NN work_wgi74n6oavhdxhlomowlxqjdhu 132 26 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 132 27 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 132 28 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 132 29 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 132 30 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 132 31 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 32 ∈Y(x ∈Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 33 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 132 34 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 132 35 : : : work_wgi74n6oavhdxhlomowlxqjdhu 132 36 pβ(x pβ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 37 , , , work_wgi74n6oavhdxhlomowlxqjdhu 132 38 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 39 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 132 40 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 132 41 |x|∏ |x|∏ ADD work_wgi74n6oavhdxhlomowlxqjdhu 132 42 i=1 i=1 JJ work_wgi74n6oavhdxhlomowlxqjdhu 132 43 pβ(xi pβ(xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 44 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 45 yi)︸ yi)︸ NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 46 ︷︷ ︷︷ NN work_wgi74n6oavhdxhlomowlxqjdhu 132 47 ︸ ︸ JJ work_wgi74n6oavhdxhlomowlxqjdhu 132 48 emission emission NN work_wgi74n6oavhdxhlomowlxqjdhu 132 49 pβ(yi pβ(yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 50 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 51 yi−1)︸ yi−1)︸ NNP work_wgi74n6oavhdxhlomowlxqjdhu 132 52 ︷︷ ︷︷ NN work_wgi74n6oavhdxhlomowlxqjdhu 132 53 ︸ ︸ JJ work_wgi74n6oavhdxhlomowlxqjdhu 132 54 transition transition NN work_wgi74n6oavhdxhlomowlxqjdhu 132 55 . . . work_wgi74n6oavhdxhlomowlxqjdhu 133 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 133 2 follow follow VBP work_wgi74n6oavhdxhlomowlxqjdhu 133 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 133 4 recent recent JJ work_wgi74n6oavhdxhlomowlxqjdhu 133 5 trend trend NN work_wgi74n6oavhdxhlomowlxqjdhu 133 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 133 7 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 133 8 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 133 9 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 133 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 133 11 linear linear NN work_wgi74n6oavhdxhlomowlxqjdhu 133 12 parametrization parametrization NN work_wgi74n6oavhdxhlomowlxqjdhu 133 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 133 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 133 15 emission emission NN work_wgi74n6oavhdxhlomowlxqjdhu 133 16 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 133 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 133 18 transition transition NN work_wgi74n6oavhdxhlomowlxqjdhu 133 19 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 133 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 133 21 instead instead RB work_wgi74n6oavhdxhlomowlxqjdhu 133 22 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 133 23 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 133 24 multinomial multinomial JJ work_wgi74n6oavhdxhlomowlxqjdhu 133 25 parametriza- parametriza- NN work_wgi74n6oavhdxhlomowlxqjdhu 133 26 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 133 27 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 133 28 Chen Chen NNP work_wgi74n6oavhdxhlomowlxqjdhu 133 29 , , , work_wgi74n6oavhdxhlomowlxqjdhu 133 30 2003 2003 CD work_wgi74n6oavhdxhlomowlxqjdhu 133 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 133 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 134 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 134 2 allows allow VBZ work_wgi74n6oavhdxhlomowlxqjdhu 134 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 134 4 parameters parameter VBZ work_wgi74n6oavhdxhlomowlxqjdhu 134 5 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 134 6 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 134 7 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 134 8 shared share VBN work_wgi74n6oavhdxhlomowlxqjdhu 134 9 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 134 10 categorical categorical JJ work_wgi74n6oavhdxhlomowlxqjdhu 134 11 events event NNS work_wgi74n6oavhdxhlomowlxqjdhu 134 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 134 13 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 134 14 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 134 15 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 134 16 shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 134 17 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 134 18 give give VB work_wgi74n6oavhdxhlomowlxqjdhu 134 19 superior superior JJ work_wgi74n6oavhdxhlomowlxqjdhu 134 20 performance performance NN work_wgi74n6oavhdxhlomowlxqjdhu 134 21 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 134 22 Berg- Berg- NNP work_wgi74n6oavhdxhlomowlxqjdhu 134 23 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 134 24 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 134 25 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 134 26 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 134 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 134 28 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 134 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 134 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 135 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 135 2 categorical categorical JJ work_wgi74n6oavhdxhlomowlxqjdhu 135 3 emission emission NN work_wgi74n6oavhdxhlomowlxqjdhu 135 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 135 5 transition transition NN work_wgi74n6oavhdxhlomowlxqjdhu 135 6 events event NNS work_wgi74n6oavhdxhlomowlxqjdhu 135 7 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 135 8 represented represent VBN work_wgi74n6oavhdxhlomowlxqjdhu 135 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 135 10 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 135 11 vec- vec- NN work_wgi74n6oavhdxhlomowlxqjdhu 135 12 tors tor NNS work_wgi74n6oavhdxhlomowlxqjdhu 135 13 φ(xi φ(xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 135 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 135 15 yi yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 135 16 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 135 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 135 18 φ(yi φ(yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 135 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 135 20 yi−1 yi−1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 135 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 135 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 136 1 Each each DT work_wgi74n6oavhdxhlomowlxqjdhu 136 2 element element NN work_wgi74n6oavhdxhlomowlxqjdhu 136 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 136 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 136 5 parameter parameter NN work_wgi74n6oavhdxhlomowlxqjdhu 136 6 vector vector NN work_wgi74n6oavhdxhlomowlxqjdhu 136 7 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 8 corresponds correspond VBZ work_wgi74n6oavhdxhlomowlxqjdhu 136 9 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 136 10 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 136 11 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 136 12 fea- fea- NN work_wgi74n6oavhdxhlomowlxqjdhu 136 13 ture ture NN work_wgi74n6oavhdxhlomowlxqjdhu 136 14 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 136 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 136 16 component component NN work_wgi74n6oavhdxhlomowlxqjdhu 136 17 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 136 18 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 136 19 linear linear NN work_wgi74n6oavhdxhlomowlxqjdhu 136 20 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 136 21 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 136 22 : : : work_wgi74n6oavhdxhlomowlxqjdhu 136 23 pβ(xi pβ(xi NNS work_wgi74n6oavhdxhlomowlxqjdhu 136 24 | | NNS work_wgi74n6oavhdxhlomowlxqjdhu 136 25 yi yi NNS work_wgi74n6oavhdxhlomowlxqjdhu 136 26 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 27 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 136 28 exp exp NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 29 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 30 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 31 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 136 32 φ(xi φ(xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 33 , , , work_wgi74n6oavhdxhlomowlxqjdhu 136 34 yi yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 35 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 36 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 37 ∑ ∑ . work_wgi74n6oavhdxhlomowlxqjdhu 136 38 x′i∈V x′i∈V NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 39 exp exp NN work_wgi74n6oavhdxhlomowlxqjdhu 136 40 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 41 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 42 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 136 43 φ(x′i φ(x′i NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 44 , , , work_wgi74n6oavhdxhlomowlxqjdhu 136 45 yi yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 46 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 47 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 48 , , , work_wgi74n6oavhdxhlomowlxqjdhu 136 49 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 136 50 pβ(yi pβ(yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 51 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 52 yi−1 yi−1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 53 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 54 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 136 55 exp exp NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 56 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 57 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 58 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 136 59 φ(yi φ(yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 60 , , , work_wgi74n6oavhdxhlomowlxqjdhu 136 61 yi−1 yi−1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 62 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 63 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 64 ∑ ∑ . work_wgi74n6oavhdxhlomowlxqjdhu 136 65 y′i∈T y′i∈T NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 66 exp exp NN work_wgi74n6oavhdxhlomowlxqjdhu 136 67 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 68 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 69 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 136 70 φ(y′i φ(y′i NNP work_wgi74n6oavhdxhlomowlxqjdhu 136 71 , , , work_wgi74n6oavhdxhlomowlxqjdhu 136 72 yi−1 yi−1 NN work_wgi74n6oavhdxhlomowlxqjdhu 136 73 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 74 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 136 75 . . . work_wgi74n6oavhdxhlomowlxqjdhu 137 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 137 2 maximum maximum JJ work_wgi74n6oavhdxhlomowlxqjdhu 137 3 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 137 4 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 137 5 estimation estimation NN work_wgi74n6oavhdxhlomowlxqjdhu 137 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 137 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 137 8 parameters parameter NNS work_wgi74n6oavhdxhlomowlxqjdhu 137 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 137 10 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 137 11 seek seek VBP work_wgi74n6oavhdxhlomowlxqjdhu 137 12 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 137 13 maximize maximize VB work_wgi74n6oavhdxhlomowlxqjdhu 137 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 137 15 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 137 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 137 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 137 18 observed observed JJ work_wgi74n6oavhdxhlomowlxqjdhu 137 19 parts part NNS work_wgi74n6oavhdxhlomowlxqjdhu 137 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 137 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 137 22 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 137 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 138 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 138 2 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 138 3 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 138 4 need need VBP work_wgi74n6oavhdxhlomowlxqjdhu 138 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 138 6 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 138 7 marginal marginal JJ work_wgi74n6oavhdxhlomowlxqjdhu 138 8 distribution distribution NN work_wgi74n6oavhdxhlomowlxqjdhu 138 9 pβ(x pβ(x NN work_wgi74n6oavhdxhlomowlxqjdhu 138 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 11 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 13 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 138 17 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 138 18 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 138 19 x x NN work_wgi74n6oavhdxhlomowlxqjdhu 138 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 21 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 138 22 its -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 138 23 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 138 24 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 138 25 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 138 26 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 28 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 30 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 31 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 138 32 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 138 33 obtained obtain VBN work_wgi74n6oavhdxhlomowlxqjdhu 138 34 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 138 35 marginalizing marginalize VBG work_wgi74n6oavhdxhlomowlxqjdhu 138 36 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 138 37 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 138 38 consistent consistent JJ work_wgi74n6oavhdxhlomowlxqjdhu 138 39 outputs output NNS work_wgi74n6oavhdxhlomowlxqjdhu 138 40 : : : work_wgi74n6oavhdxhlomowlxqjdhu 138 41 pβ(x pβ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 42 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 43 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 44 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 45 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 46 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 47 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 48 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 138 49 ∑ ∑ . work_wgi74n6oavhdxhlomowlxqjdhu 138 50 y∈Ŷ(x y∈ŷ(x XX work_wgi74n6oavhdxhlomowlxqjdhu 138 51 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 52 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 53 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 54 pβ(x pβ(x VBD work_wgi74n6oavhdxhlomowlxqjdhu 138 55 , , , work_wgi74n6oavhdxhlomowlxqjdhu 138 56 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 138 57 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 138 58 . . . work_wgi74n6oavhdxhlomowlxqjdhu 139 1 If if IN work_wgi74n6oavhdxhlomowlxqjdhu 139 2 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 139 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 139 4 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 139 5 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 139 6 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 139 7 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 139 8 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 139 9 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 139 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 11 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 139 12 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 139 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 14 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 139 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 139 16 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 139 17 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 139 18 |x| |x| NN work_wgi74n6oavhdxhlomowlxqjdhu 139 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 139 21 thus thus RB work_wgi74n6oavhdxhlomowlxqjdhu 139 22 pβ(x pβ(x VBN work_wgi74n6oavhdxhlomowlxqjdhu 139 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 24 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 139 25 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 26 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 139 27 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 139 28 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 139 29 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 139 30 pβ(x pβ(x NN work_wgi74n6oavhdxhlomowlxqjdhu 139 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 139 32 , , , work_wgi74n6oavhdxhlomowlxqjdhu 139 33 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 139 34 reduces reduce VBZ work_wgi74n6oavhdxhlomowlxqjdhu 139 35 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 139 36 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 139 37 unsupervised unsupervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 139 38 learning learning NN work_wgi74n6oavhdxhlomowlxqjdhu 139 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 140 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 140 2 ` ` '' work_wgi74n6oavhdxhlomowlxqjdhu 140 3 2-regularized 2-regularized CD work_wgi74n6oavhdxhlomowlxqjdhu 140 4 marginal marginal JJ work_wgi74n6oavhdxhlomowlxqjdhu 140 5 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 140 6 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 140 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 140 8 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 140 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 140 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 140 11 constrained constrained JJ work_wgi74n6oavhdxhlomowlxqjdhu 140 12 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 140 13 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 140 14 D d NN work_wgi74n6oavhdxhlomowlxqjdhu 140 15 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 140 16 { { -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 17 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 18 x(i x(i NNP work_wgi74n6oavhdxhlomowlxqjdhu 140 19 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 140 21 ỹ(i))}ni=1 ỹ(i))}ni=1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 140 22 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 140 23 : : : work_wgi74n6oavhdxhlomowlxqjdhu 140 24 L(β;D L(β;D NNP work_wgi74n6oavhdxhlomowlxqjdhu 140 25 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 26 = = SYM work_wgi74n6oavhdxhlomowlxqjdhu 140 27 n∑ n∑ VB work_wgi74n6oavhdxhlomowlxqjdhu 140 28 i=1 i=1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 140 29 log log NNP work_wgi74n6oavhdxhlomowlxqjdhu 140 30 pβ(x pβ(x NN work_wgi74n6oavhdxhlomowlxqjdhu 140 31 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 32 i),Ŷ(x(i i),ŷ(x(i NN work_wgi74n6oavhdxhlomowlxqjdhu 140 33 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 140 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 140 35 ỹ(i)))−γ‖β‖22 ỹ(i)))−γ‖β‖22 ADD work_wgi74n6oavhdxhlomowlxqjdhu 140 36 . . . work_wgi74n6oavhdxhlomowlxqjdhu 141 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 141 2 1 1 LS work_wgi74n6oavhdxhlomowlxqjdhu 141 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 141 4 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 141 5 follow follow VBP work_wgi74n6oavhdxhlomowlxqjdhu 141 6 Berg Berg NNP work_wgi74n6oavhdxhlomowlxqjdhu 141 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 141 8 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 141 9 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 141 10 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 141 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 142 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 142 2 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 142 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 142 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 142 5 take take VB work_wgi74n6oavhdxhlomowlxqjdhu 142 6 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 142 7 direct direct JJ work_wgi74n6oavhdxhlomowlxqjdhu 142 8 gradient gradient NN work_wgi74n6oavhdxhlomowlxqjdhu 142 9 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 142 10 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 142 11 optimizing optimize VBG work_wgi74n6oavhdxhlomowlxqjdhu 142 12 Eq Eq NNP work_wgi74n6oavhdxhlomowlxqjdhu 142 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 143 1 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 143 2 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 143 3 L L NNP work_wgi74n6oavhdxhlomowlxqjdhu 143 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 143 5 BFGS BFGS NNP work_wgi74n6oavhdxhlomowlxqjdhu 143 6 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 143 7 Liu Liu NNP work_wgi74n6oavhdxhlomowlxqjdhu 143 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 143 9 Nocedal Nocedal NNP work_wgi74n6oavhdxhlomowlxqjdhu 143 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 143 11 1989 1989 CD work_wgi74n6oavhdxhlomowlxqjdhu 143 12 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 143 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 144 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 144 2 set set VBP work_wgi74n6oavhdxhlomowlxqjdhu 144 3 γ γ NNS work_wgi74n6oavhdxhlomowlxqjdhu 144 4 = = SYM work_wgi74n6oavhdxhlomowlxqjdhu 144 5 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 144 6 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 144 7 run run VB work_wgi74n6oavhdxhlomowlxqjdhu 144 8 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 144 9 iterations iteration NNS work_wgi74n6oavhdxhlomowlxqjdhu 144 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 144 11 L l NN work_wgi74n6oavhdxhlomowlxqjdhu 144 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 144 13 BFGS BFGS NNP work_wgi74n6oavhdxhlomowlxqjdhu 144 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 145 1 One one PRP work_wgi74n6oavhdxhlomowlxqjdhu 145 2 could could MD work_wgi74n6oavhdxhlomowlxqjdhu 145 3 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 145 4 em- em- VB work_wgi74n6oavhdxhlomowlxqjdhu 145 5 ploy ploy VB work_wgi74n6oavhdxhlomowlxqjdhu 145 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 145 7 Expectation Expectation NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 145 9 Maximization Maximization NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 10 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 145 11 EM EM NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 12 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 145 13 algorithm algorithm NN work_wgi74n6oavhdxhlomowlxqjdhu 145 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 145 15 Dempster Dempster NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 16 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 17 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 18 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 145 20 1977 1977 CD work_wgi74n6oavhdxhlomowlxqjdhu 145 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 145 22 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 145 23 optimize optimize VB work_wgi74n6oavhdxhlomowlxqjdhu 145 24 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 145 25 objective objective NN work_wgi74n6oavhdxhlomowlxqjdhu 145 26 , , , work_wgi74n6oavhdxhlomowlxqjdhu 145 27 al- al- XX work_wgi74n6oavhdxhlomowlxqjdhu 145 28 though though IN work_wgi74n6oavhdxhlomowlxqjdhu 145 29 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 145 30 relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 31 merits merit NNS work_wgi74n6oavhdxhlomowlxqjdhu 145 32 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 145 33 EM EM NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 34 versus versus IN work_wgi74n6oavhdxhlomowlxqjdhu 145 35 direct direct JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 36 gradi- gradi- FW work_wgi74n6oavhdxhlomowlxqjdhu 145 37 ent ent NN work_wgi74n6oavhdxhlomowlxqjdhu 145 38 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 145 39 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 145 40 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 145 41 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 145 42 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 145 43 still still RB work_wgi74n6oavhdxhlomowlxqjdhu 145 44 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 145 45 topic topic NN work_wgi74n6oavhdxhlomowlxqjdhu 145 46 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 145 47 debate debate NN work_wgi74n6oavhdxhlomowlxqjdhu 145 48 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 145 49 Berg Berg NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 50 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 145 51 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 52 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 145 53 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 54 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 55 , , , work_wgi74n6oavhdxhlomowlxqjdhu 145 56 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 145 57 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 145 58 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 59 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 60 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 61 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 62 , , , work_wgi74n6oavhdxhlomowlxqjdhu 145 63 2012).4 2012).4 NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 64 Note note VB work_wgi74n6oavhdxhlomowlxqjdhu 145 65 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 145 66 since since IN work_wgi74n6oavhdxhlomowlxqjdhu 145 67 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 145 68 marginal marginal JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 69 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 145 70 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 145 71 non non JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 72 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 73 concave concave JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 74 , , , work_wgi74n6oavhdxhlomowlxqjdhu 145 75 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 145 76 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 145 77 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 145 78 guaranteed guarantee VBN work_wgi74n6oavhdxhlomowlxqjdhu 145 79 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 145 80 find find VB work_wgi74n6oavhdxhlomowlxqjdhu 145 81 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 145 82 local local JJ work_wgi74n6oavhdxhlomowlxqjdhu 145 83 maximum maximum NN work_wgi74n6oavhdxhlomowlxqjdhu 145 84 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 145 85 Eq Eq NNP work_wgi74n6oavhdxhlomowlxqjdhu 145 86 . . . work_wgi74n6oavhdxhlomowlxqjdhu 146 1 1 1 LS work_wgi74n6oavhdxhlomowlxqjdhu 146 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 147 1 After after IN work_wgi74n6oavhdxhlomowlxqjdhu 147 2 estimating estimate VBG work_wgi74n6oavhdxhlomowlxqjdhu 147 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 147 4 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 147 5 parameters parameter VBZ work_wgi74n6oavhdxhlomowlxqjdhu 147 6 β β NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 147 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 147 9 tag- tag- NN work_wgi74n6oavhdxhlomowlxqjdhu 147 10 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 147 11 y∗ y∗ PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 147 12 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 13 Y(x Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 147 15 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 147 16 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 147 17 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 147 18 x x LS work_wgi74n6oavhdxhlomowlxqjdhu 147 19 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 20 X x NN work_wgi74n6oavhdxhlomowlxqjdhu 147 21 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 147 22 pre- pre- RB work_wgi74n6oavhdxhlomowlxqjdhu 147 23 dicted dicte VBN work_wgi74n6oavhdxhlomowlxqjdhu 147 24 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 147 25 choosing choose VBG work_wgi74n6oavhdxhlomowlxqjdhu 147 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 147 27 one one NN work_wgi74n6oavhdxhlomowlxqjdhu 147 28 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 147 29 maximal maximal JJ work_wgi74n6oavhdxhlomowlxqjdhu 147 30 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 147 31 prob- prob- JJ work_wgi74n6oavhdxhlomowlxqjdhu 147 32 ability ability NN work_wgi74n6oavhdxhlomowlxqjdhu 147 33 : : : work_wgi74n6oavhdxhlomowlxqjdhu 147 34 y∗ y∗ NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 35 ← ← NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 36 arg arg NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 37 max max NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 38 y∈Y(x y∈Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 39 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 147 40 pβ(x pβ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 41 , , , work_wgi74n6oavhdxhlomowlxqjdhu 147 42 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 147 43 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 147 44 . . . work_wgi74n6oavhdxhlomowlxqjdhu 148 1 4We 4we CD work_wgi74n6oavhdxhlomowlxqjdhu 148 2 trained train VBD work_wgi74n6oavhdxhlomowlxqjdhu 148 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 148 4 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 148 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 148 6 EM EM NNP work_wgi74n6oavhdxhlomowlxqjdhu 148 7 as as RB work_wgi74n6oavhdxhlomowlxqjdhu 148 8 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 148 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 148 10 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 148 11 achieved achieve VBD work_wgi74n6oavhdxhlomowlxqjdhu 148 12 better well JJR work_wgi74n6oavhdxhlomowlxqjdhu 148 13 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 148 14 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 148 15 direct direct JJ work_wgi74n6oavhdxhlomowlxqjdhu 148 16 gradient gradient JJ work_wgi74n6oavhdxhlomowlxqjdhu 148 17 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 148 18 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 148 19 hence hence RB work_wgi74n6oavhdxhlomowlxqjdhu 148 20 omit omit VBP work_wgi74n6oavhdxhlomowlxqjdhu 148 21 those those DT work_wgi74n6oavhdxhlomowlxqjdhu 148 22 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 148 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 149 1 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 149 2 3.2 3.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 149 3 CRFs crf NNS work_wgi74n6oavhdxhlomowlxqjdhu 149 4 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 149 5 Coupled Coupled NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 6 Constraints Constraints NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 7 Whereas whereas IN work_wgi74n6oavhdxhlomowlxqjdhu 149 8 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 149 9 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 10 models model VBZ work_wgi74n6oavhdxhlomowlxqjdhu 149 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 149 12 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 149 13 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 149 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 149 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 149 16 input input NN work_wgi74n6oavhdxhlomowlxqjdhu 149 17 x x SYM work_wgi74n6oavhdxhlomowlxqjdhu 149 18 ∈X ∈x NN work_wgi74n6oavhdxhlomowlxqjdhu 149 19 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 149 20 output output NN work_wgi74n6oavhdxhlomowlxqjdhu 149 21 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 22 ∈Y(x ∈Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 23 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 25 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 149 26 locally locally RB work_wgi74n6oavhdxhlomowlxqjdhu 149 27 normalized normalized JJ work_wgi74n6oavhdxhlomowlxqjdhu 149 28 component component NN work_wgi74n6oavhdxhlomowlxqjdhu 149 29 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 149 30 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 31 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 149 32 conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 149 33 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 149 34 field field NN work_wgi74n6oavhdxhlomowlxqjdhu 149 35 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 36 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 37 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 38 instead instead RB work_wgi74n6oavhdxhlomowlxqjdhu 149 39 models model VBZ work_wgi74n6oavhdxhlomowlxqjdhu 149 40 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 149 41 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 149 42 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 149 43 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 149 44 output output NN work_wgi74n6oavhdxhlomowlxqjdhu 149 45 conditioned condition VBN work_wgi74n6oavhdxhlomowlxqjdhu 149 46 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 149 47 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 149 48 input input NN work_wgi74n6oavhdxhlomowlxqjdhu 149 49 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 149 50 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 149 51 globally globally RB work_wgi74n6oavhdxhlomowlxqjdhu 149 52 nor- nor- RB work_wgi74n6oavhdxhlomowlxqjdhu 149 53 malized malized JJ work_wgi74n6oavhdxhlomowlxqjdhu 149 54 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 149 55 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 149 56 linear linear NN work_wgi74n6oavhdxhlomowlxqjdhu 149 57 distribution distribution NN work_wgi74n6oavhdxhlomowlxqjdhu 149 58 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 59 Lafferty Lafferty NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 60 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 61 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 62 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 63 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 64 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 149 65 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 66 : : : work_wgi74n6oavhdxhlomowlxqjdhu 149 67 pθ(y pθ(y NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 68 | | POS work_wgi74n6oavhdxhlomowlxqjdhu 149 69 x x SYM work_wgi74n6oavhdxhlomowlxqjdhu 149 70 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 71 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 149 72 exp exp NN work_wgi74n6oavhdxhlomowlxqjdhu 149 73 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 74 θ θ NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 75 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 149 76 Φ(x Φ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 77 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 78 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 79 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 80 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 81 ∑ ∑ . work_wgi74n6oavhdxhlomowlxqjdhu 149 82 y′∈Y(x y′∈Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 83 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 84 exp exp NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 85 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 86 θ θ NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 87 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 149 88 Φ(x Φ(x NNS work_wgi74n6oavhdxhlomowlxqjdhu 149 89 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 90 y′ y′ LS work_wgi74n6oavhdxhlomowlxqjdhu 149 91 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 92 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 149 93 , , , work_wgi74n6oavhdxhlomowlxqjdhu 149 94 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 149 95 θ θ NNP work_wgi74n6oavhdxhlomowlxqjdhu 149 96 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 149 97 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 149 98 parameter parameter NN work_wgi74n6oavhdxhlomowlxqjdhu 149 99 vector vector NN work_wgi74n6oavhdxhlomowlxqjdhu 149 100 . . . work_wgi74n6oavhdxhlomowlxqjdhu 150 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 150 2 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 150 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 150 4 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 150 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 150 6 Y(x Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 150 7 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 150 8 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 150 9 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 150 10 necessarily necessarily RB work_wgi74n6oavhdxhlomowlxqjdhu 150 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 150 12 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 150 13 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 150 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 150 15 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 150 16 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 150 17 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 150 18 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 150 19 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 150 20 specifically specifically RB work_wgi74n6oavhdxhlomowlxqjdhu 150 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 150 22 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 150 23 us -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 150 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 150 25 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 150 26 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 150 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 150 28 dictionary- dictionary- NN work_wgi74n6oavhdxhlomowlxqjdhu 150 29 pruned prune VBD work_wgi74n6oavhdxhlomowlxqjdhu 150 30 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 150 31 without without IN work_wgi74n6oavhdxhlomowlxqjdhu 150 32 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 150 33 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 150 34 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 150 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 151 1 With with IN work_wgi74n6oavhdxhlomowlxqjdhu 151 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 151 3 first first JJ work_wgi74n6oavhdxhlomowlxqjdhu 151 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 151 5 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 151 6 Markov Markov NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 7 assumption assumption NN work_wgi74n6oavhdxhlomowlxqjdhu 151 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 151 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 151 10 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 151 11 function function NN work_wgi74n6oavhdxhlomowlxqjdhu 151 12 factors factor NNS work_wgi74n6oavhdxhlomowlxqjdhu 151 13 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 151 14 : : : work_wgi74n6oavhdxhlomowlxqjdhu 151 15 Φ(x Φ(x NNS work_wgi74n6oavhdxhlomowlxqjdhu 151 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 151 17 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 18 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 151 19 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 151 20 |x|∑ |x|∑ NN work_wgi74n6oavhdxhlomowlxqjdhu 151 21 i=1 i=1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 22 φ(x φ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 151 24 yi yi NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 25 , , , work_wgi74n6oavhdxhlomowlxqjdhu 151 26 yi−1 yi−1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 151 27 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 151 28 . . . work_wgi74n6oavhdxhlomowlxqjdhu 152 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 152 2 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 152 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 152 4 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 152 5 powerful powerful JJ work_wgi74n6oavhdxhlomowlxqjdhu 152 6 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 152 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 152 8 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 152 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 152 10 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 152 11 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 152 12 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 152 13 use use VB work_wgi74n6oavhdxhlomowlxqjdhu 152 14 richer rich JJR work_wgi74n6oavhdxhlomowlxqjdhu 152 15 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 152 16 definitions definition NNS work_wgi74n6oavhdxhlomowlxqjdhu 152 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 152 18 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 152 19 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 152 20 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 152 21 in- in- JJ work_wgi74n6oavhdxhlomowlxqjdhu 152 22 put put NN work_wgi74n6oavhdxhlomowlxqjdhu 152 23 / / SYM work_wgi74n6oavhdxhlomowlxqjdhu 152 24 transition transition NN work_wgi74n6oavhdxhlomowlxqjdhu 152 25 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 152 26 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 152 27 features feature VBZ work_wgi74n6oavhdxhlomowlxqjdhu 152 28 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 152 29 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 152 30 wider wide JJR work_wgi74n6oavhdxhlomowlxqjdhu 152 31 input input NN work_wgi74n6oavhdxhlomowlxqjdhu 152 32 context context NN work_wgi74n6oavhdxhlomowlxqjdhu 152 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 153 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 153 2 model model VBP work_wgi74n6oavhdxhlomowlxqjdhu 153 3 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 153 4 marginal marginal JJ work_wgi74n6oavhdxhlomowlxqjdhu 153 5 conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 153 6 probabil- probabil- JJ work_wgi74n6oavhdxhlomowlxqjdhu 153 7 ity ity NN work_wgi74n6oavhdxhlomowlxqjdhu 153 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 153 9 given give VBN work_wgi74n6oavhdxhlomowlxqjdhu 153 10 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 153 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 153 12 total total JJ work_wgi74n6oavhdxhlomowlxqjdhu 153 13 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 153 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 153 15 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 153 16 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 153 17 sequences sequence NNS work_wgi74n6oavhdxhlomowlxqjdhu 153 18 consistent consistent JJ work_wgi74n6oavhdxhlomowlxqjdhu 153 19 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 153 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 153 21 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 153 22 Ŷ(x Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 153 24 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 25 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 153 26 : : : work_wgi74n6oavhdxhlomowlxqjdhu 153 27 pθ(Ŷ(x pθ(Ŷ(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 153 29 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 30 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 153 31 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 32 x x NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 33 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 153 34 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 153 35 ∑ ∑ . work_wgi74n6oavhdxhlomowlxqjdhu 153 36 y∈Ŷ(x y∈ŷ(x XX work_wgi74n6oavhdxhlomowlxqjdhu 153 37 , , , work_wgi74n6oavhdxhlomowlxqjdhu 153 38 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 39 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 153 40 pθ(y pθ(y NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 41 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 153 42 x x NNS work_wgi74n6oavhdxhlomowlxqjdhu 153 43 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 153 44 . . . work_wgi74n6oavhdxhlomowlxqjdhu 154 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 154 2 parameters parameter NNS work_wgi74n6oavhdxhlomowlxqjdhu 154 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 154 4 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 154 5 constrained constrained JJ work_wgi74n6oavhdxhlomowlxqjdhu 154 6 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 7 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 154 8 estimated estimate VBN work_wgi74n6oavhdxhlomowlxqjdhu 154 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 154 10 maximizing maximize VBG work_wgi74n6oavhdxhlomowlxqjdhu 154 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 154 12 ` ` '' work_wgi74n6oavhdxhlomowlxqjdhu 154 13 2-regularized 2-regularized CD work_wgi74n6oavhdxhlomowlxqjdhu 154 14 marginal marginal JJ work_wgi74n6oavhdxhlomowlxqjdhu 154 15 condi- condi- NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 16 tional tional JJ work_wgi74n6oavhdxhlomowlxqjdhu 154 17 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 154 18 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 154 19 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 154 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 154 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 154 22 constrained constrained JJ work_wgi74n6oavhdxhlomowlxqjdhu 154 23 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 154 24 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 25 Riezler Riezler NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 26 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 154 27 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 28 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 29 , , , work_wgi74n6oavhdxhlomowlxqjdhu 154 30 2002 2002 CD work_wgi74n6oavhdxhlomowlxqjdhu 154 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 32 : : : work_wgi74n6oavhdxhlomowlxqjdhu 154 33 L(θ;D l(θ;d LS work_wgi74n6oavhdxhlomowlxqjdhu 154 34 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 35 = = NFP work_wgi74n6oavhdxhlomowlxqjdhu 154 36 n∑ n∑ VB work_wgi74n6oavhdxhlomowlxqjdhu 154 37 i=1 i=1 NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 38 log log NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 39 pθ(Ŷ(x(i pθ(Ŷ(x(i NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 40 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 41 , , , work_wgi74n6oavhdxhlomowlxqjdhu 154 42 ỹ(i ỹ(i NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 43 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 44 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 45 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 46 x(i x(i NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 47 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 48 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 154 49 −γ‖θ‖22 −γ‖θ‖22 NNP work_wgi74n6oavhdxhlomowlxqjdhu 154 50 . . . work_wgi74n6oavhdxhlomowlxqjdhu 155 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 155 2 2 2 LS work_wgi74n6oavhdxhlomowlxqjdhu 155 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 155 4 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 155 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 155 6 Eq Eq NNP work_wgi74n6oavhdxhlomowlxqjdhu 155 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 156 1 1 1 LS work_wgi74n6oavhdxhlomowlxqjdhu 156 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 156 3 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 156 4 maximize maximize VBP work_wgi74n6oavhdxhlomowlxqjdhu 156 5 Eq Eq NNP work_wgi74n6oavhdxhlomowlxqjdhu 156 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 157 1 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 157 2 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 157 3 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 157 4 itera- itera- JJ work_wgi74n6oavhdxhlomowlxqjdhu 157 5 tions tion NNS work_wgi74n6oavhdxhlomowlxqjdhu 157 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 157 7 L l NN work_wgi74n6oavhdxhlomowlxqjdhu 157 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 157 9 BFGS BFGS NNP work_wgi74n6oavhdxhlomowlxqjdhu 157 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 157 11 set set VBD work_wgi74n6oavhdxhlomowlxqjdhu 157 12 γ γ NNP work_wgi74n6oavhdxhlomowlxqjdhu 157 13 = = SYM work_wgi74n6oavhdxhlomowlxqjdhu 157 14 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 157 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 158 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 158 2 contrast contrast NN work_wgi74n6oavhdxhlomowlxqjdhu 158 3 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 158 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 158 5 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 158 7 after after IN work_wgi74n6oavhdxhlomowlxqjdhu 158 8 estimating estimate VBG work_wgi74n6oavhdxhlomowlxqjdhu 158 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 158 10 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 158 11 parameters parameter NNS work_wgi74n6oavhdxhlomowlxqjdhu 158 12 θ θ NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 158 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 158 15 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 158 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 158 17 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 158 18 y∗ y∗ NN work_wgi74n6oavhdxhlomowlxqjdhu 158 19 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 20 Y(x Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 158 22 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 158 23 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 158 24 sentence sentence NN work_wgi74n6oavhdxhlomowlxqjdhu 158 25 x x LS work_wgi74n6oavhdxhlomowlxqjdhu 158 26 ∈ ∈ NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 27 X x NN work_wgi74n6oavhdxhlomowlxqjdhu 158 28 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 158 29 chosen choose VBN work_wgi74n6oavhdxhlomowlxqjdhu 158 30 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 158 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 158 32 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 158 33 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 158 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 158 35 maximal maximal JJ work_wgi74n6oavhdxhlomowlxqjdhu 158 36 conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 158 37 probability probability NN work_wgi74n6oavhdxhlomowlxqjdhu 158 38 : : : work_wgi74n6oavhdxhlomowlxqjdhu 158 39 y∗ y∗ NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 40 ← ← NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 41 arg arg NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 42 max max NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 43 y∈Y(x y∈Y(x NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 44 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 158 45 pθ(y pθ(y NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 46 | | NNP work_wgi74n6oavhdxhlomowlxqjdhu 158 47 x x NNS work_wgi74n6oavhdxhlomowlxqjdhu 158 48 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 158 49 . . . work_wgi74n6oavhdxhlomowlxqjdhu 159 1 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 159 2 Empirical Empirical NNP work_wgi74n6oavhdxhlomowlxqjdhu 159 3 Study Study NNP work_wgi74n6oavhdxhlomowlxqjdhu 159 4 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 159 5 now now RB work_wgi74n6oavhdxhlomowlxqjdhu 159 6 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 159 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 159 8 detailed detailed JJ work_wgi74n6oavhdxhlomowlxqjdhu 159 9 empirical empirical JJ work_wgi74n6oavhdxhlomowlxqjdhu 159 10 study study NN work_wgi74n6oavhdxhlomowlxqjdhu 159 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 159 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 159 13 mod- mod- NN work_wgi74n6oavhdxhlomowlxqjdhu 159 14 els els NNP work_wgi74n6oavhdxhlomowlxqjdhu 159 15 proposed propose VBN work_wgi74n6oavhdxhlomowlxqjdhu 159 16 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 159 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 159 18 previous previous JJ work_wgi74n6oavhdxhlomowlxqjdhu 159 19 sections section NNS work_wgi74n6oavhdxhlomowlxqjdhu 159 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 160 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 160 2 addition addition NN work_wgi74n6oavhdxhlomowlxqjdhu 160 3 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 160 4 comparing compare VBG work_wgi74n6oavhdxhlomowlxqjdhu 160 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 160 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 160 7 state state NN work_wgi74n6oavhdxhlomowlxqjdhu 160 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 160 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 160 10 art art NN work_wgi74n6oavhdxhlomowlxqjdhu 160 11 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 160 12 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 160 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 160 14 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 160 15 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 160 16 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 160 17 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 160 18 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 160 19 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 160 20 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 160 21 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 160 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 161 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 161 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 161 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 161 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 161 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 161 6 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 161 7 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 161 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 161 9 several several JJ work_wgi74n6oavhdxhlomowlxqjdhu 161 10 combinations combination NNS work_wgi74n6oavhdxhlomowlxqjdhu 161 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 161 12 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 161 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 161 14 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 161 15 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 161 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 161 17 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 161 18 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 161 19 incorporating incorporate VBG work_wgi74n6oavhdxhlomowlxqjdhu 161 20 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 161 21 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 161 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 162 1 Both both DT work_wgi74n6oavhdxhlomowlxqjdhu 162 2 generative generative JJ work_wgi74n6oavhdxhlomowlxqjdhu 162 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 162 4 discriminative discriminative JJ work_wgi74n6oavhdxhlomowlxqjdhu 162 5 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 162 6 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 162 7 explored explore VBN work_wgi74n6oavhdxhlomowlxqjdhu 162 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 163 1 4.1 4.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 163 2 Experimental Experimental NNP work_wgi74n6oavhdxhlomowlxqjdhu 163 3 Setup Setup NNP work_wgi74n6oavhdxhlomowlxqjdhu 163 4 Before before IN work_wgi74n6oavhdxhlomowlxqjdhu 163 5 delving delve VBG work_wgi74n6oavhdxhlomowlxqjdhu 163 6 into into IN work_wgi74n6oavhdxhlomowlxqjdhu 163 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 163 8 experimental experimental JJ work_wgi74n6oavhdxhlomowlxqjdhu 163 9 details detail NNS work_wgi74n6oavhdxhlomowlxqjdhu 163 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 163 11 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 163 12 present present VBP work_wgi74n6oavhdxhlomowlxqjdhu 163 13 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 163 14 setup setup NN work_wgi74n6oavhdxhlomowlxqjdhu 163 15 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 163 16 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 163 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 164 1 Languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 164 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 165 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 165 2 evaluate evaluate VBP work_wgi74n6oavhdxhlomowlxqjdhu 165 3 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 165 4 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 165 5 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 165 6 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 165 7 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 165 8 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 165 9 previous previous JJ work_wgi74n6oavhdxhlomowlxqjdhu 165 10 work work NN work_wgi74n6oavhdxhlomowlxqjdhu 165 11 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 165 12 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 165 14 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 165 16 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 165 17 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 165 18 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 19 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 20 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 21 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 22 , , , work_wgi74n6oavhdxhlomowlxqjdhu 165 23 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 165 24 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 165 25 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 165 26 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 165 27 seven seven CD work_wgi74n6oavhdxhlomowlxqjdhu 165 28 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 165 29 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 165 30 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 165 31 see see VB work_wgi74n6oavhdxhlomowlxqjdhu 165 32 Ta- Ta- NNP work_wgi74n6oavhdxhlomowlxqjdhu 165 33 ble ble VB work_wgi74n6oavhdxhlomowlxqjdhu 165 34 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 165 35 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 165 36 . . . work_wgi74n6oavhdxhlomowlxqjdhu 166 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 166 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 166 3 former former JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 4 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 166 5 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 166 6 all all RB work_wgi74n6oavhdxhlomowlxqjdhu 166 7 belong belong VBP work_wgi74n6oavhdxhlomowlxqjdhu 166 8 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 166 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 166 10 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 166 12 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 13 family family NN work_wgi74n6oavhdxhlomowlxqjdhu 166 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 166 15 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 166 16 broaden broaden VBP work_wgi74n6oavhdxhlomowlxqjdhu 166 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 166 18 coverage coverage NN work_wgi74n6oavhdxhlomowlxqjdhu 166 19 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 166 20 language language VB work_wgi74n6oavhdxhlomowlxqjdhu 166 21 families family NNS work_wgi74n6oavhdxhlomowlxqjdhu 166 22 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 166 23 distant distant JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 24 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 166 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 166 26 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 166 27 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 166 28 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 166 29 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 166 30 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 166 31 , , , work_wgi74n6oavhdxhlomowlxqjdhu 166 32 Chinese chinese JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 33 , , , work_wgi74n6oavhdxhlomowlxqjdhu 166 34 Japanese japanese JJ work_wgi74n6oavhdxhlomowlxqjdhu 166 35 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 166 36 Turk- Turk- NNP work_wgi74n6oavhdxhlomowlxqjdhu 166 37 ish ish NNP work_wgi74n6oavhdxhlomowlxqjdhu 166 38 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 166 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 167 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 167 2 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 167 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 167 4 treebanks treebank NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 5 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 167 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 167 7 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 8 shared share VBD work_wgi74n6oavhdxhlomowlxqjdhu 167 9 tasks task NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 10 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 167 11 dependency dependency NN work_wgi74n6oavhdxhlomowlxqjdhu 167 12 parsing parse VBG work_wgi74n6oavhdxhlomowlxqjdhu 167 13 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 167 14 Buchholz Buchholz NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 15 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 167 16 Marsi Marsi NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 167 18 2006 2006 CD work_wgi74n6oavhdxhlomowlxqjdhu 167 19 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 167 20 Nivre Nivre NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 21 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 167 22 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 23 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 167 25 2007 2007 CD work_wgi74n6oavhdxhlomowlxqjdhu 167 26 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 167 27 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 167 28 evaluation.5 evaluation.5 NN work_wgi74n6oavhdxhlomowlxqjdhu 167 29 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 167 30 two- two- NN work_wgi74n6oavhdxhlomowlxqjdhu 167 31 letter letter NN work_wgi74n6oavhdxhlomowlxqjdhu 167 32 abbreviations abbreviation NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 33 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 167 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 167 35 ISO ISO NNP work_wgi74n6oavhdxhlomowlxqjdhu 167 36 639 639 CD work_wgi74n6oavhdxhlomowlxqjdhu 167 37 - - SYM work_wgi74n6oavhdxhlomowlxqjdhu 167 38 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 167 39 standard standard NN work_wgi74n6oavhdxhlomowlxqjdhu 167 40 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 167 41 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 167 42 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 167 43 referring refer VBG work_wgi74n6oavhdxhlomowlxqjdhu 167 44 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 167 45 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 167 46 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 47 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 167 48 tables table NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 49 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 167 50 figures figure NNS work_wgi74n6oavhdxhlomowlxqjdhu 167 51 . . . work_wgi74n6oavhdxhlomowlxqjdhu 168 1 Tagset tagset NN work_wgi74n6oavhdxhlomowlxqjdhu 168 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 169 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 169 2 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 169 3 cases case NNS work_wgi74n6oavhdxhlomowlxqjdhu 169 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 169 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 169 6 map map VBP work_wgi74n6oavhdxhlomowlxqjdhu 169 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 169 8 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 169 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 169 10 specific specific JJ work_wgi74n6oavhdxhlomowlxqjdhu 169 11 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 169 12 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 169 13 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 169 14 universal universal JJ work_wgi74n6oavhdxhlomowlxqjdhu 169 15 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 169 16 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 169 17 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 169 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 169 19 mapping mapping NN work_wgi74n6oavhdxhlomowlxqjdhu 169 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 169 21 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 169 22 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 169 23 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 169 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 170 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 170 2 2012).6 2012).6 CD work_wgi74n6oavhdxhlomowlxqjdhu 170 3 Since since IN work_wgi74n6oavhdxhlomowlxqjdhu 170 4 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 170 5 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 170 6 indirect indirect JJ work_wgi74n6oavhdxhlomowlxqjdhu 170 7 super- super- NN work_wgi74n6oavhdxhlomowlxqjdhu 170 8 vision vision NN work_wgi74n6oavhdxhlomowlxqjdhu 170 9 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 170 10 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 170 11 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 170 12 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 170 13 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 170 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 170 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 170 16 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 170 17 states state NNS work_wgi74n6oavhdxhlomowlxqjdhu 170 18 induced induce VBN work_wgi74n6oavhdxhlomowlxqjdhu 170 19 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 170 20 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 170 21 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 170 22 correspond correspond VBP work_wgi74n6oavhdxhlomowlxqjdhu 170 23 directly directly RB work_wgi74n6oavhdxhlomowlxqjdhu 170 24 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 170 25 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 170 26 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 170 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 170 28 enabling enable VBG work_wgi74n6oavhdxhlomowlxqjdhu 170 29 us -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 170 30 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 170 31 compute compute VB work_wgi74n6oavhdxhlomowlxqjdhu 170 32 tagging tag VBG work_wgi74n6oavhdxhlomowlxqjdhu 170 33 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 170 34 without without IN work_wgi74n6oavhdxhlomowlxqjdhu 170 35 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 170 36 greedy greedy JJ work_wgi74n6oavhdxhlomowlxqjdhu 170 37 1-to-1 1-to-1 CD work_wgi74n6oavhdxhlomowlxqjdhu 170 38 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 170 39 many many JJ work_wgi74n6oavhdxhlomowlxqjdhu 170 40 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 170 41 to-1 to-1 NN work_wgi74n6oavhdxhlomowlxqjdhu 170 42 mapping mapping NN work_wgi74n6oavhdxhlomowlxqjdhu 170 43 . . . work_wgi74n6oavhdxhlomowlxqjdhu 171 1 Bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 171 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 172 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 172 2 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 172 3 experiments experiment NNS work_wgi74n6oavhdxhlomowlxqjdhu 172 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 172 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 172 6 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 172 7 English English NNP work_wgi74n6oavhdxhlomowlxqjdhu 172 8 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 172 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 172 10 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 172 11 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 172 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 173 1 Depending depend VBG work_wgi74n6oavhdxhlomowlxqjdhu 173 2 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 173 3 availability availability NN work_wgi74n6oavhdxhlomowlxqjdhu 173 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 173 5 there there EX work_wgi74n6oavhdxhlomowlxqjdhu 173 6 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 173 7 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 173 8 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 173 9 M M NNP work_wgi74n6oavhdxhlomowlxqjdhu 173 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 173 11 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 173 12 M M NNP work_wgi74n6oavhdxhlomowlxqjdhu 173 13 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 173 14 sentences sentence NNS work_wgi74n6oavhdxhlomowlxqjdhu 173 15 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 173 16 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 173 17 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 173 18 . . . work_wgi74n6oavhdxhlomowlxqjdhu 174 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 174 2 majority majority NN work_wgi74n6oavhdxhlomowlxqjdhu 174 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 174 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 174 5 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 174 6 data data NN work_wgi74n6oavhdxhlomowlxqjdhu 174 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 174 8 gath- gath- RB work_wgi74n6oavhdxhlomowlxqjdhu 174 9 ered ere VBN work_wgi74n6oavhdxhlomowlxqjdhu 174 10 automatically automatically RB work_wgi74n6oavhdxhlomowlxqjdhu 174 11 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 174 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 174 13 web web NN work_wgi74n6oavhdxhlomowlxqjdhu 174 14 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 174 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 174 16 method method NN work_wgi74n6oavhdxhlomowlxqjdhu 174 17 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 174 18 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 174 19 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 174 20 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 174 21 . . . work_wgi74n6oavhdxhlomowlxqjdhu 175 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 175 2 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 175 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 175 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 176 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 176 2 further further RB work_wgi74n6oavhdxhlomowlxqjdhu 176 3 include include VBP work_wgi74n6oavhdxhlomowlxqjdhu 176 4 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 176 5 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 176 6 Europarl Europarl NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 7 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 176 8 Koehn Koehn NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 176 10 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 176 11 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 176 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 176 13 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 176 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 176 15 UN UN NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 16 par- par- NN work_wgi74n6oavhdxhlomowlxqjdhu 176 17 allel allel NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 18 corpus corpus NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 19 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 176 20 UN UN NNP work_wgi74n6oavhdxhlomowlxqjdhu 176 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 176 22 2006 2006 CD work_wgi74n6oavhdxhlomowlxqjdhu 176 23 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 176 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 176 25 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 176 26 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 176 27 covered cover VBN work_wgi74n6oavhdxhlomowlxqjdhu 176 28 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 176 29 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 176 30 corpora corpora NN work_wgi74n6oavhdxhlomowlxqjdhu 176 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 177 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 177 2 English english JJ work_wgi74n6oavhdxhlomowlxqjdhu 177 3 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 177 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 177 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 177 6 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 177 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 177 8 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 9 tagged tag VBN work_wgi74n6oavhdxhlomowlxqjdhu 177 10 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 177 11 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 177 12 standard standard JJ work_wgi74n6oavhdxhlomowlxqjdhu 177 13 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 177 14 CRF crf NN work_wgi74n6oavhdxhlomowlxqjdhu 177 15 tagger tagger NN work_wgi74n6oavhdxhlomowlxqjdhu 177 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 177 17 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 177 18 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 177 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 177 20 Penn Penn NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 21 Treebank Treebank NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 22 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 177 23 Marcus Marcus NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 24 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 25 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 26 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 177 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 177 28 1993 1993 CD work_wgi74n6oavhdxhlomowlxqjdhu 177 29 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 177 30 , , , work_wgi74n6oavhdxhlomowlxqjdhu 177 31 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 177 32 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 177 33 mapped map VBN work_wgi74n6oavhdxhlomowlxqjdhu 177 34 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 177 35 universal universal JJ work_wgi74n6oavhdxhlomowlxqjdhu 177 36 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 177 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 178 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 178 2 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 178 3 sen- sen- NN work_wgi74n6oavhdxhlomowlxqjdhu 178 4 5For 5for CD work_wgi74n6oavhdxhlomowlxqjdhu 178 5 French French NNP work_wgi74n6oavhdxhlomowlxqjdhu 178 6 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 178 7 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 178 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 178 9 treebank treebank NN work_wgi74n6oavhdxhlomowlxqjdhu 178 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 178 11 Abeillé Abeillé NNP work_wgi74n6oavhdxhlomowlxqjdhu 178 12 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 178 13 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 178 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 179 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 179 2 2003 2003 CD work_wgi74n6oavhdxhlomowlxqjdhu 179 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 179 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 180 1 6We 6we CD work_wgi74n6oavhdxhlomowlxqjdhu 180 2 use use NN work_wgi74n6oavhdxhlomowlxqjdhu 180 3 version version NN work_wgi74n6oavhdxhlomowlxqjdhu 180 4 1.03 1.03 CD work_wgi74n6oavhdxhlomowlxqjdhu 180 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 180 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 180 7 mappings mapping NNS work_wgi74n6oavhdxhlomowlxqjdhu 180 8 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 180 9 at at IN work_wgi74n6oavhdxhlomowlxqjdhu 180 10 http http NNS work_wgi74n6oavhdxhlomowlxqjdhu 180 11 : : : work_wgi74n6oavhdxhlomowlxqjdhu 180 12 //code.google.com //code.google.com ADD work_wgi74n6oavhdxhlomowlxqjdhu 180 13 / / SYM work_wgi74n6oavhdxhlomowlxqjdhu 180 14 p p NNP work_wgi74n6oavhdxhlomowlxqjdhu 180 15 / / SYM work_wgi74n6oavhdxhlomowlxqjdhu 180 16 universal universal JJ work_wgi74n6oavhdxhlomowlxqjdhu 180 17 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 180 18 pos pos NN work_wgi74n6oavhdxhlomowlxqjdhu 180 19 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 180 20 tags/. tags/. NN work_wgi74n6oavhdxhlomowlxqjdhu 181 1 6 6 CD work_wgi74n6oavhdxhlomowlxqjdhu 181 2 tences tence NNS work_wgi74n6oavhdxhlomowlxqjdhu 181 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 181 4 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 181 5 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 181 6 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 181 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 181 8 aligner aligner NN work_wgi74n6oavhdxhlomowlxqjdhu 181 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 181 10 DeNero DeNero NNP work_wgi74n6oavhdxhlomowlxqjdhu 181 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 181 12 Macherey Macherey NNP work_wgi74n6oavhdxhlomowlxqjdhu 181 13 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 181 14 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 181 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 181 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 182 1 Intersected intersect VBN work_wgi74n6oavhdxhlomowlxqjdhu 182 2 high high JJ work_wgi74n6oavhdxhlomowlxqjdhu 182 3 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 182 4 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 182 5 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 182 6 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 182 7 confidence confidence NN work_wgi74n6oavhdxhlomowlxqjdhu 182 8 > > XX work_wgi74n6oavhdxhlomowlxqjdhu 182 9 0.95 0.95 CD work_wgi74n6oavhdxhlomowlxqjdhu 182 10 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 182 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 182 12 extracted extract VBN work_wgi74n6oavhdxhlomowlxqjdhu 182 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 182 14 ag- ag- NN work_wgi74n6oavhdxhlomowlxqjdhu 182 15 gregated gregate VBN work_wgi74n6oavhdxhlomowlxqjdhu 182 16 into into IN work_wgi74n6oavhdxhlomowlxqjdhu 182 17 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 182 18 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 182 19 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 182 20 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 182 21 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 182 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 183 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 183 2 purely purely RB work_wgi74n6oavhdxhlomowlxqjdhu 183 3 practical practical JJ work_wgi74n6oavhdxhlomowlxqjdhu 183 4 reasons reason NNS work_wgi74n6oavhdxhlomowlxqjdhu 183 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 183 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 183 7 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 183 8 data data NN work_wgi74n6oavhdxhlomowlxqjdhu 183 9 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 183 10 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 183 11 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 183 12 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 183 13 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 183 14 created create VBN work_wgi74n6oavhdxhlomowlxqjdhu 183 15 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 183 16 randomly randomly RB work_wgi74n6oavhdxhlomowlxqjdhu 183 17 sampling sample VBG work_wgi74n6oavhdxhlomowlxqjdhu 183 18 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 183 19 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 183 20 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 183 21 sentences sentence NNS work_wgi74n6oavhdxhlomowlxqjdhu 183 22 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 183 23 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 183 24 total total NN work_wgi74n6oavhdxhlomowlxqjdhu 183 25 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 183 26 500 500 CD work_wgi74n6oavhdxhlomowlxqjdhu 183 27 K K NNP work_wgi74n6oavhdxhlomowlxqjdhu 183 28 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 183 29 . . . work_wgi74n6oavhdxhlomowlxqjdhu 184 1 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 184 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 185 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 185 2 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 185 3 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 185 4 snapshot snapshot NN work_wgi74n6oavhdxhlomowlxqjdhu 185 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 185 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 185 7 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 185 8 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 185 9 definitions definition NNS work_wgi74n6oavhdxhlomowlxqjdhu 185 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 185 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 185 12 follow follow VB work_wgi74n6oavhdxhlomowlxqjdhu 185 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 185 14 heuristics heuristic NNS work_wgi74n6oavhdxhlomowlxqjdhu 185 15 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 185 16 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 185 17 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 185 18 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 185 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 186 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 186 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 186 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 186 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 186 5 creating create VBG work_wgi74n6oavhdxhlomowlxqjdhu 186 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 186 7 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 186 8 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 186 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 186 10 mapping map VBG work_wgi74n6oavhdxhlomowlxqjdhu 186 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 186 12 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 186 13 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 186 14 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 186 15 universal universal JJ work_wgi74n6oavhdxhlomowlxqjdhu 186 16 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 186 17 tags.7 tags.7 NNP work_wgi74n6oavhdxhlomowlxqjdhu 186 18 Features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 186 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 187 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 187 2 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 187 3 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 187 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 187 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 187 6 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 187 7 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 187 8 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 187 9 identity identity NN work_wgi74n6oavhdxhlomowlxqjdhu 187 10 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 187 11 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 187 12 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 187 13 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 187 14 pair pair NN work_wgi74n6oavhdxhlomowlxqjdhu 187 15 transitions transition NNS work_wgi74n6oavhdxhlomowlxqjdhu 187 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 188 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 188 2 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 188 3 five five CD work_wgi74n6oavhdxhlomowlxqjdhu 188 4 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 188 5 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 188 6 couple couple NN work_wgi74n6oavhdxhlomowlxqjdhu 188 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 188 8 current current JJ work_wgi74n6oavhdxhlomowlxqjdhu 188 9 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 188 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 188 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 188 12 observed observed JJ work_wgi74n6oavhdxhlomowlxqjdhu 188 13 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 188 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 188 15 analogous analogous JJ work_wgi74n6oavhdxhlomowlxqjdhu 188 16 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 188 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 188 18 emission emission NN work_wgi74n6oavhdxhlomowlxqjdhu 188 19 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 188 20 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 188 21 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 188 22 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 188 23 : : : work_wgi74n6oavhdxhlomowlxqjdhu 188 24 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 188 25 iden- iden- NNP work_wgi74n6oavhdxhlomowlxqjdhu 188 26 tity tity NNP work_wgi74n6oavhdxhlomowlxqjdhu 188 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 188 28 suffixes suffix NNS work_wgi74n6oavhdxhlomowlxqjdhu 188 29 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 188 30 up up IN work_wgi74n6oavhdxhlomowlxqjdhu 188 31 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 188 32 length length VB work_wgi74n6oavhdxhlomowlxqjdhu 188 33 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 188 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 188 35 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 188 36 three three CD work_wgi74n6oavhdxhlomowlxqjdhu 188 37 indicator indicator NN work_wgi74n6oavhdxhlomowlxqjdhu 188 38 features feature VBZ work_wgi74n6oavhdxhlomowlxqjdhu 188 39 that that DT work_wgi74n6oavhdxhlomowlxqjdhu 188 40 fire fire NN work_wgi74n6oavhdxhlomowlxqjdhu 188 41 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 188 42 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 188 43 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 188 44 starts start VBZ work_wgi74n6oavhdxhlomowlxqjdhu 188 45 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 188 46 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 188 47 capital capital NN work_wgi74n6oavhdxhlomowlxqjdhu 188 48 letter letter NN work_wgi74n6oavhdxhlomowlxqjdhu 188 49 , , , work_wgi74n6oavhdxhlomowlxqjdhu 188 50 contains contain VBZ work_wgi74n6oavhdxhlomowlxqjdhu 188 51 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 188 52 hyphen hyphen NN work_wgi74n6oavhdxhlomowlxqjdhu 188 53 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 188 54 contains contain VBZ work_wgi74n6oavhdxhlomowlxqjdhu 188 55 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 188 56 digit digit NN work_wgi74n6oavhdxhlomowlxqjdhu 188 57 . . . work_wgi74n6oavhdxhlomowlxqjdhu 189 1 These these DT work_wgi74n6oavhdxhlomowlxqjdhu 189 2 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 189 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 189 4 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 189 5 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 189 6 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 189 7 those those DT work_wgi74n6oavhdxhlomowlxqjdhu 189 8 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 189 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 189 10 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 189 11 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 189 12 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 189 13 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 189 14 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 189 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 189 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 190 1 Finally finally RB work_wgi74n6oavhdxhlomowlxqjdhu 190 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 190 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 190 4 some some DT work_wgi74n6oavhdxhlomowlxqjdhu 190 5 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 190 6 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 190 7 add add VBP work_wgi74n6oavhdxhlomowlxqjdhu 190 8 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 190 9 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 190 10 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 190 11 feature feature NN work_wgi74n6oavhdxhlomowlxqjdhu 190 12 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 190 13 couples couple VBZ work_wgi74n6oavhdxhlomowlxqjdhu 190 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 190 15 current current JJ work_wgi74n6oavhdxhlomowlxqjdhu 190 16 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 190 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 190 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 190 19 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 190 20 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 190 21 identity identity NN work_wgi74n6oavhdxhlomowlxqjdhu 190 22 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 190 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 190 24 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 190 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 191 1 These these DT work_wgi74n6oavhdxhlomowlxqjdhu 191 2 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 191 3 monolin- monolin- JJ work_wgi74n6oavhdxhlomowlxqjdhu 191 4 gual gual JJ work_wgi74n6oavhdxhlomowlxqjdhu 191 5 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 191 6 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 191 7 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 191 8 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 191 9 induced induce VBN work_wgi74n6oavhdxhlomowlxqjdhu 191 10 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 191 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 191 12 exchange exchange NN work_wgi74n6oavhdxhlomowlxqjdhu 191 13 algorithm algorithm NN work_wgi74n6oavhdxhlomowlxqjdhu 191 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 191 15 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 191 16 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 191 17 Brants Brants NNPS work_wgi74n6oavhdxhlomowlxqjdhu 191 18 , , , work_wgi74n6oavhdxhlomowlxqjdhu 191 19 2008 2008 CD work_wgi74n6oavhdxhlomowlxqjdhu 191 20 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 191 21 . . . work_wgi74n6oavhdxhlomowlxqjdhu 192 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 192 2 set set VBD work_wgi74n6oavhdxhlomowlxqjdhu 192 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 192 4 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 192 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 192 6 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 192 7 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 192 8 256 256 CD work_wgi74n6oavhdxhlomowlxqjdhu 192 9 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 192 10 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 192 11 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 192 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 192 13 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 192 14 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 192 15 has have VBZ work_wgi74n6oavhdxhlomowlxqjdhu 192 16 previously previously RB work_wgi74n6oavhdxhlomowlxqjdhu 192 17 been be VBN work_wgi74n6oavhdxhlomowlxqjdhu 192 18 shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 192 19 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 192 20 produce produce VB work_wgi74n6oavhdxhlomowlxqjdhu 192 21 robust robust JJ work_wgi74n6oavhdxhlomowlxqjdhu 192 22 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 192 23 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 192 24 similar similar JJ work_wgi74n6oavhdxhlomowlxqjdhu 192 25 tasks task NNS work_wgi74n6oavhdxhlomowlxqjdhu 192 26 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 192 27 Turian Turian NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 28 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 29 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 30 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 31 , , , work_wgi74n6oavhdxhlomowlxqjdhu 192 32 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 192 33 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 192 34 Täckström Täckström NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 35 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 36 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 37 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 192 38 , , , work_wgi74n6oavhdxhlomowlxqjdhu 192 39 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 192 40 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 192 41 . . . work_wgi74n6oavhdxhlomowlxqjdhu 193 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 193 2 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 193 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 193 4 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 193 5 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 193 6 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 193 7 learned learn VBN work_wgi74n6oavhdxhlomowlxqjdhu 193 8 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 193 9 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 193 10 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 193 11 monolingual monolingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 193 12 newswire newswire NN work_wgi74n6oavhdxhlomowlxqjdhu 193 13 corpus corpus NN work_wgi74n6oavhdxhlomowlxqjdhu 193 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 194 1 4.2 4.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 194 2 Models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 194 3 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 194 4 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 194 5 Constraints Constraints NNPS work_wgi74n6oavhdxhlomowlxqjdhu 194 6 To to TO work_wgi74n6oavhdxhlomowlxqjdhu 194 7 examine examine VB work_wgi74n6oavhdxhlomowlxqjdhu 194 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 194 9 sole sole JJ work_wgi74n6oavhdxhlomowlxqjdhu 194 10 effect effect NN work_wgi74n6oavhdxhlomowlxqjdhu 194 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 194 12 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 194 13 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 194 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 194 15 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 194 16 experiment experiment VBP work_wgi74n6oavhdxhlomowlxqjdhu 194 17 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 194 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 194 19 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 194 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 194 21 drawing draw VBG work_wgi74n6oavhdxhlomowlxqjdhu 194 22 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 194 23 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 194 24 three three CD work_wgi74n6oavhdxhlomowlxqjdhu 194 25 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 194 26 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 194 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 195 1 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 195 2 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 195 3 compares compare VBZ work_wgi74n6oavhdxhlomowlxqjdhu 195 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 195 5 per- per- JJ work_wgi74n6oavhdxhlomowlxqjdhu 195 6 formance formance NN work_wgi74n6oavhdxhlomowlxqjdhu 195 7 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 195 8 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 195 9 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 195 10 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 195 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 195 12 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 195 13 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 195 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 195 15 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 195 16 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 195 17 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 195 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 195 19 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 195 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 195 21 D&P D&P NNP work_wgi74n6oavhdxhlomowlxqjdhu 195 22 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 195 23 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 195 24 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 195 25 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 195 26 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 195 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 196 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 196 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 196 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 196 4 LG&T LG&T NNP work_wgi74n6oavhdxhlomowlxqjdhu 196 5 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 196 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 197 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 197 2 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 197 3 previous previous JJ work_wgi74n6oavhdxhlomowlxqjdhu 197 4 work work NN work_wgi74n6oavhdxhlomowlxqjdhu 197 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 197 6 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 197 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 197 8 done do VBN work_wgi74n6oavhdxhlomowlxqjdhu 197 9 exclusively exclusively RB work_wgi74n6oavhdxhlomowlxqjdhu 197 10 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 197 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 197 12 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 197 13 portion portion NN work_wgi74n6oavhdxhlomowlxqjdhu 197 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 197 15 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 197 16 treebank treebank NN work_wgi74n6oavhdxhlomowlxqjdhu 197 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 197 18 stripped strip VBN work_wgi74n6oavhdxhlomowlxqjdhu 197 19 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 197 20 any any DT work_wgi74n6oavhdxhlomowlxqjdhu 197 21 manual manual JJ work_wgi74n6oavhdxhlomowlxqjdhu 197 22 linguistic linguistic JJ work_wgi74n6oavhdxhlomowlxqjdhu 197 23 annotation annotation NN work_wgi74n6oavhdxhlomowlxqjdhu 197 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 198 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 198 2 first first RB work_wgi74n6oavhdxhlomowlxqjdhu 198 3 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 198 4 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 198 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 198 6 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 198 7 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 198 8 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 198 9 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 198 10 generate generate VB work_wgi74n6oavhdxhlomowlxqjdhu 198 11 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 198 12 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 198 13 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 198 14 : : : work_wgi74n6oavhdxhlomowlxqjdhu 198 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 198 16 English English NNP work_wgi74n6oavhdxhlomowlxqjdhu 198 17 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 198 18 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 198 19 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 198 20 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 198 21 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 198 22 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 198 23 alignments alignment NNS work_wgi74n6oavhdxhlomowlxqjdhu 198 24 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 198 25 aggregated aggregate VBN work_wgi74n6oavhdxhlomowlxqjdhu 198 26 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 198 27 tag tag VB work_wgi74n6oavhdxhlomowlxqjdhu 198 28 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 198 29 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 198 30 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 198 31 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 198 32 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 198 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 199 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 199 2 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 199 3 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 199 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 199 5 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 199 6 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 199 7 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 199 8 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 199 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 199 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 199 11 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 199 12 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 199 13 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 199 14 filtered filter VBN work_wgi74n6oavhdxhlomowlxqjdhu 199 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 199 16 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 199 17 threshold threshold NN work_wgi74n6oavhdxhlomowlxqjdhu 199 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 199 19 0.2 0.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 199 20 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 199 21 remove remove VB work_wgi74n6oavhdxhlomowlxqjdhu 199 22 noisy noisy JJ work_wgi74n6oavhdxhlomowlxqjdhu 199 23 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 199 24 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 199 25 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 199 26 create create VB work_wgi74n6oavhdxhlomowlxqjdhu 199 27 7The 7the CD work_wgi74n6oavhdxhlomowlxqjdhu 199 28 definitions definition NNS work_wgi74n6oavhdxhlomowlxqjdhu 199 29 were be VBD work_wgi74n6oavhdxhlomowlxqjdhu 199 30 downloaded download VBN work_wgi74n6oavhdxhlomowlxqjdhu 199 31 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 199 32 August August NNP work_wgi74n6oavhdxhlomowlxqjdhu 199 33 31 31 CD work_wgi74n6oavhdxhlomowlxqjdhu 199 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 199 35 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 199 36 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 199 37 http://toolserver.org/˜enwikt/definitions/. http://toolserver.org/˜enwikt/definitions/. NNS work_wgi74n6oavhdxhlomowlxqjdhu 200 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 200 2 snapshot snapshot NN work_wgi74n6oavhdxhlomowlxqjdhu 200 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 200 4 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 200 5 recent recent JJ work_wgi74n6oavhdxhlomowlxqjdhu 200 6 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 200 7 that that DT work_wgi74n6oavhdxhlomowlxqjdhu 200 8 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 200 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 200 10 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 200 11 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 200 12 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 200 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 201 1 Prior prior RB work_wgi74n6oavhdxhlomowlxqjdhu 201 2 work work VB work_wgi74n6oavhdxhlomowlxqjdhu 201 3 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 201 4 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 201 5 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 201 6 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 201 7 Lang Lang NNP work_wgi74n6oavhdxhlomowlxqjdhu 201 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 202 1 D&P D&P NNP work_wgi74n6oavhdxhlomowlxqjdhu 202 2 LG&T LG&T NNP work_wgi74n6oavhdxhlomowlxqjdhu 202 3 YHMMproj YHMMproj NNP work_wgi74n6oavhdxhlomowlxqjdhu 202 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 203 1 YHMMwik YHMMwik NNP work_wgi74n6oavhdxhlomowlxqjdhu 203 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 204 1 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 204 2 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 204 3 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 204 4 C c NN work_wgi74n6oavhdxhlomowlxqjdhu 204 5 bg bg NN work_wgi74n6oavhdxhlomowlxqjdhu 204 6 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 7 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 8 84.2 84.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 9 68.1 68.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 10 87.2 87.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 11 87.9 87.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 12 cs cs NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 13 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 14 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 15 75.4 75.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 16 70.2 70.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 17 75.4 75.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 18 79.2 79.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 19 da da NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 20 83.2 83.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 21 83.3 83.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 22 87.7 87.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 23 82.0 82.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 24 78.4 78.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 25 89.5 89.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 26 de de IN work_wgi74n6oavhdxhlomowlxqjdhu 204 27 82.8 82.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 28 85.8 85.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 29 86.6 86.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 30 85.1 85.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 31 80.0 80.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 32 88.3 88.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 33 el el NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 34 82.5 82.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 35 79.2 79.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 36 83.3 83.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 37 83.8 83.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 38 86.0 86.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 39 83.2 83.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 40 es es XX work_wgi74n6oavhdxhlomowlxqjdhu 204 41 84.2 84.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 42 86.4 86.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 43 83.9 83.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 44 83.7 83.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 45 88.3 88.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 46 87.3 87.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 47 fr fr IN work_wgi74n6oavhdxhlomowlxqjdhu 204 48 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 49 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 50 88.4 88.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 51 75.7 75.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 52 75.6 75.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 53 86.6 86.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 54 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 204 55 86.8 86.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 56 86.5 86.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 57 89.0 89.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 58 85.4 85.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 59 89.9 89.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 60 90.6 90.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 61 ja ja NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 62 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 63 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 64 45.2 45.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 65 76.9 76.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 66 74.4 74.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 67 73.7 73.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 68 nl nl NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 69 79.5 79.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 70 86.3 86.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 71 81.7 81.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 72 79.1 79.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 73 83.8 83.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 74 82.7 82.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 75 pt pt IN work_wgi74n6oavhdxhlomowlxqjdhu 204 76 87.9 87.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 77 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 78 86.7 86.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 79 79.0 79.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 80 83.8 83.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 81 90.4 90.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 82 sl sl NN work_wgi74n6oavhdxhlomowlxqjdhu 204 83 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 84 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 85 78.7 78.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 86 64.8 64.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 87 82.8 82.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 88 83.4 83.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 89 sv sv NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 90 80.5 80.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 91 86.1 86.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 92 80.6 80.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 93 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 94 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 95 86.7 86.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 96 tr tr IN work_wgi74n6oavhdxhlomowlxqjdhu 204 97 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 98 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 99 66.2 66.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 100 44.1 44.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 101 65.1 65.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 102 65.7 65.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 103 zh zh CD work_wgi74n6oavhdxhlomowlxqjdhu 204 104 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 105 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 106 59.2 59.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 107 73.9 73.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 108 63.2 63.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 109 73.0 73.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 110 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 111 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 204 112 8) 8) CD work_wgi74n6oavhdxhlomowlxqjdhu 204 113 83.4 83.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 114 84.8 84.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 115 84.9 84.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 116 83.0 83.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 117 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 118 87.3 87.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 119 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 120 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 121 – – : work_wgi74n6oavhdxhlomowlxqjdhu 204 122 78.5 78.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 123 75.9 75.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 124 80.0 80.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 125 83.2 83.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 126 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 204 127 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 204 128 : : : work_wgi74n6oavhdxhlomowlxqjdhu 204 129 Tagging tag VBG work_wgi74n6oavhdxhlomowlxqjdhu 204 130 accuracies accuracy NNS work_wgi74n6oavhdxhlomowlxqjdhu 204 131 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 204 132 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 204 133 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 204 134 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 204 135 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 204 136 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 204 137 . . . work_wgi74n6oavhdxhlomowlxqjdhu 205 1 D&P D&P NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 205 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 205 4 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 205 5 With with IN work_wgi74n6oavhdxhlomowlxqjdhu 205 6 LP LP NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 7 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 205 8 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 205 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 205 10 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 205 11 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 205 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 205 13 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 205 15 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 16 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 205 17 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 205 18 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 205 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 205 20 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 205 21 LG&T LG&T NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 22 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 205 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 205 24 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 205 25 SHMM SHMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 26 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 205 27 ME ME NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 28 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 205 29 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 205 30 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 205 31 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 205 32 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 205 33 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 205 34 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 35 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 205 36 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 205 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 206 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 206 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 206 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 206 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 207 1 YHMMproj YHMMproj NNS work_wgi74n6oavhdxhlomowlxqjdhu 207 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 208 1 , , , work_wgi74n6oavhdxhlomowlxqjdhu 208 2 YHMMwik YHMMwik NNP work_wgi74n6oavhdxhlomowlxqjdhu 208 3 . . . work_wgi74n6oavhdxhlomowlxqjdhu 209 1 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 209 2 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 209 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 209 4 HMMs hmm NNS work_wgi74n6oavhdxhlomowlxqjdhu 209 5 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 209 6 solely solely RB work_wgi74n6oavhdxhlomowlxqjdhu 209 7 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 209 8 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 209 9 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 209 10 derived derive VBN work_wgi74n6oavhdxhlomowlxqjdhu 209 11 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 209 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 209 13 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 209 14 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 209 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 209 16 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 209 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 209 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 209 19 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 209 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 209 21 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 209 22 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 209 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 209 24 respectively respectively RB work_wgi74n6oavhdxhlomowlxqjdhu 209 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 210 1 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 210 2 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 210 3 C C NNP work_wgi74n6oavhdxhlomowlxqjdhu 210 4 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 210 5 equivalent equivalent JJ work_wgi74n6oavhdxhlomowlxqjdhu 210 6 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 210 7 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 210 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 210 9 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 210 10 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 210 11 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 210 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 211 1 All all DT work_wgi74n6oavhdxhlomowlxqjdhu 211 2 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 211 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 211 4 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 211 5 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 211 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 211 7 treebank treebank NN work_wgi74n6oavhdxhlomowlxqjdhu 211 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 211 9 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 211 10 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 211 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 211 12 stripped strip VBN work_wgi74n6oavhdxhlomowlxqjdhu 211 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 211 14 gold gold NN work_wgi74n6oavhdxhlomowlxqjdhu 211 15 labels label NNS work_wgi74n6oavhdxhlomowlxqjdhu 211 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 212 1 Results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 212 2 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 212 3 averaged average VBN work_wgi74n6oavhdxhlomowlxqjdhu 212 4 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 212 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 212 6 8 8 CD work_wgi74n6oavhdxhlomowlxqjdhu 212 7 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 212 8 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 212 9 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 212 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 212 11 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 212 12 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 212 13 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 212 14 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 212 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 212 16 denoted denote VBD work_wgi74n6oavhdxhlomowlxqjdhu 212 17 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 212 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 212 19 8) 8) CD work_wgi74n6oavhdxhlomowlxqjdhu 212 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 212 21 as as RB work_wgi74n6oavhdxhlomowlxqjdhu 212 22 well well RB work_wgi74n6oavhdxhlomowlxqjdhu 212 23 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 212 24 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 212 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 212 26 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 212 27 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 212 28 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 212 29 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 212 30 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 212 31 , , , work_wgi74n6oavhdxhlomowlxqjdhu 212 32 denoted denote VBD work_wgi74n6oavhdxhlomowlxqjdhu 212 33 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 212 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 213 1 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 213 2 unweighted unweighted JJ work_wgi74n6oavhdxhlomowlxqjdhu 213 3 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 213 4 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 213 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 214 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 214 2 call call VBP work_wgi74n6oavhdxhlomowlxqjdhu 214 3 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 214 4 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 214 5 YHMMproj yhmmproj NN work_wgi74n6oavhdxhlomowlxqjdhu 214 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 215 1 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 215 2 its -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 215 3 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 215 4 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 215 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 215 6 84.9 84.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 215 7 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 215 8 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 215 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 215 10 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 215 11 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 215 12 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 215 13 higher high JJR work_wgi74n6oavhdxhlomowlxqjdhu 215 14 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 215 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 215 16 83.4 83.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 215 17 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 215 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 215 19 D&P D&P NNP work_wgi74n6oavhdxhlomowlxqjdhu 215 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 215 21 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 215 22 par par NN work_wgi74n6oavhdxhlomowlxqjdhu 215 23 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 215 24 LG&T LG&T NNP work_wgi74n6oavhdxhlomowlxqjdhu 215 25 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 215 26 84.8%).8 84.8%).8 VB work_wgi74n6oavhdxhlomowlxqjdhu 215 27 Our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 215 28 next next JJ work_wgi74n6oavhdxhlomowlxqjdhu 215 29 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 215 30 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 215 31 YHMMwik YHMMwik NNP work_wgi74n6oavhdxhlomowlxqjdhu 215 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 215 33 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 216 1 simply simply RB work_wgi74n6oavhdxhlomowlxqjdhu 216 2 draws draw VBZ work_wgi74n6oavhdxhlomowlxqjdhu 216 3 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 216 4 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 216 5 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 216 6 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 216 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 217 1 It -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 217 2 slightly slightly RB work_wgi74n6oavhdxhlomowlxqjdhu 217 3 underperforms underperform VBZ work_wgi74n6oavhdxhlomowlxqjdhu 217 4 LG&T LG&T NNS work_wgi74n6oavhdxhlomowlxqjdhu 217 5 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 217 6 83.0 83.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 217 7 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 217 8 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 217 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 217 10 presumably presumably RB work_wgi74n6oavhdxhlomowlxqjdhu 217 11 because because IN work_wgi74n6oavhdxhlomowlxqjdhu 217 12 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 217 13 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 217 14 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 217 15 second second JJ work_wgi74n6oavhdxhlomowlxqjdhu 217 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 217 17 order order NN work_wgi74n6oavhdxhlomowlxqjdhu 217 18 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 217 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 218 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 218 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 218 3 simple simple JJ work_wgi74n6oavhdxhlomowlxqjdhu 218 4 extension extension NN work_wgi74n6oavhdxhlomowlxqjdhu 218 5 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 218 6 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 218 7 two two CD work_wgi74n6oavhdxhlomowlxqjdhu 218 8 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 218 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 218 10 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 218 11 take take VBP work_wgi74n6oavhdxhlomowlxqjdhu 218 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 218 13 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 218 14 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 218 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 218 16 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 218 17 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 218 18 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 218 19 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 218 20 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 218 21 con- con- VB work_wgi74n6oavhdxhlomowlxqjdhu 218 22 strain strain VB work_wgi74n6oavhdxhlomowlxqjdhu 218 23 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 218 24 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 218 25 , , , work_wgi74n6oavhdxhlomowlxqjdhu 218 26 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 218 27 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 218 28 name name VBP work_wgi74n6oavhdxhlomowlxqjdhu 218 29 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 218 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 219 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 219 2 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 219 3 performs perform VBZ work_wgi74n6oavhdxhlomowlxqjdhu 219 4 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 219 5 little little RB work_wgi74n6oavhdxhlomowlxqjdhu 219 6 worse bad JJR work_wgi74n6oavhdxhlomowlxqjdhu 219 7 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 219 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 219 9 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 219 10 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 219 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 219 12 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 219 13 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 219 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 219 15 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 219 16 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 219 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 219 18 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 219 19 gives give VBZ work_wgi74n6oavhdxhlomowlxqjdhu 219 20 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 219 21 improvement improvement NN work_wgi74n6oavhdxhlomowlxqjdhu 219 22 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 219 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 219 24 projected projected JJ work_wgi74n6oavhdxhlomowlxqjdhu 219 25 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 219 26 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 219 27 evaluated evaluate VBN work_wgi74n6oavhdxhlomowlxqjdhu 219 28 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 219 29 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 219 30 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 219 31 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 219 32 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 219 33 80.0 80.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 219 34 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 219 35 vs. vs. NNP work_wgi74n6oavhdxhlomowlxqjdhu 219 36 78.5 78.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 219 37 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 219 38 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 219 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 220 1 8Our 8our CD work_wgi74n6oavhdxhlomowlxqjdhu 220 2 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 220 3 corresponds correspond VBZ work_wgi74n6oavhdxhlomowlxqjdhu 220 4 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 220 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 220 6 weaker weak JJR work_wgi74n6oavhdxhlomowlxqjdhu 220 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 220 8 “ " `` work_wgi74n6oavhdxhlomowlxqjdhu 220 9 No no DT work_wgi74n6oavhdxhlomowlxqjdhu 220 10 LP LP NNP work_wgi74n6oavhdxhlomowlxqjdhu 220 11 ” " '' work_wgi74n6oavhdxhlomowlxqjdhu 220 12 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 220 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 220 14 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 220 15 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 220 16 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 220 17 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 220 18 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 220 19 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 220 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 221 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 221 2 found find VBD work_wgi74n6oavhdxhlomowlxqjdhu 221 3 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 221 4 label label NN work_wgi74n6oavhdxhlomowlxqjdhu 221 5 propagation propagation NN work_wgi74n6oavhdxhlomowlxqjdhu 221 6 was be VBD work_wgi74n6oavhdxhlomowlxqjdhu 221 7 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 221 8 beneficial beneficial JJ work_wgi74n6oavhdxhlomowlxqjdhu 221 9 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 221 10 small small JJ work_wgi74n6oavhdxhlomowlxqjdhu 221 11 amounts amount NNS work_wgi74n6oavhdxhlomowlxqjdhu 221 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 221 13 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 221 14 were be VBD work_wgi74n6oavhdxhlomowlxqjdhu 221 15 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 221 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 222 1 7 7 CD work_wgi74n6oavhdxhlomowlxqjdhu 222 2 Token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 222 3 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 222 4 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 222 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 222 6 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 222 7 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 222 8 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 222 9 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 222 10 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 222 11 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 222 12 Lang Lang NNP work_wgi74n6oavhdxhlomowlxqjdhu 222 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 223 1 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 223 2 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 223 3 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 223 4 ỹHMM+C+L ỹHMM+C+L NNS work_wgi74n6oavhdxhlomowlxqjdhu 223 5 ỹCRF+C+L ỹcrf+c+l CD work_wgi74n6oavhdxhlomowlxqjdhu 223 6 ŶHMMproj ŷhmmproj NN work_wgi74n6oavhdxhlomowlxqjdhu 223 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 224 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 224 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 224 3 ŶHMMwik ŶHMMwik NNS work_wgi74n6oavhdxhlomowlxqjdhu 224 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 225 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 225 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 225 3 ŶHMMunion ŷhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 225 4 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 225 5 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 225 6 ŶCRFproj ŶCRFproj VBD work_wgi74n6oavhdxhlomowlxqjdhu 225 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 226 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 226 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 226 3 ŶCRFwik ŷcrfwik NN work_wgi74n6oavhdxhlomowlxqjdhu 226 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 227 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 3 ŶCRFunion+C+L ŶCRFunion+C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 4 bg bg NN work_wgi74n6oavhdxhlomowlxqjdhu 227 5 87.7 87.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 6 77.9 77.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 7 84.1 84.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 8 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 9 83.9 83.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 10 86.7 86.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 11 86.0 86.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 12 87.8 87.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 13 85.4 85.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 14 cs cs NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 15 78.3 78.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 16 65.4 65.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 17 74.9 74.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 18 74.8 74.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 19 81.1 81.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 20 76.9 76.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 21 74.7 74.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 22 80.3 80.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 23 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 24 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 25 75.0 75.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 26 da da NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 27 87.3 87.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 28 80.9 80.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 29 85.1 85.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 30 87.2 87.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 31 85.6 85.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 32 88.1 88.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 33 85.5 85.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 34 88.2 88.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 35 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 36 86.0 86.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 37 de de IN work_wgi74n6oavhdxhlomowlxqjdhu 227 38 87.7 87.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 39 81.4 81.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 40 83.3 83.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 41 85.0 85.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 42 89.3 89.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 43 86.7 86.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 44 84.4 84.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 45 90.5 90.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 46 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 47 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 48 85.5 85.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 49 el el NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 50 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 51 81.1 81.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 52 77.8 77.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 53 80.1 80.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 54 87.0 87.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 55 83.9 83.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 56 79.6 79.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 57 89.5 89.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 58 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 59 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 60 79.7 79.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 61 es es XX work_wgi74n6oavhdxhlomowlxqjdhu 227 62 89.1 89.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 63 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 64 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 65 84.1 84.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 66 85.5 85.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 67 83.7 83.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 68 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 69 88.0 88.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 70 85.7 85.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 71 87.1 87.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 72 86.0 86.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 73 fr fr IN work_wgi74n6oavhdxhlomowlxqjdhu 227 74 88.4 88.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 75 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 76 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 77 83.5 83.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 78 84.7 84.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 79 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 80 86.4 86.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 81 87.4 87.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 82 84.9 84.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 83 87.2 87.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 84 85.6 85.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 85 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 227 86 89.6 89.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 87 85.2 85.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 88 88.5 88.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 89 88.7 88.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 90 87.6 87.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 91 89.8 89.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 92 88.3 88.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 93 89.3 89.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 94 89.4 89.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 95 ja ja NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 96 72.8 72.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 97 47.6 47.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 98 54.2 54.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 99 43.2 43.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 100 76.1 76.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 101 70.5 70.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 102 44.9 44.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 103 81.0 81.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 104 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 105 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 106 68.0 68.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 107 nl nl CD work_wgi74n6oavhdxhlomowlxqjdhu 227 108 83.1 83.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 109 78.4 78.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 110 82.4 82.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 111 82.3 82.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 112 84.2 84.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 113 83.2 83.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 114 83.1 83.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 115 85.9 85.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 116 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 117 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 118 83.2 83.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 119 pt pt IN work_wgi74n6oavhdxhlomowlxqjdhu 227 120 89.1 89.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 121 84.7 84.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 122 87.0 87.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 123 86.6 86.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 124 88.7 88.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 125 88.0 88.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 126 87.9 87.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 127 91.0 91.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 128 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 129 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 130 88.3 88.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 131 sl sl NN work_wgi74n6oavhdxhlomowlxqjdhu 227 132 82.4 82.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 133 69.8 69.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 134 78.2 78.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 135 78.5 78.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 136 81.8 81.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 137 80.1 80.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 138 79.7 79.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 139 82.3 82.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 140 80.0 80.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 141 sv sv NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 142 86.1 86.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 143 80.1 80.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 144 84.2 84.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 145 82.3 82.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 146 87.9 87.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 147 86.9 86.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 148 84.4 84.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 149 88.9 88.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 150 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 151 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 152 85.5 85.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 153 tr tr IN work_wgi74n6oavhdxhlomowlxqjdhu 227 154 62.4 62.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 155 58.1 58.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 156 64.5 64.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 157 64.6 64.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 158 61.8 61.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 159 64.8 64.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 160 65.0 65.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 161 64.1 64.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 162 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 163 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 164 65.2 65.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 165 zh zh CD work_wgi74n6oavhdxhlomowlxqjdhu 227 166 72.6 72.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 167 52.7 52.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 168 39.5 39.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 169 56.0 56.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 170 74.1 74.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 171 73.3 73.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 172 59.7 59.7 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 173 74.4 74.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 174 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 175 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 227 176 73.4 73.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 177 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 178 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 227 179 8) 8) CD work_wgi74n6oavhdxhlomowlxqjdhu 227 180 87.2 87.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 181 82.0 82.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 182 84.2 84.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 183 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 184 87.0 87.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 185 86.8 86.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 186 84.9 84.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 187 88.8 88.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 188 85.4 85.4 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 189 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 227 190 82.8 82.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 191 74.1 74.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 192 76.9 76.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 193 77.6 77.6 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 194 82.8 82.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 195 82.3 82.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 196 78.2 78.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 197 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 198 81.1 81.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 199 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 227 200 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 227 201 : : : work_wgi74n6oavhdxhlomowlxqjdhu 227 202 Tagging tag VBG work_wgi74n6oavhdxhlomowlxqjdhu 227 203 accuracies accuracy NNS work_wgi74n6oavhdxhlomowlxqjdhu 227 204 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 227 205 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 227 206 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 227 207 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 227 208 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 227 209 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 227 210 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 227 211 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 227 212 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 227 213 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 227 214 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 227 215 . . . work_wgi74n6oavhdxhlomowlxqjdhu 228 1 All all DT work_wgi74n6oavhdxhlomowlxqjdhu 228 2 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 228 3 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 228 4 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 228 5 features feature VBZ work_wgi74n6oavhdxhlomowlxqjdhu 228 6 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 228 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 229 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 230 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 231 1 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 231 2 C c NN work_wgi74n6oavhdxhlomowlxqjdhu 231 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 231 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 231 5 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 231 6 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 231 7 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 231 8 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 231 9 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 231 10 sets set NNS work_wgi74n6oavhdxhlomowlxqjdhu 231 11 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 231 12 containing contain VBG work_wgi74n6oavhdxhlomowlxqjdhu 231 13 500k 500k NNS work_wgi74n6oavhdxhlomowlxqjdhu 231 14 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 231 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 231 16 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 231 17 partial partial JJ work_wgi74n6oavhdxhlomowlxqjdhu 231 18 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 231 19 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 231 20 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 231 21 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 231 22 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 231 23 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 231 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 232 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 233 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 234 1 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 234 2 L L NNP work_wgi74n6oavhdxhlomowlxqjdhu 234 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 234 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 235 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 235 2 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 235 3 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 235 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 235 5 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 235 6 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 235 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 235 8 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 235 9 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 235 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 235 11 larger large JJR work_wgi74n6oavhdxhlomowlxqjdhu 235 12 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 235 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 235 14 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 235 15 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 235 16 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 235 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 235 18 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 235 19 included include VBN work_wgi74n6oavhdxhlomowlxqjdhu 235 20 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 235 21 comparison comparison NN work_wgi74n6oavhdxhlomowlxqjdhu 235 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 236 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 236 2 remaining remain VBG work_wgi74n6oavhdxhlomowlxqjdhu 236 3 columns column NNS work_wgi74n6oavhdxhlomowlxqjdhu 236 4 correspond correspond VBP work_wgi74n6oavhdxhlomowlxqjdhu 236 5 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 236 6 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 236 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 236 8 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 236 9 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 236 10 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 236 11 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 236 12 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 236 13 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 236 14 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 236 15 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 236 16 ỹ ỹ NNP work_wgi74n6oavhdxhlomowlxqjdhu 236 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 237 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 238 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 238 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 239 1 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 239 2 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 239 3 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 239 4 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 239 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 239 6 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 239 7 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 239 8 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 239 9 Ŷ ŷ NN work_wgi74n6oavhdxhlomowlxqjdhu 239 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 240 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 241 1 . . NFP work_wgi74n6oavhdxhlomowlxqjdhu 241 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 241 3 . . . work_wgi74n6oavhdxhlomowlxqjdhu 242 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 242 2 latter latter JJ work_wgi74n6oavhdxhlomowlxqjdhu 242 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 242 4 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 242 5 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 242 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 242 7 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 242 8 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 242 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 242 10 · · NFP work_wgi74n6oavhdxhlomowlxqjdhu 242 11 proj proj VBN work_wgi74n6oavhdxhlomowlxqjdhu 242 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 243 1 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 243 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 243 3 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 243 4 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 243 5 · · NFP work_wgi74n6oavhdxhlomowlxqjdhu 243 6 wik wik NNP work_wgi74n6oavhdxhlomowlxqjdhu 243 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 243 8 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 244 1 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 244 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 244 3 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 244 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 244 5 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 244 6 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 244 7 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 244 8 · · NFP work_wgi74n6oavhdxhlomowlxqjdhu 244 9 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 244 10 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 244 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 244 12 respectively respectively RB work_wgi74n6oavhdxhlomowlxqjdhu 244 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 245 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 245 2 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 245 3 spaces space NNS work_wgi74n6oavhdxhlomowlxqjdhu 245 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 245 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 245 6 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 245 7 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 245 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 245 9 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 245 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 245 11 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 245 12 Ŷ ŷ NN work_wgi74n6oavhdxhlomowlxqjdhu 245 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 246 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 247 1 . . . work_wgi74n6oavhdxhlomowlxqjdhu 247 2 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 248 1 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 248 2 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 248 3 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 248 4 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 248 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 248 6 respective respective JJ work_wgi74n6oavhdxhlomowlxqjdhu 248 7 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 248 8 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 248 9 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 248 10 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 248 11 derive derive VB work_wgi74n6oavhdxhlomowlxqjdhu 248 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 248 13 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 248 14 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 248 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 249 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 249 2 observed observed JJ work_wgi74n6oavhdxhlomowlxqjdhu 249 3 difference difference NN work_wgi74n6oavhdxhlomowlxqjdhu 249 4 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 249 5 ŶCRFwik ŷcrfwik NN work_wgi74n6oavhdxhlomowlxqjdhu 249 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 250 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 250 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 250 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 250 4 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 250 5 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 250 6 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 250 7 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 250 8 statistically statistically RB work_wgi74n6oavhdxhlomowlxqjdhu 250 9 significant significant JJ work_wgi74n6oavhdxhlomowlxqjdhu 250 10 at at IN work_wgi74n6oavhdxhlomowlxqjdhu 250 11 p p NN work_wgi74n6oavhdxhlomowlxqjdhu 250 12 < < XX work_wgi74n6oavhdxhlomowlxqjdhu 250 13 0.01 0.01 CD work_wgi74n6oavhdxhlomowlxqjdhu 250 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 15 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 250 16 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 250 17 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 18 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 250 19 p p NN work_wgi74n6oavhdxhlomowlxqjdhu 250 20 < < XX work_wgi74n6oavhdxhlomowlxqjdhu 250 21 0.015 0.015 CD work_wgi74n6oavhdxhlomowlxqjdhu 250 22 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 23 * * NFP work_wgi74n6oavhdxhlomowlxqjdhu 250 24 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 25 according accord VBG work_wgi74n6oavhdxhlomowlxqjdhu 250 26 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 250 27 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 250 28 paired pair VBN work_wgi74n6oavhdxhlomowlxqjdhu 250 29 bootstrap bootstrap NN work_wgi74n6oavhdxhlomowlxqjdhu 250 30 test test NN work_wgi74n6oavhdxhlomowlxqjdhu 250 31 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 32 Efron Efron NNP work_wgi74n6oavhdxhlomowlxqjdhu 250 33 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 250 34 Tibshirani Tibshirani NNP work_wgi74n6oavhdxhlomowlxqjdhu 250 35 , , , work_wgi74n6oavhdxhlomowlxqjdhu 250 36 1993 1993 CD work_wgi74n6oavhdxhlomowlxqjdhu 250 37 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 250 38 . . . work_wgi74n6oavhdxhlomowlxqjdhu 251 1 Significance significance NN work_wgi74n6oavhdxhlomowlxqjdhu 251 2 was be VBD work_wgi74n6oavhdxhlomowlxqjdhu 251 3 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 251 4 assessed assess VBN work_wgi74n6oavhdxhlomowlxqjdhu 251 5 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 251 6 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 251 7 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 251 8 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 251 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 251 10 8) 8) CD work_wgi74n6oavhdxhlomowlxqjdhu 251 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 252 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 252 2 next next RB work_wgi74n6oavhdxhlomowlxqjdhu 252 3 add add VBP work_wgi74n6oavhdxhlomowlxqjdhu 252 4 monolingual monolingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 252 5 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 252 6 features feature VBZ work_wgi74n6oavhdxhlomowlxqjdhu 252 7 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 252 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 252 9 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 252 10 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 252 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 252 12 union union NNP work_wgi74n6oavhdxhlomowlxqjdhu 252 13 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 252 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 253 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 253 2 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 253 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 253 4 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 253 5 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 253 6 C C NNP work_wgi74n6oavhdxhlomowlxqjdhu 253 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 253 8 significantly significantly RB work_wgi74n6oavhdxhlomowlxqjdhu 253 9 outperforms outperform VBZ work_wgi74n6oavhdxhlomowlxqjdhu 253 10 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 253 11 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 253 12 type- type- NN work_wgi74n6oavhdxhlomowlxqjdhu 253 13 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 253 14 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 253 16 demonstrating demonstrate VBG work_wgi74n6oavhdxhlomowlxqjdhu 253 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 18 utility utility NN work_wgi74n6oavhdxhlomowlxqjdhu 253 19 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 253 20 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 253 21 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 253 22 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 253 23 features.9 features.9 CD work_wgi74n6oavhdxhlomowlxqjdhu 253 24 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 253 25 further further JJ work_wgi74n6oavhdxhlomowlxqjdhu 253 26 exploration exploration NN work_wgi74n6oavhdxhlomowlxqjdhu 253 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 253 28 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 253 29 train train VBP work_wgi74n6oavhdxhlomowlxqjdhu 253 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 31 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 253 32 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 253 33 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 253 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 35 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 36 containing contain VBG work_wgi74n6oavhdxhlomowlxqjdhu 253 37 500 500 CD work_wgi74n6oavhdxhlomowlxqjdhu 253 38 K K NNP work_wgi74n6oavhdxhlomowlxqjdhu 253 39 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 40 sampled sample VBN work_wgi74n6oavhdxhlomowlxqjdhu 253 41 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 253 42 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 43 target target NN work_wgi74n6oavhdxhlomowlxqjdhu 253 44 side side NN work_wgi74n6oavhdxhlomowlxqjdhu 253 45 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 253 46 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 47 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 253 48 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 49 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 253 50 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 253 51 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 253 52 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 253 53 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 253 54 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 253 55 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 253 56 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 253 57 done do VBN work_wgi74n6oavhdxhlomowlxqjdhu 253 58 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 253 59 explore explore VB work_wgi74n6oavhdxhlomowlxqjdhu 253 60 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 253 61 effects effect NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 62 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 253 63 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 253 64 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 253 65 during during IN work_wgi74n6oavhdxhlomowlxqjdhu 253 66 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 253 67 . . . work_wgi74n6oavhdxhlomowlxqjdhu 254 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 254 2 find find VBP work_wgi74n6oavhdxhlomowlxqjdhu 254 3 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 254 4 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 254 5 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 254 6 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 254 7 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 254 8 result result VBP work_wgi74n6oavhdxhlomowlxqjdhu 254 9 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 254 10 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 254 11 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 254 12 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 254 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 254 14 87.2 87.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 254 15 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 254 16 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 254 17 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 254 18 comparable comparable JJ work_wgi74n6oavhdxhlomowlxqjdhu 254 19 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 254 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 254 21 87.3 87.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 254 22 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 254 23 reported report VBD work_wgi74n6oavhdxhlomowlxqjdhu 254 24 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 254 25 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 254 26 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 254 27 C c NN work_wgi74n6oavhdxhlomowlxqjdhu 254 28 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 254 29 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 254 30 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 254 31 . . . work_wgi74n6oavhdxhlomowlxqjdhu 255 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 255 2 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 255 3 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 255 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 255 5 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 255 6 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 255 7 domain domain NN work_wgi74n6oavhdxhlomowlxqjdhu 255 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 255 9 amount amount NN work_wgi74n6oavhdxhlomowlxqjdhu 255 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 255 11 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 255 12 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 255 13 does do VBZ work_wgi74n6oavhdxhlomowlxqjdhu 255 14 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 255 15 influence influence VB work_wgi74n6oavhdxhlomowlxqjdhu 255 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 255 17 performance performance NN work_wgi74n6oavhdxhlomowlxqjdhu 255 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 255 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 255 20 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 255 21 significantly significantly RB work_wgi74n6oavhdxhlomowlxqjdhu 255 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 256 1 Finally finally RB work_wgi74n6oavhdxhlomowlxqjdhu 256 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 256 3 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 256 4 train train VBP work_wgi74n6oavhdxhlomowlxqjdhu 256 5 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 256 6 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 256 7 where where WRB work_wgi74n6oavhdxhlomowlxqjdhu 256 8 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 256 9 treat treat VBP work_wgi74n6oavhdxhlomowlxqjdhu 256 10 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 256 11 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 256 12 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 256 13 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 256 14 partially partially RB work_wgi74n6oavhdxhlomowlxqjdhu 256 15 observed observe VBN work_wgi74n6oavhdxhlomowlxqjdhu 256 16 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 256 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 256 18 use use VB work_wgi74n6oavhdxhlomowlxqjdhu 256 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 256 20 full full JJ work_wgi74n6oavhdxhlomowlxqjdhu 256 21 unpruned unpruned JJ work_wgi74n6oavhdxhlomowlxqjdhu 256 22 lattice lattice NN work_wgi74n6oavhdxhlomowlxqjdhu 256 23 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 256 24 computing compute VBG work_wgi74n6oavhdxhlomowlxqjdhu 256 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 256 26 partition partition NN work_wgi74n6oavhdxhlomowlxqjdhu 256 27 func- func- JJ work_wgi74n6oavhdxhlomowlxqjdhu 256 28 9These 9These NNP work_wgi74n6oavhdxhlomowlxqjdhu 256 29 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 256 30 monolingual monolingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 256 31 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 256 32 . . . work_wgi74n6oavhdxhlomowlxqjdhu 257 1 Bilingual bilingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 257 2 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 257 3 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 257 4 intro- intro- NN work_wgi74n6oavhdxhlomowlxqjdhu 257 5 duced duce VBN work_wgi74n6oavhdxhlomowlxqjdhu 257 6 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 257 7 Täckström Täckström NNP work_wgi74n6oavhdxhlomowlxqjdhu 257 8 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 257 9 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 257 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 258 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 258 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 258 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 258 4 might may MD work_wgi74n6oavhdxhlomowlxqjdhu 258 5 bring bring VB work_wgi74n6oavhdxhlomowlxqjdhu 258 6 additional additional JJ work_wgi74n6oavhdxhlomowlxqjdhu 258 7 benefits benefit NNS work_wgi74n6oavhdxhlomowlxqjdhu 258 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 259 1 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 259 2 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 259 3 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 259 4 3.2 3.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 259 5 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 259 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 260 1 Due due IN work_wgi74n6oavhdxhlomowlxqjdhu 260 2 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 260 3 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 260 4 considerations consideration NNS work_wgi74n6oavhdxhlomowlxqjdhu 260 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 260 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 260 7 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 260 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 260 9 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 260 10 experiments experiment NNS work_wgi74n6oavhdxhlomowlxqjdhu 260 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 260 12 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 260 13 shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 260 14 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 260 15 table table NN work_wgi74n6oavhdxhlomowlxqjdhu 260 16 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 260 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 261 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 261 2 ob- ob- RB work_wgi74n6oavhdxhlomowlxqjdhu 261 3 serve serve VBP work_wgi74n6oavhdxhlomowlxqjdhu 261 4 similar similar JJ work_wgi74n6oavhdxhlomowlxqjdhu 261 5 trends trend NNS work_wgi74n6oavhdxhlomowlxqjdhu 261 6 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 261 7 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 261 8 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 261 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 261 10 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 261 11 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 261 12 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 261 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 261 14 accuracies accuracy NNS work_wgi74n6oavhdxhlomowlxqjdhu 261 15 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 261 16 much much RB work_wgi74n6oavhdxhlomowlxqjdhu 261 17 lower low JJR work_wgi74n6oavhdxhlomowlxqjdhu 261 18 compared compare VBN work_wgi74n6oavhdxhlomowlxqjdhu 261 19 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 261 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 261 21 type- type- NN work_wgi74n6oavhdxhlomowlxqjdhu 261 22 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 261 23 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 261 24 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 261 25 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 261 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 261 27 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 261 28 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 261 29 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 261 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 261 31 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 261 32 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 261 33 along along IN work_wgi74n6oavhdxhlomowlxqjdhu 261 34 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 261 35 cluster cluster NN work_wgi74n6oavhdxhlomowlxqjdhu 261 36 features feature VBZ work_wgi74n6oavhdxhlomowlxqjdhu 261 37 achieves achieve VBZ work_wgi74n6oavhdxhlomowlxqjdhu 261 38 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 261 39 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 261 40 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 261 41 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 261 42 79.3 79.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 261 43 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 261 44 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 261 45 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 261 46 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 261 47 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 261 48 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 261 49 . . . work_wgi74n6oavhdxhlomowlxqjdhu 262 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 262 2 result result NN work_wgi74n6oavhdxhlomowlxqjdhu 262 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 262 4 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 262 5 unsurprising unsurprise VBG work_wgi74n6oavhdxhlomowlxqjdhu 262 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 263 1 First first RB work_wgi74n6oavhdxhlomowlxqjdhu 263 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 263 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 263 4 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 263 5 ’s ’s NN work_wgi74n6oavhdxhlomowlxqjdhu 263 6 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 263 7 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 263 8 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 263 9 fully fully RB work_wgi74n6oavhdxhlomowlxqjdhu 263 10 unconstrained unconstrained JJ work_wgi74n6oavhdxhlomowlxqjdhu 263 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 264 1 Second second JJ work_wgi74n6oavhdxhlomowlxqjdhu 264 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 264 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 264 4 dic- dic- XX work_wgi74n6oavhdxhlomowlxqjdhu 264 5 tionary tionary NN work_wgi74n6oavhdxhlomowlxqjdhu 264 6 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 264 7 provides provide VBZ work_wgi74n6oavhdxhlomowlxqjdhu 264 8 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 264 9 weak weak JJ work_wgi74n6oavhdxhlomowlxqjdhu 264 10 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 264 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 264 12 observation observation NN work_wgi74n6oavhdxhlomowlxqjdhu 264 13 con- con- NN work_wgi74n6oavhdxhlomowlxqjdhu 264 14 straints straint NNS work_wgi74n6oavhdxhlomowlxqjdhu 264 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 264 16 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 264 17 do do VBP work_wgi74n6oavhdxhlomowlxqjdhu 264 18 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 264 19 provide provide VB work_wgi74n6oavhdxhlomowlxqjdhu 264 20 sufficient sufficient JJ work_wgi74n6oavhdxhlomowlxqjdhu 264 21 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 264 22 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 264 23 successfully successfully RB work_wgi74n6oavhdxhlomowlxqjdhu 264 24 train train VB work_wgi74n6oavhdxhlomowlxqjdhu 264 25 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 264 26 discriminative discriminative JJ work_wgi74n6oavhdxhlomowlxqjdhu 264 27 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 264 28 . . . work_wgi74n6oavhdxhlomowlxqjdhu 265 1 How- How- NNP work_wgi74n6oavhdxhlomowlxqjdhu 265 2 ever ever RB work_wgi74n6oavhdxhlomowlxqjdhu 265 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 265 4 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 265 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 265 6 will will MD work_wgi74n6oavhdxhlomowlxqjdhu 265 7 observe observe VB work_wgi74n6oavhdxhlomowlxqjdhu 265 8 next next RB work_wgi74n6oavhdxhlomowlxqjdhu 265 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 265 10 coupling couple VBG work_wgi74n6oavhdxhlomowlxqjdhu 265 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 265 12 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 265 13 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 265 14 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 265 15 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 265 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 265 17 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 265 18 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 265 19 solves solve VBZ work_wgi74n6oavhdxhlomowlxqjdhu 265 20 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 265 21 problem problem NN work_wgi74n6oavhdxhlomowlxqjdhu 265 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 266 1 4.3 4.3 LS work_wgi74n6oavhdxhlomowlxqjdhu 266 2 Models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 266 3 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 266 4 Token Token NNP work_wgi74n6oavhdxhlomowlxqjdhu 266 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 266 6 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 266 7 Constraints Constraints NNPS work_wgi74n6oavhdxhlomowlxqjdhu 266 8 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 266 9 now now RB work_wgi74n6oavhdxhlomowlxqjdhu 266 10 proceed proceed VBP work_wgi74n6oavhdxhlomowlxqjdhu 266 11 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 266 12 add add VB work_wgi74n6oavhdxhlomowlxqjdhu 266 13 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 266 14 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 266 15 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 266 16 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 266 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 266 18 focusing focus VBG work_wgi74n6oavhdxhlomowlxqjdhu 266 19 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 266 20 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 266 21 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 266 22 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 266 23 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 266 24 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 266 25 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 266 26 8 8 CD work_wgi74n6oavhdxhlomowlxqjdhu 266 27 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 266 28 . . . work_wgi74n6oavhdxhlomowlxqjdhu 267 1 Since since IN work_wgi74n6oavhdxhlomowlxqjdhu 267 2 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 267 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 267 4 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 267 5 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 267 6 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 267 7 generate generate VB work_wgi74n6oavhdxhlomowlxqjdhu 267 8 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 267 9 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 267 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 267 11 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 267 12 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 267 13 monolingual monolingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 267 14 treebanks treebank NNS work_wgi74n6oavhdxhlomowlxqjdhu 267 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 267 16 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 267 17 train train VBP work_wgi74n6oavhdxhlomowlxqjdhu 267 18 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 267 19 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 267 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 267 21 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 267 22 subsection subsection NN work_wgi74n6oavhdxhlomowlxqjdhu 267 23 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 267 24 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 267 25 500K 500k CD work_wgi74n6oavhdxhlomowlxqjdhu 267 26 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 267 27 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 267 28 datasets dataset NNS work_wgi74n6oavhdxhlomowlxqjdhu 267 29 sampled sample VBN work_wgi74n6oavhdxhlomowlxqjdhu 267 30 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 267 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 267 32 bi- bi- JJ work_wgi74n6oavhdxhlomowlxqjdhu 267 33 text text NN work_wgi74n6oavhdxhlomowlxqjdhu 267 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 268 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 268 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 268 3 baseline baseline NN work_wgi74n6oavhdxhlomowlxqjdhu 268 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 268 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 268 6 first first RB work_wgi74n6oavhdxhlomowlxqjdhu 268 7 train train VBP work_wgi74n6oavhdxhlomowlxqjdhu 268 8 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 268 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 268 10 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 268 11 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 268 12 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 268 13 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 268 14 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 268 15 projected projected JJ work_wgi74n6oavhdxhlomowlxqjdhu 268 16 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 268 17 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 268 18 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 268 19 ỹHMM+C+L ỹHMM+C+L NNS work_wgi74n6oavhdxhlomowlxqjdhu 268 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 268 21 ỹCRF+C+L ỹcrf+c+l CD work_wgi74n6oavhdxhlomowlxqjdhu 268 22 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 268 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 269 1 As as IN work_wgi74n6oavhdxhlomowlxqjdhu 269 2 shown show VBN work_wgi74n6oavhdxhlomowlxqjdhu 269 3 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 269 4 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 269 5 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 269 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 269 7 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 269 8 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 269 9 underperform underperform VBP work_wgi74n6oavhdxhlomowlxqjdhu 269 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 269 11 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 269 12 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 269 13 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 269 14 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 269 15 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 269 16 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 269 17 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 269 18 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 269 19 C+L),10 C+L),10 NNP work_wgi74n6oavhdxhlomowlxqjdhu 269 20 which which WDT work_wgi74n6oavhdxhlomowlxqjdhu 269 21 confirms confirm VBZ work_wgi74n6oavhdxhlomowlxqjdhu 269 22 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 269 23 projected project VBD work_wgi74n6oavhdxhlomowlxqjdhu 269 24 to- to- NN work_wgi74n6oavhdxhlomowlxqjdhu 269 25 ken ken NNP work_wgi74n6oavhdxhlomowlxqjdhu 269 26 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 269 27 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 269 28 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 269 29 reliable reliable JJ work_wgi74n6oavhdxhlomowlxqjdhu 269 30 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 269 31 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 269 32 own own JJ work_wgi74n6oavhdxhlomowlxqjdhu 269 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 270 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 270 2 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 270 3 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 270 4 line line NN work_wgi74n6oavhdxhlomowlxqjdhu 270 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 270 6 similar similar JJ work_wgi74n6oavhdxhlomowlxqjdhu 270 7 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 270 8 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 270 9 previously previously RB work_wgi74n6oavhdxhlomowlxqjdhu 270 10 examined examine VBN work_wgi74n6oavhdxhlomowlxqjdhu 270 11 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 270 12 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 270 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 270 14 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 270 15 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 270 16 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 270 17 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 270 18 . . . work_wgi74n6oavhdxhlomowlxqjdhu 271 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 271 2 then then RB work_wgi74n6oavhdxhlomowlxqjdhu 271 3 study study VBP work_wgi74n6oavhdxhlomowlxqjdhu 271 4 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 271 5 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 271 6 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 271 7 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 271 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 271 9 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 271 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 271 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 272 1 These these DT work_wgi74n6oavhdxhlomowlxqjdhu 272 2 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 272 3 use use VBP work_wgi74n6oavhdxhlomowlxqjdhu 272 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 272 5 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 272 6 three three CD work_wgi74n6oavhdxhlomowlxqjdhu 272 7 dictio- dictio- NN work_wgi74n6oavhdxhlomowlxqjdhu 272 8 naries narie NNS work_wgi74n6oavhdxhlomowlxqjdhu 272 9 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 272 10 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 272 11 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 272 12 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 272 13 4.2 4.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 272 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 272 15 but but CC work_wgi74n6oavhdxhlomowlxqjdhu 272 16 additionally additionally RB work_wgi74n6oavhdxhlomowlxqjdhu 272 17 couple couple NN work_wgi74n6oavhdxhlomowlxqjdhu 272 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 272 19 derived derive VBN work_wgi74n6oavhdxhlomowlxqjdhu 272 20 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 272 21 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 272 22 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 272 23 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 272 24 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 272 25 con- con- NN work_wgi74n6oavhdxhlomowlxqjdhu 272 26 straints straint NNS work_wgi74n6oavhdxhlomowlxqjdhu 272 27 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 272 28 see see VB work_wgi74n6oavhdxhlomowlxqjdhu 272 29 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 272 30 caption caption NN work_wgi74n6oavhdxhlomowlxqjdhu 272 31 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 272 32 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 272 33 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 272 34 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 272 35 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 272 36 list list NN work_wgi74n6oavhdxhlomowlxqjdhu 272 37 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 272 38 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 272 39 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 272 40 . . . work_wgi74n6oavhdxhlomowlxqjdhu 273 1 Note note VB work_wgi74n6oavhdxhlomowlxqjdhu 273 2 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 273 3 since since IN work_wgi74n6oavhdxhlomowlxqjdhu 273 4 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 273 5 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 273 6 allow allow VBP work_wgi74n6oavhdxhlomowlxqjdhu 273 7 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 273 8 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 273 9 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 273 10 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 273 11 licensed license VBN work_wgi74n6oavhdxhlomowlxqjdhu 273 12 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 273 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 273 14 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 273 15 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 273 16 Step step NN work_wgi74n6oavhdxhlomowlxqjdhu 273 17 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 273 18 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 273 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 273 20 trans- trans- JJ work_wgi74n6oavhdxhlomowlxqjdhu 273 21 fer fer NNP work_wgi74n6oavhdxhlomowlxqjdhu 273 22 , , , work_wgi74n6oavhdxhlomowlxqjdhu 273 23 § § ADD work_wgi74n6oavhdxhlomowlxqjdhu 273 24 2.3 2.3 CD work_wgi74n6oavhdxhlomowlxqjdhu 273 25 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 273 26 , , , work_wgi74n6oavhdxhlomowlxqjdhu 273 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 273 28 actual actual JJ work_wgi74n6oavhdxhlomowlxqjdhu 273 29 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 273 30 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 273 31 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 273 32 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 273 33 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 273 34 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 273 35 vary vary VBP work_wgi74n6oavhdxhlomowlxqjdhu 273 36 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 273 37 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 273 38 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 273 39 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 273 40 . . . work_wgi74n6oavhdxhlomowlxqjdhu 274 1 From from IN work_wgi74n6oavhdxhlomowlxqjdhu 274 2 Table table NN work_wgi74n6oavhdxhlomowlxqjdhu 274 3 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 274 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 274 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 274 6 see see VBP work_wgi74n6oavhdxhlomowlxqjdhu 274 7 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 274 8 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 274 9 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 274 10 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 274 11 superior superior JJ work_wgi74n6oavhdxhlomowlxqjdhu 274 12 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 274 13 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 274 14 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 274 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 274 16 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 274 17 used use VBD work_wgi74n6oavhdxhlomowlxqjdhu 274 18 both both CC work_wgi74n6oavhdxhlomowlxqjdhu 274 19 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 274 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 274 21 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 274 22 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 274 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 274 24 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 274 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 275 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 275 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 275 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 275 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 275 5 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 275 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 275 7 cou- cou- RB work_wgi74n6oavhdxhlomowlxqjdhu 275 8 pled plead VBD work_wgi74n6oavhdxhlomowlxqjdhu 275 9 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 275 10 do do VBP work_wgi74n6oavhdxhlomowlxqjdhu 275 11 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 275 12 provide provide VB work_wgi74n6oavhdxhlomowlxqjdhu 275 13 any any DT work_wgi74n6oavhdxhlomowlxqjdhu 275 14 benefit benefit NN work_wgi74n6oavhdxhlomowlxqjdhu 275 15 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 275 16 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 275 17 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 275 18 alone alone RB work_wgi74n6oavhdxhlomowlxqjdhu 275 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 275 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 275 21 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 275 22 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 275 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 275 24 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 275 25 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 275 26 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 275 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 275 28 union union NN work_wgi74n6oavhdxhlomowlxqjdhu 275 29 dictionary dictionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 275 30 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 275 31 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 275 32 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 275 33 derive derive VB work_wgi74n6oavhdxhlomowlxqjdhu 275 34 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 275 35 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 275 36 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 275 37 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 275 38 ŶHMMproj ŶHMMproj NNP work_wgi74n6oavhdxhlomowlxqjdhu 275 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 276 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 276 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 276 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 276 4 ŶHMMunion ŷhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 276 5 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 276 6 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 276 7 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 276 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 277 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 277 2 hypothesize hypothesize VBP work_wgi74n6oavhdxhlomowlxqjdhu 277 3 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 277 4 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 277 5 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 277 6 because because IN work_wgi74n6oavhdxhlomowlxqjdhu 277 7 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 277 8 dictionar- dictionar- XX work_wgi74n6oavhdxhlomowlxqjdhu 277 9 ies ies NNP work_wgi74n6oavhdxhlomowlxqjdhu 277 10 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 277 11 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 277 12 particular particular JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 14 former former JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 15 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 277 16 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 277 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 18 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 19 bias bias NN work_wgi74n6oavhdxhlomowlxqjdhu 277 20 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 277 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 22 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 23 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 277 24 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 277 25 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 277 26 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 277 27 , , , work_wgi74n6oavhdxhlomowlxqjdhu 277 28 so so IN work_wgi74n6oavhdxhlomowlxqjdhu 277 29 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 277 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 31 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 277 32 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 277 33 unable unable JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 34 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 277 35 correct correct VB work_wgi74n6oavhdxhlomowlxqjdhu 277 36 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 37 systematic systematic JJ work_wgi74n6oavhdxhlomowlxqjdhu 277 38 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 277 39 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 277 40 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 277 41 pro- pro- NN work_wgi74n6oavhdxhlomowlxqjdhu 277 42 jections jection NNS work_wgi74n6oavhdxhlomowlxqjdhu 277 43 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 277 44 see see VB work_wgi74n6oavhdxhlomowlxqjdhu 277 45 § § CD work_wgi74n6oavhdxhlomowlxqjdhu 277 46 2.1 2.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 277 47 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 277 48 . . . work_wgi74n6oavhdxhlomowlxqjdhu 278 1 Since since IN work_wgi74n6oavhdxhlomowlxqjdhu 278 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 278 3 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 278 4 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 278 5 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 278 6 stronger strong JJR work_wgi74n6oavhdxhlomowlxqjdhu 278 7 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 278 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 278 9 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 278 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 278 11 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 278 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 278 13 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 278 14 mod- mod- NN work_wgi74n6oavhdxhlomowlxqjdhu 278 15 els els NNP work_wgi74n6oavhdxhlomowlxqjdhu 278 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 278 17 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 278 18 bias bias NN work_wgi74n6oavhdxhlomowlxqjdhu 278 19 may may MD work_wgi74n6oavhdxhlomowlxqjdhu 278 20 have have VB work_wgi74n6oavhdxhlomowlxqjdhu 278 21 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 278 22 substantial substantial JJ work_wgi74n6oavhdxhlomowlxqjdhu 278 23 impact impact NN work_wgi74n6oavhdxhlomowlxqjdhu 278 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 279 1 With with IN work_wgi74n6oavhdxhlomowlxqjdhu 279 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 279 3 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 279 4 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 279 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 279 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 279 7 difference difference NN work_wgi74n6oavhdxhlomowlxqjdhu 279 8 between between IN work_wgi74n6oavhdxhlomowlxqjdhu 279 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 279 10 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 279 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 279 12 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 279 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 279 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 279 15 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 279 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 279 17 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 279 18 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 279 19 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 279 20 negligible negligible JJ work_wgi74n6oavhdxhlomowlxqjdhu 279 21 : : : work_wgi74n6oavhdxhlomowlxqjdhu 279 22 YHMMunion yhmmunion NN work_wgi74n6oavhdxhlomowlxqjdhu 279 23 + + CC work_wgi74n6oavhdxhlomowlxqjdhu 279 24 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 279 25 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 279 26 ŶHMMwik ŶHMMwik NNP work_wgi74n6oavhdxhlomowlxqjdhu 279 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 280 1 + + NFP work_wgi74n6oavhdxhlomowlxqjdhu 280 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 280 3 both both DT work_wgi74n6oavhdxhlomowlxqjdhu 280 4 av- av- JJ work_wgi74n6oavhdxhlomowlxqjdhu 280 5 erage erage NN work_wgi74n6oavhdxhlomowlxqjdhu 280 6 at at IN work_wgi74n6oavhdxhlomowlxqjdhu 280 7 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 280 8 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 280 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 280 10 82.8 82.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 280 11 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 280 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 281 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 2 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 281 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 281 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 281 5 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 281 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 7 other other JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 8 hand hand NN work_wgi74n6oavhdxhlomowlxqjdhu 281 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 281 10 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 281 11 able able JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 12 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 281 13 take take VB work_wgi74n6oavhdxhlomowlxqjdhu 281 14 advantage advantage NN work_wgi74n6oavhdxhlomowlxqjdhu 281 15 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 281 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 17 complementary complementary JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 18 information information NN work_wgi74n6oavhdxhlomowlxqjdhu 281 19 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 281 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 21 coupled couple VBN work_wgi74n6oavhdxhlomowlxqjdhu 281 22 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 281 23 , , , work_wgi74n6oavhdxhlomowlxqjdhu 281 24 provided provide VBN work_wgi74n6oavhdxhlomowlxqjdhu 281 25 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 281 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 27 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 281 28 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 281 29 able able JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 30 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 281 31 filter filter VB work_wgi74n6oavhdxhlomowlxqjdhu 281 32 out out RP work_wgi74n6oavhdxhlomowlxqjdhu 281 33 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 281 34 systematic systematic JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 35 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 281 36 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 281 37 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 281 38 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 281 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 282 1 With with IN work_wgi74n6oavhdxhlomowlxqjdhu 282 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 282 3 dictionary dictionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 282 4 derived derive VBN work_wgi74n6oavhdxhlomowlxqjdhu 282 5 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 282 6 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 282 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 282 8 pro- pro- NN work_wgi74n6oavhdxhlomowlxqjdhu 282 9 jected jecte VBD work_wgi74n6oavhdxhlomowlxqjdhu 282 10 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 282 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 282 12 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 282 13 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 282 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 282 15 ŶCRFwik ŶCRFwik NNS work_wgi74n6oavhdxhlomowlxqjdhu 282 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 283 1 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 283 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 283 3 performs perform VBZ work_wgi74n6oavhdxhlomowlxqjdhu 283 4 10To 10To NNP work_wgi74n6oavhdxhlomowlxqjdhu 283 5 make make VBP work_wgi74n6oavhdxhlomowlxqjdhu 283 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 283 7 comparison comparison NN work_wgi74n6oavhdxhlomowlxqjdhu 283 8 fair fair JJ work_wgi74n6oavhdxhlomowlxqjdhu 283 9 vis vis FW work_wgi74n6oavhdxhlomowlxqjdhu 283 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 283 11 a a FW work_wgi74n6oavhdxhlomowlxqjdhu 283 12 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 283 13 vis vis FW work_wgi74n6oavhdxhlomowlxqjdhu 283 14 potential potential JJ work_wgi74n6oavhdxhlomowlxqjdhu 283 15 divergences divergence NNS work_wgi74n6oavhdxhlomowlxqjdhu 283 16 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 283 17 training train VBG work_wgi74n6oavhdxhlomowlxqjdhu 283 18 domains domain NNS work_wgi74n6oavhdxhlomowlxqjdhu 283 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 283 20 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 283 21 compare compare VBP work_wgi74n6oavhdxhlomowlxqjdhu 283 22 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 283 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 283 24 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 283 25 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 283 26 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 283 27 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 283 28 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 283 29 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 283 30 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 283 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 283 32 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 283 33 500 500 CD work_wgi74n6oavhdxhlomowlxqjdhu 283 34 K K NNP work_wgi74n6oavhdxhlomowlxqjdhu 283 35 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 283 36 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 283 37 sets set NNS work_wgi74n6oavhdxhlomowlxqjdhu 283 38 . . . work_wgi74n6oavhdxhlomowlxqjdhu 284 1 0 0 NFP work_wgi74n6oavhdxhlomowlxqjdhu 284 2 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 3 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 4 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 5 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 6 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 7 50 50 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 8 75 75 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 9 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 10 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 11 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 12 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 13 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 14 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 15 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 16 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 17 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 18 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 19 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 20 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 21 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 22 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 23 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 24 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 25 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 26 Number number NN work_wgi74n6oavhdxhlomowlxqjdhu 284 27 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 284 28 token−level token−level . work_wgi74n6oavhdxhlomowlxqjdhu 284 29 projections projection NNS work_wgi74n6oavhdxhlomowlxqjdhu 284 30 T T NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 31 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 284 32 g g NN work_wgi74n6oavhdxhlomowlxqjdhu 284 33 g g NN work_wgi74n6oavhdxhlomowlxqjdhu 284 34 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 284 35 g g NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 36 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 284 37 c c NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 38 c c NN work_wgi74n6oavhdxhlomowlxqjdhu 284 39 u u NN work_wgi74n6oavhdxhlomowlxqjdhu 284 40 ra ra NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 41 c c NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 42 y y NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 43 Number Number NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 44 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 284 45 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 284 46 listed list VBN work_wgi74n6oavhdxhlomowlxqjdhu 284 47 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 284 48 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 49 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 284 50 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 284 51 : : : work_wgi74n6oavhdxhlomowlxqjdhu 284 52 Relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 284 53 influence influence NN work_wgi74n6oavhdxhlomowlxqjdhu 284 54 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 284 55 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 284 56 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 284 57 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 284 58 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 284 59 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 284 60 tagging tag VBG work_wgi74n6oavhdxhlomowlxqjdhu 284 61 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 284 62 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 284 63 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 284 64 ŶCRFwik ŷcrfwik NN work_wgi74n6oavhdxhlomowlxqjdhu 284 65 . . . work_wgi74n6oavhdxhlomowlxqjdhu 285 1 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 285 2 C+L C+L NNP work_wgi74n6oavhdxhlomowlxqjdhu 285 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 285 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 286 1 Word word NN work_wgi74n6oavhdxhlomowlxqjdhu 286 2 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 3 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 286 4 categorized categorize VBN work_wgi74n6oavhdxhlomowlxqjdhu 286 5 according accord VBG work_wgi74n6oavhdxhlomowlxqjdhu 286 6 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 286 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 286 8 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 9 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 286 10 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 286 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 286 12 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 286 13 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 14 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 15 0,1,2 0,1,2 NFP work_wgi74n6oavhdxhlomowlxqjdhu 286 16 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 286 17 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 18 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 286 19 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 20 , , , work_wgi74n6oavhdxhlomowlxqjdhu 286 21 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 286 22 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 23 representing represent VBG work_wgi74n6oavhdxhlomowlxqjdhu 286 24 no no DT work_wgi74n6oavhdxhlomowlxqjdhu 286 25 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 286 26 entry entry NN work_wgi74n6oavhdxhlomowlxqjdhu 286 27 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 286 28 top top NN work_wgi74n6oavhdxhlomowlxqjdhu 286 29 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 286 30 axis axis NN work_wgi74n6oavhdxhlomowlxqjdhu 286 31 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 32 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 286 33 b b LS work_wgi74n6oavhdxhlomowlxqjdhu 286 34 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 35 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 286 36 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 286 37 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 286 38 times time NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 39 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 286 40 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 286 41 token- token- NN work_wgi74n6oavhdxhlomowlxqjdhu 286 42 constrained constrain VBN work_wgi74n6oavhdxhlomowlxqjdhu 286 43 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 286 44 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 286 45 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 286 46 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 286 47 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 48 divided divide VBN work_wgi74n6oavhdxhlomowlxqjdhu 286 49 into into IN work_wgi74n6oavhdxhlomowlxqjdhu 286 50 buckets bucket NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 51 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 286 52 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 53 , , , work_wgi74n6oavhdxhlomowlxqjdhu 286 54 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 55 - - SYM work_wgi74n6oavhdxhlomowlxqjdhu 286 56 9 9 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 57 , , , work_wgi74n6oavhdxhlomowlxqjdhu 286 58 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 59 - - SYM work_wgi74n6oavhdxhlomowlxqjdhu 286 60 99 99 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 61 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 286 62 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 286 63 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 286 64 occurrences occurrence NNS work_wgi74n6oavhdxhlomowlxqjdhu 286 65 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 286 66 x x LS work_wgi74n6oavhdxhlomowlxqjdhu 286 67 - - : work_wgi74n6oavhdxhlomowlxqjdhu 286 68 axis axis NN work_wgi74n6oavhdxhlomowlxqjdhu 286 69 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 286 70 . . . work_wgi74n6oavhdxhlomowlxqjdhu 287 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 287 2 boxes box NNS work_wgi74n6oavhdxhlomowlxqjdhu 287 3 summarize summarize VBP work_wgi74n6oavhdxhlomowlxqjdhu 287 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 287 5 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 287 6 distributions distribution NNS work_wgi74n6oavhdxhlomowlxqjdhu 287 7 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 287 8 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 287 9 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 287 10 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 287 11 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 287 12 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 287 13 category category NN work_wgi74n6oavhdxhlomowlxqjdhu 287 14 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 287 15 defined define VBN work_wgi74n6oavhdxhlomowlxqjdhu 287 16 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 287 17 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 287 18 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 287 19 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 287 20 b b NN work_wgi74n6oavhdxhlomowlxqjdhu 287 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 287 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 288 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 2 horizontal horizontal JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 3 line line NN work_wgi74n6oavhdxhlomowlxqjdhu 288 4 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 288 5 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 288 6 box box NN work_wgi74n6oavhdxhlomowlxqjdhu 288 7 marks mark VBZ work_wgi74n6oavhdxhlomowlxqjdhu 288 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 9 median median JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 10 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 288 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 288 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 13 top top JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 288 15 bottom bottom NN work_wgi74n6oavhdxhlomowlxqjdhu 288 16 mark mark VB work_wgi74n6oavhdxhlomowlxqjdhu 288 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 18 first first JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 19 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 288 20 third third JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 21 quantile quantile NN work_wgi74n6oavhdxhlomowlxqjdhu 288 22 , , , work_wgi74n6oavhdxhlomowlxqjdhu 288 23 re- re- RB work_wgi74n6oavhdxhlomowlxqjdhu 288 24 spectively spectively RB work_wgi74n6oavhdxhlomowlxqjdhu 288 25 , , , work_wgi74n6oavhdxhlomowlxqjdhu 288 26 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 288 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 28 whiskers whisker NNS work_wgi74n6oavhdxhlomowlxqjdhu 288 29 mark mark VBP work_wgi74n6oavhdxhlomowlxqjdhu 288 30 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 31 minimum minimum JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 32 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 288 33 maximum maximum JJ work_wgi74n6oavhdxhlomowlxqjdhu 288 34 values value NNS work_wgi74n6oavhdxhlomowlxqjdhu 288 35 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 288 36 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 288 37 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 288 38 distribution distribution NN work_wgi74n6oavhdxhlomowlxqjdhu 288 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 289 1 better well RBR work_wgi74n6oavhdxhlomowlxqjdhu 289 2 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 289 3 all all PDT work_wgi74n6oavhdxhlomowlxqjdhu 289 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 289 5 remaining remain VBG work_wgi74n6oavhdxhlomowlxqjdhu 289 6 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 289 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 289 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 289 9 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 289 10 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 289 11 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 289 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 289 13 88.8 88.8 CD work_wgi74n6oavhdxhlomowlxqjdhu 289 14 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 289 15 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 289 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 289 17 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 289 18 Indo indo JJ work_wgi74n6oavhdxhlomowlxqjdhu 289 19 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 289 20 European european JJ work_wgi74n6oavhdxhlomowlxqjdhu 289 21 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 289 22 available available JJ work_wgi74n6oavhdxhlomowlxqjdhu 289 23 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 289 24 D&P D&P NNP work_wgi74n6oavhdxhlomowlxqjdhu 289 25 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 289 26 LG&T. LG&T. . work_wgi74n6oavhdxhlomowlxqjdhu 290 1 Averaged average VBN work_wgi74n6oavhdxhlomowlxqjdhu 290 2 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 290 3 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 290 4 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 290 5 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 290 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 290 7 its -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 290 8 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 290 9 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 290 10 84.5 84.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 290 11 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 290 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 291 1 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 291 2 Further further JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 3 Analysis Analysis NNP work_wgi74n6oavhdxhlomowlxqjdhu 291 4 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 291 5 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 291 6 section section NN work_wgi74n6oavhdxhlomowlxqjdhu 291 7 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 291 8 provide provide VBP work_wgi74n6oavhdxhlomowlxqjdhu 291 9 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 291 10 detailed detailed JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 11 analysis analysis NN work_wgi74n6oavhdxhlomowlxqjdhu 291 12 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 291 13 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 291 14 impact impact NN work_wgi74n6oavhdxhlomowlxqjdhu 291 15 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 291 16 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 17 versus versus FW work_wgi74n6oavhdxhlomowlxqjdhu 291 18 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 291 19 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 291 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 291 21 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 291 22 study study VBP work_wgi74n6oavhdxhlomowlxqjdhu 291 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 291 24 pruning pruning NN work_wgi74n6oavhdxhlomowlxqjdhu 291 25 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 291 26 filtering filter VBG work_wgi74n6oavhdxhlomowlxqjdhu 291 27 mistakes mistake NNS work_wgi74n6oavhdxhlomowlxqjdhu 291 28 resulting result VBG work_wgi74n6oavhdxhlomowlxqjdhu 291 29 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 291 30 in- in- JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 31 complete complete JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 32 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 291 33 entries entry NNS work_wgi74n6oavhdxhlomowlxqjdhu 291 34 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 291 35 detail detail NN work_wgi74n6oavhdxhlomowlxqjdhu 291 36 . . . work_wgi74n6oavhdxhlomowlxqjdhu 292 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 292 2 analysis analysis NN work_wgi74n6oavhdxhlomowlxqjdhu 292 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 292 4 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 292 5 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 292 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 292 7 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 292 8 portion portion NN work_wgi74n6oavhdxhlomowlxqjdhu 292 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 292 10 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 292 11 treebank treebank NN work_wgi74n6oavhdxhlomowlxqjdhu 292 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 293 1 5.1 5.1 CD work_wgi74n6oavhdxhlomowlxqjdhu 293 2 Influence Influence NNP work_wgi74n6oavhdxhlomowlxqjdhu 293 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 293 4 Token Token NNP work_wgi74n6oavhdxhlomowlxqjdhu 293 5 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 293 6 Type Type NNP work_wgi74n6oavhdxhlomowlxqjdhu 293 7 Constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 293 8 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 293 9 empirical empirical JJ work_wgi74n6oavhdxhlomowlxqjdhu 293 10 success success NN work_wgi74n6oavhdxhlomowlxqjdhu 293 11 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 293 12 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 293 13 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 293 14 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 293 15 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 293 16 cou- cou- RB work_wgi74n6oavhdxhlomowlxqjdhu 293 17 pled plead VBN work_wgi74n6oavhdxhlomowlxqjdhu 293 18 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 293 19 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 293 20 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 293 21 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 293 22 confirms confirm VBZ work_wgi74n6oavhdxhlomowlxqjdhu 293 23 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 293 24 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 293 25 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 293 26 indeed indeed RB work_wgi74n6oavhdxhlomowlxqjdhu 293 27 provide provide VBP work_wgi74n6oavhdxhlomowlxqjdhu 293 28 complementary complementary JJ work_wgi74n6oavhdxhlomowlxqjdhu 293 29 signals signal NNS work_wgi74n6oavhdxhlomowlxqjdhu 293 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 294 1 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 294 2 4 4 CD work_wgi74n6oavhdxhlomowlxqjdhu 294 3 provides provide VBZ work_wgi74n6oavhdxhlomowlxqjdhu 294 4 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 294 5 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 294 6 detailed detailed JJ work_wgi74n6oavhdxhlomowlxqjdhu 294 7 view view NN work_wgi74n6oavhdxhlomowlxqjdhu 294 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 294 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 294 10 rela- rela- JJ work_wgi74n6oavhdxhlomowlxqjdhu 294 11 tive tive JJ work_wgi74n6oavhdxhlomowlxqjdhu 294 12 benefits benefit NNS work_wgi74n6oavhdxhlomowlxqjdhu 294 13 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 294 14 each each DT work_wgi74n6oavhdxhlomowlxqjdhu 294 15 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 294 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 294 17 constraint constraint NN work_wgi74n6oavhdxhlomowlxqjdhu 294 18 . . . work_wgi74n6oavhdxhlomowlxqjdhu 295 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 295 2 observe observe VBP work_wgi74n6oavhdxhlomowlxqjdhu 295 3 several several JJ work_wgi74n6oavhdxhlomowlxqjdhu 295 4 interesting interesting JJ work_wgi74n6oavhdxhlomowlxqjdhu 295 5 trends trend NNS work_wgi74n6oavhdxhlomowlxqjdhu 295 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 296 1 First first RB work_wgi74n6oavhdxhlomowlxqjdhu 296 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 296 3 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 296 4 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 5 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 296 6 occur occur VBP work_wgi74n6oavhdxhlomowlxqjdhu 296 7 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 296 8 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 296 9 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 296 10 con- con- NN work_wgi74n6oavhdxhlomowlxqjdhu 296 11 straints straint NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 12 during during IN work_wgi74n6oavhdxhlomowlxqjdhu 296 13 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 296 14 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 296 15 generally generally RB work_wgi74n6oavhdxhlomowlxqjdhu 296 16 tagged tag VBN work_wgi74n6oavhdxhlomowlxqjdhu 296 17 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 296 18 accurately accurately RB work_wgi74n6oavhdxhlomowlxqjdhu 296 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 296 20 regardless regardless RB work_wgi74n6oavhdxhlomowlxqjdhu 296 21 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 296 22 whether whether IN work_wgi74n6oavhdxhlomowlxqjdhu 296 23 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 296 24 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 25 occur occur VBP work_wgi74n6oavhdxhlomowlxqjdhu 296 26 9 9 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 27 90.0 90.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 28 92.5 92.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 29 95.0 95.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 30 97.5 97.5 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 31 100.0 100.0 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 32 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 33 50 50 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 34 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 35 150 150 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 36 200 200 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 37 250 250 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 38 Number number NN work_wgi74n6oavhdxhlomowlxqjdhu 296 39 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 296 40 corrected correct VBN work_wgi74n6oavhdxhlomowlxqjdhu 296 41 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 42 entries entrie VBZ work_wgi74n6oavhdxhlomowlxqjdhu 296 43 P P NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 44 ru ru NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 45 n n CC work_wgi74n6oavhdxhlomowlxqjdhu 296 46 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 296 47 g g NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 48 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 296 49 cc cc NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 50 u u NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 51 ra ra NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 52 cy cy NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 53 Figure Figure NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 54 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 296 55 : : : work_wgi74n6oavhdxhlomowlxqjdhu 296 56 Average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 296 57 pruning pruning NN work_wgi74n6oavhdxhlomowlxqjdhu 296 58 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 296 59 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 296 60 line line NN work_wgi74n6oavhdxhlomowlxqjdhu 296 61 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 296 62 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 296 63 lan- lan- NN work_wgi74n6oavhdxhlomowlxqjdhu 296 64 guages guage NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 65 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 296 66 dots dot NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 67 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 296 68 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 296 69 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 296 70 function function NN work_wgi74n6oavhdxhlomowlxqjdhu 296 71 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 296 72 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 296 73 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 296 74 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 296 75 hypotheti- hypotheti- FW work_wgi74n6oavhdxhlomowlxqjdhu 296 76 cally cally RB work_wgi74n6oavhdxhlomowlxqjdhu 296 77 corrected correct VBN work_wgi74n6oavhdxhlomowlxqjdhu 296 78 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 296 79 entries entry NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 80 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 296 81 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 296 82 k k NN work_wgi74n6oavhdxhlomowlxqjdhu 296 83 most most RBS work_wgi74n6oavhdxhlomowlxqjdhu 296 84 frequent frequent JJ work_wgi74n6oavhdxhlomowlxqjdhu 296 85 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 296 86 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 296 87 . . . work_wgi74n6oavhdxhlomowlxqjdhu 297 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 297 2 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 297 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 297 4 position position NN work_wgi74n6oavhdxhlomowlxqjdhu 297 5 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 297 6 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 297 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 297 8 x x NN work_wgi74n6oavhdxhlomowlxqjdhu 297 9 - - : work_wgi74n6oavhdxhlomowlxqjdhu 297 10 axis axis RB work_wgi74n6oavhdxhlomowlxqjdhu 297 11 cor- cor- RB work_wgi74n6oavhdxhlomowlxqjdhu 297 12 responds respond VBZ work_wgi74n6oavhdxhlomowlxqjdhu 297 13 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 297 14 manually manually RB work_wgi74n6oavhdxhlomowlxqjdhu 297 15 correcting correct VBG work_wgi74n6oavhdxhlomowlxqjdhu 297 16 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 297 17 entries entry NNS work_wgi74n6oavhdxhlomowlxqjdhu 297 18 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 297 19 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 297 20 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 297 21 most most RBS work_wgi74n6oavhdxhlomowlxqjdhu 297 22 frequent frequent JJ work_wgi74n6oavhdxhlomowlxqjdhu 297 23 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 297 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 297 25 while while IN work_wgi74n6oavhdxhlomowlxqjdhu 297 26 position position NN work_wgi74n6oavhdxhlomowlxqjdhu 297 27 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 297 28 corresponds correspond NNS work_wgi74n6oavhdxhlomowlxqjdhu 297 29 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 297 30 ex- ex- VB work_wgi74n6oavhdxhlomowlxqjdhu 297 31 perimental perimental JJ work_wgi74n6oavhdxhlomowlxqjdhu 297 32 conditions condition NNS work_wgi74n6oavhdxhlomowlxqjdhu 297 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 298 1 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 298 2 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 298 3 . . . work_wgi74n6oavhdxhlomowlxqjdhu 299 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 299 2 most most RBS work_wgi74n6oavhdxhlomowlxqjdhu 299 3 common common JJ work_wgi74n6oavhdxhlomowlxqjdhu 299 4 scenario scenario NN work_wgi74n6oavhdxhlomowlxqjdhu 299 5 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 299 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 299 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 299 8 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 299 9 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 299 10 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 299 11 have have VB work_wgi74n6oavhdxhlomowlxqjdhu 299 12 exactly exactly RB work_wgi74n6oavhdxhlomowlxqjdhu 299 13 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 299 14 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 299 15 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 299 16 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 299 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 299 18 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 299 19 occur occur VB work_wgi74n6oavhdxhlomowlxqjdhu 299 20 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 299 21 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 299 22 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 299 23 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 299 24 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 299 25 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 299 26 times time NNS work_wgi74n6oavhdxhlomowlxqjdhu 299 27 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 299 28 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 299 29 training training NN work_wgi74n6oavhdxhlomowlxqjdhu 299 30 set set NN work_wgi74n6oavhdxhlomowlxqjdhu 299 31 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 299 32 facet facet NNP work_wgi74n6oavhdxhlomowlxqjdhu 299 33 1 1 CD work_wgi74n6oavhdxhlomowlxqjdhu 299 34 , , , work_wgi74n6oavhdxhlomowlxqjdhu 299 35 rightmost rightmost NNP work_wgi74n6oavhdxhlomowlxqjdhu 299 36 box box NN work_wgi74n6oavhdxhlomowlxqjdhu 299 37 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 299 38 . . . work_wgi74n6oavhdxhlomowlxqjdhu 300 1 These these DT work_wgi74n6oavhdxhlomowlxqjdhu 300 2 com- com- NN work_wgi74n6oavhdxhlomowlxqjdhu 300 3 mon mon NN work_wgi74n6oavhdxhlomowlxqjdhu 300 4 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 300 5 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 300 6 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 300 7 typically typically RB work_wgi74n6oavhdxhlomowlxqjdhu 300 8 tagged tag VBN work_wgi74n6oavhdxhlomowlxqjdhu 300 9 very very RB work_wgi74n6oavhdxhlomowlxqjdhu 300 10 accurately accurately RB work_wgi74n6oavhdxhlomowlxqjdhu 300 11 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 300 12 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 300 13 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 300 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 301 1 Second second JJ work_wgi74n6oavhdxhlomowlxqjdhu 301 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 301 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 301 4 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 301 5 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 301 6 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 301 7 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 301 8 ambiguous ambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 301 9 accord- accord- NN work_wgi74n6oavhdxhlomowlxqjdhu 301 10 ing ing NN work_wgi74n6oavhdxhlomowlxqjdhu 301 11 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 301 12 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 301 13 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 301 14 facets facet NNS work_wgi74n6oavhdxhlomowlxqjdhu 301 15 2 2 CD work_wgi74n6oavhdxhlomowlxqjdhu 301 16 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 301 17 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 301 18 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 301 19 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 301 20 predominantly predominantly RB work_wgi74n6oavhdxhlomowlxqjdhu 301 21 frequent frequent JJ work_wgi74n6oavhdxhlomowlxqjdhu 301 22 ones one NNS work_wgi74n6oavhdxhlomowlxqjdhu 301 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 302 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 302 2 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 302 3 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 302 4 typically typically RB work_wgi74n6oavhdxhlomowlxqjdhu 302 5 lower low JJR work_wgi74n6oavhdxhlomowlxqjdhu 302 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 302 7 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 302 8 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 302 9 compared compare VBN work_wgi74n6oavhdxhlomowlxqjdhu 302 10 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 302 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 302 12 unambiguous unambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 302 13 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 302 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 303 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 303 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 303 3 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 303 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 303 5 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 303 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 303 7 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 303 8 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 303 9 con- con- NN work_wgi74n6oavhdxhlomowlxqjdhu 303 10 straints straint NNS work_wgi74n6oavhdxhlomowlxqjdhu 303 11 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 303 12 increased increase VBN work_wgi74n6oavhdxhlomowlxqjdhu 303 13 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 303 14 zero zero CD work_wgi74n6oavhdxhlomowlxqjdhu 303 15 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 303 16 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 303 17 + + SYM work_wgi74n6oavhdxhlomowlxqjdhu 303 18 observations observation NNS work_wgi74n6oavhdxhlomowlxqjdhu 303 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 303 20 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 303 21 ambiguous ambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 303 22 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 303 23 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 303 24 effectively effectively RB work_wgi74n6oavhdxhlomowlxqjdhu 303 25 disambiguated disambiguate VBN work_wgi74n6oavhdxhlomowlxqjdhu 303 26 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 303 27 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 303 28 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 303 29 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 303 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 304 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 304 2 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 304 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 304 4 advantage advantage NN work_wgi74n6oavhdxhlomowlxqjdhu 304 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 304 6 intersecting intersect VBG work_wgi74n6oavhdxhlomowlxqjdhu 304 7 token token NN work_wgi74n6oavhdxhlomowlxqjdhu 304 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 304 9 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 304 10 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 304 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 305 1 Finally finally RB work_wgi74n6oavhdxhlomowlxqjdhu 305 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 305 3 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 305 4 generally generally RB work_wgi74n6oavhdxhlomowlxqjdhu 305 5 helps help VBZ work_wgi74n6oavhdxhlomowlxqjdhu 305 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 305 7 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 305 8 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 305 9 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 305 10 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 305 11 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 305 12 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 305 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 305 14 although although IN work_wgi74n6oavhdxhlomowlxqjdhu 305 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 305 16 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 305 17 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 305 18 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 305 19 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 305 20 never never RB work_wgi74n6oavhdxhlomowlxqjdhu 305 21 reach reach VB work_wgi74n6oavhdxhlomowlxqjdhu 305 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 305 23 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 305 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 305 25 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 305 26 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 305 27 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 305 28 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 305 29 one one CD work_wgi74n6oavhdxhlomowlxqjdhu 305 30 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 305 31 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 305 32 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 305 33 . . . work_wgi74n6oavhdxhlomowlxqjdhu 306 1 Interestingly interestingly RB work_wgi74n6oavhdxhlomowlxqjdhu 306 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 306 3 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 306 4 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 306 5 occur occur VBP work_wgi74n6oavhdxhlomowlxqjdhu 306 6 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 306 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 306 8 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 306 9 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 306 10 constraint constraint NN work_wgi74n6oavhdxhlomowlxqjdhu 306 11 less less JJR work_wgi74n6oavhdxhlomowlxqjdhu 306 12 than than IN work_wgi74n6oavhdxhlomowlxqjdhu 306 13 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 306 14 times time NNS work_wgi74n6oavhdxhlomowlxqjdhu 306 15 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 306 16 tagged tag VBN work_wgi74n6oavhdxhlomowlxqjdhu 306 17 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 306 18 accurately accurately RB work_wgi74n6oavhdxhlomowlxqjdhu 306 19 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 306 20 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 306 21 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 306 22 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 306 23 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 306 24 dictionary dictionary NN work_wgi74n6oavhdxhlomowlxqjdhu 306 25 compared compare VBN work_wgi74n6oavhdxhlomowlxqjdhu 306 26 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 306 27 ambiguous ambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 306 28 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 306 29 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 306 30 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 306 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 306 32 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 306 33 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 306 34 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 306 35 projected project VBN work_wgi74n6oavhdxhlomowlxqjdhu 306 36 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 306 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 307 1 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 307 2 possible possible JJ work_wgi74n6oavhdxhlomowlxqjdhu 307 3 explanation explanation NN work_wgi74n6oavhdxhlomowlxqjdhu 307 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 307 5 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 307 6 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 307 7 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 307 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 307 9 ambiguous ambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 307 10 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 307 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 307 12 inherently inherently RB work_wgi74n6oavhdxhlomowlxqjdhu 307 13 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 307 14 difficult difficult JJ work_wgi74n6oavhdxhlomowlxqjdhu 307 15 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 307 16 predict predict VB work_wgi74n6oavhdxhlomowlxqjdhu 307 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 307 18 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 307 19 most most JJS work_wgi74n6oavhdxhlomowlxqjdhu 307 20 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 307 21 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 307 22 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 307 23 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 307 24 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 307 25 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 307 26 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 307 27 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 307 28 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 307 29 less less RBR work_wgi74n6oavhdxhlomowlxqjdhu 307 30 common common JJ work_wgi74n6oavhdxhlomowlxqjdhu 307 31 words word NNS work_wgi74n6oavhdxhlomowlxqjdhu 307 32 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 307 33 tend tend VBP work_wgi74n6oavhdxhlomowlxqjdhu 307 34 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 307 35 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 307 36 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 307 37 less less RBR work_wgi74n6oavhdxhlomowlxqjdhu 307 38 ambiguous ambiguous JJ work_wgi74n6oavhdxhlomowlxqjdhu 307 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 308 1 zh zh NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 2 tr tr IN work_wgi74n6oavhdxhlomowlxqjdhu 308 3 sv sv NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 4 sl sl UH work_wgi74n6oavhdxhlomowlxqjdhu 308 5 pt pt UH work_wgi74n6oavhdxhlomowlxqjdhu 308 6 nl nl UH work_wgi74n6oavhdxhlomowlxqjdhu 308 7 ja ja IN work_wgi74n6oavhdxhlomowlxqjdhu 308 8 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 308 9 fr fr IN work_wgi74n6oavhdxhlomowlxqjdhu 308 10 es es FW work_wgi74n6oavhdxhlomowlxqjdhu 308 11 el el NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 12 de de FW work_wgi74n6oavhdxhlomowlxqjdhu 308 13 da da NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 14 cs cs NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 15 bg bg NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 16 avg avg NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 17 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 308 18 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 308 19 50 50 CD work_wgi74n6oavhdxhlomowlxqjdhu 308 20 75 75 CD work_wgi74n6oavhdxhlomowlxqjdhu 308 21 100 100 CD work_wgi74n6oavhdxhlomowlxqjdhu 308 22 Proportion proportion NN work_wgi74n6oavhdxhlomowlxqjdhu 308 23 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 308 24 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 308 25 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 308 26 PRON PRON NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 27 NOUN NOUN NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 28 DET DET NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 29 ADP ADP NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 30 PRT PRT NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 31 ADV ADV NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 32 NUM NUM NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 33 CONJ CONJ NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 34 ADJ ADJ NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 35 VERB VERB NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 36 X X NNP work_wgi74n6oavhdxhlomowlxqjdhu 308 37 . . . work_wgi74n6oavhdxhlomowlxqjdhu 309 1 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 309 2 6 6 CD work_wgi74n6oavhdxhlomowlxqjdhu 309 3 : : : work_wgi74n6oavhdxhlomowlxqjdhu 309 4 Prevalence Prevalence NNP work_wgi74n6oavhdxhlomowlxqjdhu 309 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 309 6 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 309 7 mistakes mistake NNS work_wgi74n6oavhdxhlomowlxqjdhu 309 8 per per IN work_wgi74n6oavhdxhlomowlxqjdhu 309 9 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 309 10 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 309 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 309 12 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 309 13 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 309 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 309 15 inference inference NN work_wgi74n6oavhdxhlomowlxqjdhu 309 16 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 309 17 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 309 18 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 309 19 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 309 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 310 1 5.2 5.2 CD work_wgi74n6oavhdxhlomowlxqjdhu 310 2 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 3 Pruning Pruning NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 4 Mistakes Mistakes NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 5 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 310 6 error error NN work_wgi74n6oavhdxhlomowlxqjdhu 310 7 analysis analysis NN work_wgi74n6oavhdxhlomowlxqjdhu 310 8 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 310 9 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 10 et et NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 11 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 310 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 311 1 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 311 2 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 311 3 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 311 4 showed show VBD work_wgi74n6oavhdxhlomowlxqjdhu 311 5 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 311 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 311 7 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 311 8 licensed license VBN work_wgi74n6oavhdxhlomowlxqjdhu 311 9 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 311 10 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 311 11 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 311 12 often often RB work_wgi74n6oavhdxhlomowlxqjdhu 311 13 valid valid JJ work_wgi74n6oavhdxhlomowlxqjdhu 311 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 312 1 When when WRB work_wgi74n6oavhdxhlomowlxqjdhu 312 2 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 312 3 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 312 4 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 312 5 prune prune VB work_wgi74n6oavhdxhlomowlxqjdhu 312 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 312 7 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 312 8 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 312 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 312 10 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 312 11 constrained constrained JJ work_wgi74n6oavhdxhlomowlxqjdhu 312 12 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 312 13 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 312 14 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 312 15 filter filter VB work_wgi74n6oavhdxhlomowlxqjdhu 312 16 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 312 17 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 312 18 level level NN work_wgi74n6oavhdxhlomowlxqjdhu 312 19 projec- projec- NN work_wgi74n6oavhdxhlomowlxqjdhu 312 20 tions tion NNS work_wgi74n6oavhdxhlomowlxqjdhu 312 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 312 22 it -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 312 23 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 312 24 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 312 25 important important JJ work_wgi74n6oavhdxhlomowlxqjdhu 312 26 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 312 27 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 312 28 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 312 29 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 312 30 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 312 31 mistakenly mistakenly RB work_wgi74n6oavhdxhlomowlxqjdhu 312 32 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 312 33 because because IN work_wgi74n6oavhdxhlomowlxqjdhu 312 34 they -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 312 35 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 312 36 missing miss VBG work_wgi74n6oavhdxhlomowlxqjdhu 312 37 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 312 38 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 312 39 . . . work_wgi74n6oavhdxhlomowlxqjdhu 313 1 While while IN work_wgi74n6oavhdxhlomowlxqjdhu 313 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 313 3 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 313 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 313 5 filtering filtering NN work_wgi74n6oavhdxhlomowlxqjdhu 313 6 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 313 7 more more RBR work_wgi74n6oavhdxhlomowlxqjdhu 313 8 difficult difficult JJ work_wgi74n6oavhdxhlomowlxqjdhu 313 9 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 313 10 study study VB work_wgi74n6oavhdxhlomowlxqjdhu 313 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 313 12 due due IN work_wgi74n6oavhdxhlomowlxqjdhu 313 13 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 313 14 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 313 15 lack lack NN work_wgi74n6oavhdxhlomowlxqjdhu 313 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 313 17 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 313 18 gold gold JJ work_wgi74n6oavhdxhlomowlxqjdhu 313 19 standard standard JJ work_wgi74n6oavhdxhlomowlxqjdhu 313 20 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 313 21 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 313 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 313 23 bitext bitext NN work_wgi74n6oavhdxhlomowlxqjdhu 313 24 , , , work_wgi74n6oavhdxhlomowlxqjdhu 313 25 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 313 26 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 313 27 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 313 28 position position NN work_wgi74n6oavhdxhlomowlxqjdhu 313 29 0 0 CD work_wgi74n6oavhdxhlomowlxqjdhu 313 30 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 313 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 313 32 x- x- XX work_wgi74n6oavhdxhlomowlxqjdhu 313 33 axis axis NN work_wgi74n6oavhdxhlomowlxqjdhu 313 34 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 313 35 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 313 36 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 313 37 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 313 38 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 313 39 pruning pruning NN work_wgi74n6oavhdxhlomowlxqjdhu 313 40 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 313 41 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 313 42 not not RB work_wgi74n6oavhdxhlomowlxqjdhu 313 43 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 313 44 major major JJ work_wgi74n6oavhdxhlomowlxqjdhu 313 45 issue issue NN work_wgi74n6oavhdxhlomowlxqjdhu 313 46 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 313 47 most most JJS work_wgi74n6oavhdxhlomowlxqjdhu 313 48 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 313 49 ; ; : work_wgi74n6oavhdxhlomowlxqjdhu 313 50 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 313 51 average average JJ work_wgi74n6oavhdxhlomowlxqjdhu 313 52 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 313 53 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 313 54 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 313 55 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 313 56 almost almost RB work_wgi74n6oavhdxhlomowlxqjdhu 313 57 95 95 CD work_wgi74n6oavhdxhlomowlxqjdhu 313 58 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 313 59 . . . work_wgi74n6oavhdxhlomowlxqjdhu 314 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 314 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 314 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 314 4 some some DT work_wgi74n6oavhdxhlomowlxqjdhu 314 5 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 314 6 such such JJ work_wgi74n6oavhdxhlomowlxqjdhu 314 7 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 314 8 Chinese chinese JJ work_wgi74n6oavhdxhlomowlxqjdhu 314 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 314 10 Czech Czech NNP work_wgi74n6oavhdxhlomowlxqjdhu 314 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 314 12 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 314 13 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 314 14 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 314 15 pruned prune VBN work_wgi74n6oavhdxhlomowlxqjdhu 314 16 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 314 17 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 314 18 search search NN work_wgi74n6oavhdxhlomowlxqjdhu 314 19 space space NN work_wgi74n6oavhdxhlomowlxqjdhu 314 20 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 314 21 nearly nearly RB work_wgi74n6oavhdxhlomowlxqjdhu 314 22 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 314 23 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 314 24 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 314 25 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 314 26 tokens token NNS work_wgi74n6oavhdxhlomowlxqjdhu 314 27 . . . work_wgi74n6oavhdxhlomowlxqjdhu 315 1 When when WRB work_wgi74n6oavhdxhlomowlxqjdhu 315 2 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 315 3 Wiktionary Wiktionary NNP work_wgi74n6oavhdxhlomowlxqjdhu 315 4 as as IN work_wgi74n6oavhdxhlomowlxqjdhu 315 5 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 315 6 pruner pruner NN work_wgi74n6oavhdxhlomowlxqjdhu 315 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 315 8 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 315 9 upper upper JJ work_wgi74n6oavhdxhlomowlxqjdhu 315 10 bound bind VBN work_wgi74n6oavhdxhlomowlxqjdhu 315 11 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 315 12 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 315 13 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 315 14 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 315 15 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 315 16 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 315 17 therefore therefore RB work_wgi74n6oavhdxhlomowlxqjdhu 315 18 only only RB work_wgi74n6oavhdxhlomowlxqjdhu 315 19 around around RB work_wgi74n6oavhdxhlomowlxqjdhu 315 20 90 90 CD work_wgi74n6oavhdxhlomowlxqjdhu 315 21 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 315 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 316 1 However however RB work_wgi74n6oavhdxhlomowlxqjdhu 316 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 316 3 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 316 4 5 5 CD work_wgi74n6oavhdxhlomowlxqjdhu 316 5 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 316 6 shows show VBZ work_wgi74n6oavhdxhlomowlxqjdhu 316 7 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 316 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 316 9 some some DT work_wgi74n6oavhdxhlomowlxqjdhu 316 10 manual manual JJ work_wgi74n6oavhdxhlomowlxqjdhu 316 11 effort effort NN work_wgi74n6oavhdxhlomowlxqjdhu 316 12 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 316 13 might may MD work_wgi74n6oavhdxhlomowlxqjdhu 316 14 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 316 15 able able JJ work_wgi74n6oavhdxhlomowlxqjdhu 316 16 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 316 17 remedy remedy VB work_wgi74n6oavhdxhlomowlxqjdhu 316 18 many many JJ work_wgi74n6oavhdxhlomowlxqjdhu 316 19 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 316 20 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 316 21 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 316 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 317 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 317 2 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 317 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 317 4 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 317 5 adding add VBG work_wgi74n6oavhdxhlomowlxqjdhu 317 6 miss- miss- JJ work_wgi74n6oavhdxhlomowlxqjdhu 317 7 ing ing JJ work_wgi74n6oavhdxhlomowlxqjdhu 317 8 valid valid JJ work_wgi74n6oavhdxhlomowlxqjdhu 317 9 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 317 10 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 317 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 317 12 250 250 CD work_wgi74n6oavhdxhlomowlxqjdhu 317 13 most most RBS work_wgi74n6oavhdxhlomowlxqjdhu 317 14 common common JJ work_wgi74n6oavhdxhlomowlxqjdhu 317 15 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 317 16 types type NNS work_wgi74n6oavhdxhlomowlxqjdhu 317 17 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 317 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 317 19 worst bad JJS work_wgi74n6oavhdxhlomowlxqjdhu 317 20 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 317 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 317 22 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 317 23 minimum minimum JJ work_wgi74n6oavhdxhlomowlxqjdhu 317 24 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 317 25 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 317 26 would would MD work_wgi74n6oavhdxhlomowlxqjdhu 317 27 rise rise VB work_wgi74n6oavhdxhlomowlxqjdhu 317 28 above above IN work_wgi74n6oavhdxhlomowlxqjdhu 317 29 95 95 CD work_wgi74n6oavhdxhlomowlxqjdhu 317 30 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 317 31 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 317 32 below below IN work_wgi74n6oavhdxhlomowlxqjdhu 317 33 90 90 CD work_wgi74n6oavhdxhlomowlxqjdhu 317 34 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 317 35 . . . work_wgi74n6oavhdxhlomowlxqjdhu 318 1 If if IN work_wgi74n6oavhdxhlomowlxqjdhu 318 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 318 3 same same JJ work_wgi74n6oavhdxhlomowlxqjdhu 318 4 was be VBD work_wgi74n6oavhdxhlomowlxqjdhu 318 5 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 318 6 be be VB work_wgi74n6oavhdxhlomowlxqjdhu 318 7 done do VBN work_wgi74n6oavhdxhlomowlxqjdhu 318 8 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 318 9 all all DT work_wgi74n6oavhdxhlomowlxqjdhu 318 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 318 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 318 12 studied study VBN work_wgi74n6oavhdxhlomowlxqjdhu 318 13 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 318 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 318 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 318 16 mean mean NN work_wgi74n6oavhdxhlomowlxqjdhu 318 17 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 318 18 accuracy accuracy NN work_wgi74n6oavhdxhlomowlxqjdhu 318 19 would would MD work_wgi74n6oavhdxhlomowlxqjdhu 318 20 reach reach VB work_wgi74n6oavhdxhlomowlxqjdhu 318 21 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 318 22 97 97 CD work_wgi74n6oavhdxhlomowlxqjdhu 318 23 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 318 24 . . . work_wgi74n6oavhdxhlomowlxqjdhu 319 1 Figure figure NN work_wgi74n6oavhdxhlomowlxqjdhu 319 2 6 6 CD work_wgi74n6oavhdxhlomowlxqjdhu 319 3 breaks break NNS work_wgi74n6oavhdxhlomowlxqjdhu 319 4 down down RP work_wgi74n6oavhdxhlomowlxqjdhu 319 5 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 319 6 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 319 7 resulting result VBG work_wgi74n6oavhdxhlomowlxqjdhu 319 8 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 319 9 incorrect incorrect JJ work_wgi74n6oavhdxhlomowlxqjdhu 319 10 or or CC work_wgi74n6oavhdxhlomowlxqjdhu 319 11 incomplete incomplete JJ work_wgi74n6oavhdxhlomowlxqjdhu 319 12 Wiktionary wiktionary JJ work_wgi74n6oavhdxhlomowlxqjdhu 319 13 entries entry NNS work_wgi74n6oavhdxhlomowlxqjdhu 319 14 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 319 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 319 16 correct correct JJ work_wgi74n6oavhdxhlomowlxqjdhu 319 17 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 319 18 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 319 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 320 1 From from IN work_wgi74n6oavhdxhlomowlxqjdhu 320 2 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 320 3 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 320 4 observe observe VBP work_wgi74n6oavhdxhlomowlxqjdhu 320 5 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 320 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 320 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 320 8 many many JJ work_wgi74n6oavhdxhlomowlxqjdhu 320 9 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 320 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 320 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 320 12 pruning pruning NN work_wgi74n6oavhdxhlomowlxqjdhu 320 13 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 320 14 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 320 15 highly highly RB work_wgi74n6oavhdxhlomowlxqjdhu 320 16 skewed skewed JJ work_wgi74n6oavhdxhlomowlxqjdhu 320 17 towards towards IN work_wgi74n6oavhdxhlomowlxqjdhu 320 18 specific specific JJ work_wgi74n6oavhdxhlomowlxqjdhu 320 19 tags tag NNS work_wgi74n6oavhdxhlomowlxqjdhu 320 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 321 1 For for IN work_wgi74n6oavhdxhlomowlxqjdhu 321 2 example example NN work_wgi74n6oavhdxhlomowlxqjdhu 321 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 321 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 321 5 Czech Czech NNP work_wgi74n6oavhdxhlomowlxqjdhu 321 6 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 321 7 80 80 CD work_wgi74n6oavhdxhlomowlxqjdhu 321 8 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 321 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 321 10 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 321 11 pruning prune VBG work_wgi74n6oavhdxhlomowlxqjdhu 321 12 errors error NNS work_wgi74n6oavhdxhlomowlxqjdhu 321 13 are be VBP work_wgi74n6oavhdxhlomowlxqjdhu 321 14 caused cause VBN work_wgi74n6oavhdxhlomowlxqjdhu 321 15 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 321 16 mistak- mistak- NNP work_wgi74n6oavhdxhlomowlxqjdhu 321 17 enly enly RB work_wgi74n6oavhdxhlomowlxqjdhu 321 18 pruned pruned JJ work_wgi74n6oavhdxhlomowlxqjdhu 321 19 pronouns pronoun NNS work_wgi74n6oavhdxhlomowlxqjdhu 321 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 322 1 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 322 2 6 6 CD work_wgi74n6oavhdxhlomowlxqjdhu 322 3 Conclusions Conclusions NNPS work_wgi74n6oavhdxhlomowlxqjdhu 322 4 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 322 5 considered consider VBD work_wgi74n6oavhdxhlomowlxqjdhu 322 6 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 322 7 problem problem NN work_wgi74n6oavhdxhlomowlxqjdhu 322 8 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 322 9 constructing construct VBG work_wgi74n6oavhdxhlomowlxqjdhu 322 10 multilin- multilin- NN work_wgi74n6oavhdxhlomowlxqjdhu 322 11 gual gual JJ work_wgi74n6oavhdxhlomowlxqjdhu 322 12 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 322 13 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 322 14 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 322 15 resource resource NN work_wgi74n6oavhdxhlomowlxqjdhu 322 16 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 322 17 poor poor JJ work_wgi74n6oavhdxhlomowlxqjdhu 322 18 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 322 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 323 1 To to IN work_wgi74n6oavhdxhlomowlxqjdhu 323 2 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 323 3 end end NN work_wgi74n6oavhdxhlomowlxqjdhu 323 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 323 5 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 323 6 explored explore VBD work_wgi74n6oavhdxhlomowlxqjdhu 323 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 323 8 number number NN work_wgi74n6oavhdxhlomowlxqjdhu 323 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 323 10 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 323 11 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 323 12 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 323 13 combine combine VBP work_wgi74n6oavhdxhlomowlxqjdhu 323 14 token token JJ work_wgi74n6oavhdxhlomowlxqjdhu 323 15 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 323 16 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 323 17 type type NN work_wgi74n6oavhdxhlomowlxqjdhu 323 18 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 323 19 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 323 20 different different JJ work_wgi74n6oavhdxhlomowlxqjdhu 323 21 sources source NNS work_wgi74n6oavhdxhlomowlxqjdhu 323 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 324 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 324 2 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 324 3 results result NNS work_wgi74n6oavhdxhlomowlxqjdhu 324 4 were be VBD work_wgi74n6oavhdxhlomowlxqjdhu 324 5 ob- ob- RB work_wgi74n6oavhdxhlomowlxqjdhu 324 6 tained taine VBN work_wgi74n6oavhdxhlomowlxqjdhu 324 7 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 324 8 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 324 9 partially partially RB work_wgi74n6oavhdxhlomowlxqjdhu 324 10 observed observe VBN work_wgi74n6oavhdxhlomowlxqjdhu 324 11 CRF CRF NNP work_wgi74n6oavhdxhlomowlxqjdhu 324 12 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 324 13 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 324 14 ef- ef- VBD work_wgi74n6oavhdxhlomowlxqjdhu 324 15 fectively fectively RB work_wgi74n6oavhdxhlomowlxqjdhu 324 16 integrates integrate VBZ work_wgi74n6oavhdxhlomowlxqjdhu 324 17 these these DT work_wgi74n6oavhdxhlomowlxqjdhu 324 18 complementary complementary JJ work_wgi74n6oavhdxhlomowlxqjdhu 324 19 constraints constraint NNS work_wgi74n6oavhdxhlomowlxqjdhu 324 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 325 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 325 2 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 325 3 extensive extensive JJ work_wgi74n6oavhdxhlomowlxqjdhu 325 4 empirical empirical JJ work_wgi74n6oavhdxhlomowlxqjdhu 325 5 study study NN work_wgi74n6oavhdxhlomowlxqjdhu 325 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 325 7 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 325 8 showed show VBD work_wgi74n6oavhdxhlomowlxqjdhu 325 9 that that IN work_wgi74n6oavhdxhlomowlxqjdhu 325 10 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 325 11 approach approach NN work_wgi74n6oavhdxhlomowlxqjdhu 325 12 substantially substantially RB work_wgi74n6oavhdxhlomowlxqjdhu 325 13 improves improve VBZ work_wgi74n6oavhdxhlomowlxqjdhu 325 14 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 325 15 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 325 16 state state NN work_wgi74n6oavhdxhlomowlxqjdhu 325 17 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 325 18 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 325 19 art art NN work_wgi74n6oavhdxhlomowlxqjdhu 325 20 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 325 21 this this DT work_wgi74n6oavhdxhlomowlxqjdhu 325 22 context context NN work_wgi74n6oavhdxhlomowlxqjdhu 325 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 326 1 Our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 326 2 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 326 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 326 4 significantly significantly RB work_wgi74n6oavhdxhlomowlxqjdhu 326 5 out- out- RB work_wgi74n6oavhdxhlomowlxqjdhu 326 6 performed perform VBD work_wgi74n6oavhdxhlomowlxqjdhu 326 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 326 8 second second RB work_wgi74n6oavhdxhlomowlxqjdhu 326 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 326 10 best good JJS work_wgi74n6oavhdxhlomowlxqjdhu 326 11 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 326 12 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 326 13 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 326 14 out out IN work_wgi74n6oavhdxhlomowlxqjdhu 326 15 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 326 16 15 15 CD work_wgi74n6oavhdxhlomowlxqjdhu 326 17 evaluated evaluated JJ work_wgi74n6oavhdxhlomowlxqjdhu 326 18 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 326 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 326 20 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 326 21 trained train VBN work_wgi74n6oavhdxhlomowlxqjdhu 326 22 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 326 23 identical identical JJ work_wgi74n6oavhdxhlomowlxqjdhu 326 24 data data NN work_wgi74n6oavhdxhlomowlxqjdhu 326 25 sets set NNS work_wgi74n6oavhdxhlomowlxqjdhu 326 26 , , , work_wgi74n6oavhdxhlomowlxqjdhu 326 27 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 326 28 an an DT work_wgi74n6oavhdxhlomowlxqjdhu 326 29 insignificant insignificant JJ work_wgi74n6oavhdxhlomowlxqjdhu 326 30 difference difference NN work_wgi74n6oavhdxhlomowlxqjdhu 326 31 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 326 32 3 3 CD work_wgi74n6oavhdxhlomowlxqjdhu 326 33 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 326 34 . . . work_wgi74n6oavhdxhlomowlxqjdhu 327 1 Compared compare VBN work_wgi74n6oavhdxhlomowlxqjdhu 327 2 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 327 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 327 4 prior prior JJ work_wgi74n6oavhdxhlomowlxqjdhu 327 5 state state NN work_wgi74n6oavhdxhlomowlxqjdhu 327 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 327 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 327 8 art art NN work_wgi74n6oavhdxhlomowlxqjdhu 327 9 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 327 10 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 327 11 et et FW work_wgi74n6oavhdxhlomowlxqjdhu 327 12 al al NNP work_wgi74n6oavhdxhlomowlxqjdhu 327 13 . . NNP work_wgi74n6oavhdxhlomowlxqjdhu 327 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 327 15 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 327 16 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 327 17 , , , work_wgi74n6oavhdxhlomowlxqjdhu 327 18 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 327 19 observed observe VBD work_wgi74n6oavhdxhlomowlxqjdhu 327 20 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 327 21 relative relative JJ work_wgi74n6oavhdxhlomowlxqjdhu 327 22 reduction reduction NN work_wgi74n6oavhdxhlomowlxqjdhu 327 23 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 327 24 error error NN work_wgi74n6oavhdxhlomowlxqjdhu 327 25 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 327 26 25 25 CD work_wgi74n6oavhdxhlomowlxqjdhu 327 27 % % NN work_wgi74n6oavhdxhlomowlxqjdhu 327 28 , , , work_wgi74n6oavhdxhlomowlxqjdhu 327 29 averaged average VBD work_wgi74n6oavhdxhlomowlxqjdhu 327 30 over over IN work_wgi74n6oavhdxhlomowlxqjdhu 327 31 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 327 32 eight eight CD work_wgi74n6oavhdxhlomowlxqjdhu 327 33 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 327 34 common common JJ work_wgi74n6oavhdxhlomowlxqjdhu 327 35 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 327 36 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 327 37 studies study NNS work_wgi74n6oavhdxhlomowlxqjdhu 327 38 . . . work_wgi74n6oavhdxhlomowlxqjdhu 328 1 Acknowledgments acknowledgment NNS work_wgi74n6oavhdxhlomowlxqjdhu 328 2 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 328 3 thank thank VBP work_wgi74n6oavhdxhlomowlxqjdhu 328 4 Alexander Alexander NNP work_wgi74n6oavhdxhlomowlxqjdhu 328 5 Rush Rush NNP work_wgi74n6oavhdxhlomowlxqjdhu 328 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 328 7 help help NN work_wgi74n6oavhdxhlomowlxqjdhu 328 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 328 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 328 10 hyper- hyper- JJ work_wgi74n6oavhdxhlomowlxqjdhu 328 11 graph graph NNP work_wgi74n6oavhdxhlomowlxqjdhu 328 12 framework framework NN work_wgi74n6oavhdxhlomowlxqjdhu 328 13 that that WDT work_wgi74n6oavhdxhlomowlxqjdhu 328 14 was be VBD work_wgi74n6oavhdxhlomowlxqjdhu 328 15 used use VBN work_wgi74n6oavhdxhlomowlxqjdhu 328 16 to to TO work_wgi74n6oavhdxhlomowlxqjdhu 328 17 implement implement VB work_wgi74n6oavhdxhlomowlxqjdhu 328 18 our -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 328 19 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 328 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 328 21 Klaus Klaus NNP work_wgi74n6oavhdxhlomowlxqjdhu 328 22 Macherey Macherey NNP work_wgi74n6oavhdxhlomowlxqjdhu 328 23 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 328 24 help help NN work_wgi74n6oavhdxhlomowlxqjdhu 328 25 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 328 26 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 328 27 bi- bi- JJ work_wgi74n6oavhdxhlomowlxqjdhu 328 28 text text NN work_wgi74n6oavhdxhlomowlxqjdhu 328 29 extraction extraction NN work_wgi74n6oavhdxhlomowlxqjdhu 328 30 . . . work_wgi74n6oavhdxhlomowlxqjdhu 329 1 This this DT work_wgi74n6oavhdxhlomowlxqjdhu 329 2 work work NN work_wgi74n6oavhdxhlomowlxqjdhu 329 3 benefited benefit VBD work_wgi74n6oavhdxhlomowlxqjdhu 329 4 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 329 5 many many JJ work_wgi74n6oavhdxhlomowlxqjdhu 329 6 dis- dis- NN work_wgi74n6oavhdxhlomowlxqjdhu 329 7 cussions cussion NNS work_wgi74n6oavhdxhlomowlxqjdhu 329 8 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 329 9 Yoav Yoav NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 10 Goldberg Goldberg NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 11 , , , work_wgi74n6oavhdxhlomowlxqjdhu 329 12 Keith Keith NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 13 Hall Hall NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 329 15 Kuzman Kuzman NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 16 Ganchev Ganchev NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 17 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 329 18 Hao Hao NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 19 Zhang Zhang NNP work_wgi74n6oavhdxhlomowlxqjdhu 329 20 . . . work_wgi74n6oavhdxhlomowlxqjdhu 330 1 We -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 330 2 also also RB work_wgi74n6oavhdxhlomowlxqjdhu 330 3 thank thank VBP work_wgi74n6oavhdxhlomowlxqjdhu 330 4 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 330 5 editor editor NN work_wgi74n6oavhdxhlomowlxqjdhu 330 6 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 330 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 330 8 three three CD work_wgi74n6oavhdxhlomowlxqjdhu 330 9 anonymous anonymous JJ work_wgi74n6oavhdxhlomowlxqjdhu 330 10 reviewers reviewer NNS work_wgi74n6oavhdxhlomowlxqjdhu 330 11 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 330 12 their -PRON- PRP$ work_wgi74n6oavhdxhlomowlxqjdhu 330 13 valuable valuable JJ work_wgi74n6oavhdxhlomowlxqjdhu 330 14 feedback feedback NN work_wgi74n6oavhdxhlomowlxqjdhu 330 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 331 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 331 2 first first JJ work_wgi74n6oavhdxhlomowlxqjdhu 331 3 author author NN work_wgi74n6oavhdxhlomowlxqjdhu 331 4 is be VBZ work_wgi74n6oavhdxhlomowlxqjdhu 331 5 grateful grateful JJ work_wgi74n6oavhdxhlomowlxqjdhu 331 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 331 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 331 8 financial financial JJ work_wgi74n6oavhdxhlomowlxqjdhu 331 9 support support NN work_wgi74n6oavhdxhlomowlxqjdhu 331 10 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 331 11 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 331 12 Swedish Swedish NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 13 National National NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 14 Graduate Graduate NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 15 School School NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 16 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 331 17 Language Language NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 18 Technology Technology NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 19 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 331 20 GSLT GSLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 331 21 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 331 22 . . . work_wgi74n6oavhdxhlomowlxqjdhu 332 1 References References NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 2 Anne Anne NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 3 Abeillé Abeillé NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 332 5 Lionel Lionel NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 6 Clément Clément NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 332 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 332 9 François François NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 10 Toussenel Toussenel NNP work_wgi74n6oavhdxhlomowlxqjdhu 332 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 333 1 2003 2003 CD work_wgi74n6oavhdxhlomowlxqjdhu 333 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 334 1 Building build VBG work_wgi74n6oavhdxhlomowlxqjdhu 334 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 334 3 Treebank Treebank NNP work_wgi74n6oavhdxhlomowlxqjdhu 334 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 334 5 French French NNP work_wgi74n6oavhdxhlomowlxqjdhu 334 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 335 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 335 2 A. a. NN work_wgi74n6oavhdxhlomowlxqjdhu 335 3 Abeillé Abeillé NNP work_wgi74n6oavhdxhlomowlxqjdhu 335 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 335 5 editor editor NN work_wgi74n6oavhdxhlomowlxqjdhu 335 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 335 7 Treebanks treebank VBZ work_wgi74n6oavhdxhlomowlxqjdhu 335 8 : : : work_wgi74n6oavhdxhlomowlxqjdhu 335 9 Building build VBG work_wgi74n6oavhdxhlomowlxqjdhu 335 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 335 11 Using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 335 12 Parsed Parsed NNP work_wgi74n6oavhdxhlomowlxqjdhu 335 13 Corpora Corpora NNP work_wgi74n6oavhdxhlomowlxqjdhu 335 14 , , , work_wgi74n6oavhdxhlomowlxqjdhu 335 15 chapter chapter NN work_wgi74n6oavhdxhlomowlxqjdhu 335 16 10 10 CD work_wgi74n6oavhdxhlomowlxqjdhu 335 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 336 1 Kluwer Kluwer NNP work_wgi74n6oavhdxhlomowlxqjdhu 336 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 337 1 Taylor Taylor NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 2 Berg Berg NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 3 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 337 4 Kirkpatrick Kirkpatrick NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 5 , , , work_wgi74n6oavhdxhlomowlxqjdhu 337 6 Alexandre Alexandre NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 7 Bouchard Bouchard NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 337 9 Côté Côté NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 337 11 John John NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 12 DeNero DeNero NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 337 14 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 337 15 Dan Dan NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 16 Klein Klein NNP work_wgi74n6oavhdxhlomowlxqjdhu 337 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 338 1 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 338 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 339 1 Painless painless NN work_wgi74n6oavhdxhlomowlxqjdhu 339 2 unsupervised unsupervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 339 3 learning learn VBG work_wgi74n6oavhdxhlomowlxqjdhu 339 4 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 339 5 features feature NNS work_wgi74n6oavhdxhlomowlxqjdhu 339 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 340 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 340 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 340 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 340 4 NAACL NAACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 340 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 340 6 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 340 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 341 1 Sabine Sabine NNP work_wgi74n6oavhdxhlomowlxqjdhu 341 2 Buchholz Buchholz NNP work_wgi74n6oavhdxhlomowlxqjdhu 341 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 341 4 Erwin Erwin NNP work_wgi74n6oavhdxhlomowlxqjdhu 341 5 Marsi Marsi NNP work_wgi74n6oavhdxhlomowlxqjdhu 341 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 342 1 2006 2006 CD work_wgi74n6oavhdxhlomowlxqjdhu 342 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 343 1 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 343 2 - - : work_wgi74n6oavhdxhlomowlxqjdhu 343 3 X X NNP work_wgi74n6oavhdxhlomowlxqjdhu 343 4 shared share VBD work_wgi74n6oavhdxhlomowlxqjdhu 343 5 task task NN work_wgi74n6oavhdxhlomowlxqjdhu 343 6 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 343 7 multilingual multilingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 343 8 dependency dependency NN work_wgi74n6oavhdxhlomowlxqjdhu 343 9 parsing parsing NN work_wgi74n6oavhdxhlomowlxqjdhu 343 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 344 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 344 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 344 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 344 4 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 344 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 345 1 Stanley Stanley NNP work_wgi74n6oavhdxhlomowlxqjdhu 345 2 F F NNP work_wgi74n6oavhdxhlomowlxqjdhu 345 3 Chen Chen NNP work_wgi74n6oavhdxhlomowlxqjdhu 345 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 346 1 2003 2003 CD work_wgi74n6oavhdxhlomowlxqjdhu 346 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 347 1 Conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 347 2 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 347 3 joint joint JJ work_wgi74n6oavhdxhlomowlxqjdhu 347 4 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 347 5 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 347 6 grapheme grapheme NN work_wgi74n6oavhdxhlomowlxqjdhu 347 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 347 8 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 347 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 347 10 phoneme phoneme NN work_wgi74n6oavhdxhlomowlxqjdhu 347 11 conversion conversion NN work_wgi74n6oavhdxhlomowlxqjdhu 347 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 348 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 348 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 348 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 348 4 Eurospeech Eurospeech NNP work_wgi74n6oavhdxhlomowlxqjdhu 348 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 349 1 Christos Christos NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 2 Christodoulopoulos Christodoulopoulos NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 349 4 Sharon Sharon NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 5 Goldwater Goldwater NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 349 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 349 8 Mark Mark NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 9 Steedman Steedman NNP work_wgi74n6oavhdxhlomowlxqjdhu 349 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 350 1 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 350 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 351 1 Two two CD work_wgi74n6oavhdxhlomowlxqjdhu 351 2 decades decade NNS work_wgi74n6oavhdxhlomowlxqjdhu 351 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 351 4 unsupervised unsupervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 351 5 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 351 6 induction induction NN work_wgi74n6oavhdxhlomowlxqjdhu 351 7 : : : work_wgi74n6oavhdxhlomowlxqjdhu 351 8 How how WRB work_wgi74n6oavhdxhlomowlxqjdhu 351 9 far far RB work_wgi74n6oavhdxhlomowlxqjdhu 351 10 have have VBP work_wgi74n6oavhdxhlomowlxqjdhu 351 11 we -PRON- PRP work_wgi74n6oavhdxhlomowlxqjdhu 351 12 come come VB work_wgi74n6oavhdxhlomowlxqjdhu 351 13 ? ? . work_wgi74n6oavhdxhlomowlxqjdhu 352 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 352 2 Proceed- Proceed- NNP work_wgi74n6oavhdxhlomowlxqjdhu 352 3 ings ing NNS work_wgi74n6oavhdxhlomowlxqjdhu 352 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 352 5 EMNLP EMNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 352 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 353 1 Dipanjan Dipanjan NNP work_wgi74n6oavhdxhlomowlxqjdhu 353 2 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 353 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 353 4 Slav Slav NNP work_wgi74n6oavhdxhlomowlxqjdhu 353 5 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 353 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 354 1 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 354 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 355 1 Unsupervised unsupervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 355 2 part- part- NNS work_wgi74n6oavhdxhlomowlxqjdhu 355 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 355 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 355 5 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 355 6 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 355 7 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 355 8 bilingual bilingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 355 9 graph graph NN work_wgi74n6oavhdxhlomowlxqjdhu 355 10 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 355 11 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 355 12 projec- projec- NN work_wgi74n6oavhdxhlomowlxqjdhu 355 13 tions tion NNS work_wgi74n6oavhdxhlomowlxqjdhu 355 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 356 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 356 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 356 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 356 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 356 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 356 6 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 356 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 357 1 Arthur Arthur NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 2 P. P. NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 3 Dempster Dempster NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 357 5 Nan Nan NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 6 M. M. NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 7 Laird Laird NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 357 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 357 10 Donald Donald NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 11 B. B. NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 12 Rubin Rubin NNP work_wgi74n6oavhdxhlomowlxqjdhu 357 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 358 1 1977 1977 CD work_wgi74n6oavhdxhlomowlxqjdhu 358 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 359 1 Maximum maximum JJ work_wgi74n6oavhdxhlomowlxqjdhu 359 2 likelihood likelihood NN work_wgi74n6oavhdxhlomowlxqjdhu 359 3 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 359 4 incomplete incomplete JJ work_wgi74n6oavhdxhlomowlxqjdhu 359 5 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 359 6 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 359 7 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 359 8 EM EM NNP work_wgi74n6oavhdxhlomowlxqjdhu 359 9 algorithm algorithm NN work_wgi74n6oavhdxhlomowlxqjdhu 359 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 360 1 Journal Journal NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 2 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 360 3 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 360 4 Royal Royal NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 5 Statistical Statistical NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 6 Society Society NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 360 8 Series Series NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 9 B B NNP work_wgi74n6oavhdxhlomowlxqjdhu 360 10 , , , work_wgi74n6oavhdxhlomowlxqjdhu 360 11 39 39 CD work_wgi74n6oavhdxhlomowlxqjdhu 360 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 361 1 John John NNP work_wgi74n6oavhdxhlomowlxqjdhu 361 2 DeNero DeNero NNP work_wgi74n6oavhdxhlomowlxqjdhu 361 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 361 4 Klaus Klaus NNP work_wgi74n6oavhdxhlomowlxqjdhu 361 5 Macherey Macherey NNP work_wgi74n6oavhdxhlomowlxqjdhu 361 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 362 1 2011 2011 CD work_wgi74n6oavhdxhlomowlxqjdhu 362 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 363 1 Model model NN work_wgi74n6oavhdxhlomowlxqjdhu 363 2 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 363 3 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 363 4 aligner aligner NN work_wgi74n6oavhdxhlomowlxqjdhu 363 5 combination combination NN work_wgi74n6oavhdxhlomowlxqjdhu 363 6 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 363 7 dual dual JJ work_wgi74n6oavhdxhlomowlxqjdhu 363 8 decomposition decomposition NN work_wgi74n6oavhdxhlomowlxqjdhu 363 9 . . . work_wgi74n6oavhdxhlomowlxqjdhu 364 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 364 2 Pro- Pro- NNP work_wgi74n6oavhdxhlomowlxqjdhu 364 3 ceedings ceeding NNS work_wgi74n6oavhdxhlomowlxqjdhu 364 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 364 5 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 364 6 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 364 7 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 364 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 365 1 Brad Brad NNP work_wgi74n6oavhdxhlomowlxqjdhu 365 2 Efron Efron NNP work_wgi74n6oavhdxhlomowlxqjdhu 365 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 365 4 Robert Robert NNP work_wgi74n6oavhdxhlomowlxqjdhu 365 5 J. J. NNP work_wgi74n6oavhdxhlomowlxqjdhu 365 6 Tibshirani Tibshirani NNP work_wgi74n6oavhdxhlomowlxqjdhu 365 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 366 1 1993 1993 CD work_wgi74n6oavhdxhlomowlxqjdhu 366 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 367 1 An an DT work_wgi74n6oavhdxhlomowlxqjdhu 367 2 Introduc- Introduc- NNP work_wgi74n6oavhdxhlomowlxqjdhu 367 3 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 367 4 to to IN work_wgi74n6oavhdxhlomowlxqjdhu 367 5 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 367 6 Bootstrap Bootstrap NNP work_wgi74n6oavhdxhlomowlxqjdhu 367 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 368 1 Chapman Chapman NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 2 & & CC work_wgi74n6oavhdxhlomowlxqjdhu 368 3 Hall Hall NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 368 5 New New NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 6 York York NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 368 8 NY NY NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 368 10 USA USA NNP work_wgi74n6oavhdxhlomowlxqjdhu 368 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 369 1 Victoria Victoria NNP work_wgi74n6oavhdxhlomowlxqjdhu 369 2 Fossum Fossum NNP work_wgi74n6oavhdxhlomowlxqjdhu 369 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 369 4 Steven Steven NNP work_wgi74n6oavhdxhlomowlxqjdhu 369 5 Abney Abney NNP work_wgi74n6oavhdxhlomowlxqjdhu 369 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 370 1 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 370 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 371 1 Automatically automatically RB work_wgi74n6oavhdxhlomowlxqjdhu 371 2 inducing induce VBG work_wgi74n6oavhdxhlomowlxqjdhu 371 3 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 371 4 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 371 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 371 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 371 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 371 8 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 371 9 tagger tagger NN work_wgi74n6oavhdxhlomowlxqjdhu 371 10 by by IN work_wgi74n6oavhdxhlomowlxqjdhu 371 11 projecting project VBG work_wgi74n6oavhdxhlomowlxqjdhu 371 12 from from IN work_wgi74n6oavhdxhlomowlxqjdhu 371 13 multiple multiple JJ work_wgi74n6oavhdxhlomowlxqjdhu 371 14 source source NN work_wgi74n6oavhdxhlomowlxqjdhu 371 15 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 371 16 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 371 17 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 371 18 corpora corpora NN work_wgi74n6oavhdxhlomowlxqjdhu 371 19 . . . work_wgi74n6oavhdxhlomowlxqjdhu 372 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 372 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 372 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 372 4 IJCNLP IJCNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 372 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 373 1 Dan Dan NNP work_wgi74n6oavhdxhlomowlxqjdhu 373 2 Garrette Garrette NNP work_wgi74n6oavhdxhlomowlxqjdhu 373 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 373 4 Jason Jason NNP work_wgi74n6oavhdxhlomowlxqjdhu 373 5 Baldridge Baldridge NNP work_wgi74n6oavhdxhlomowlxqjdhu 373 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 374 1 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 374 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 375 1 Type type NN work_wgi74n6oavhdxhlomowlxqjdhu 375 2 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 375 3 supervised supervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 375 4 hidden hidden JJ work_wgi74n6oavhdxhlomowlxqjdhu 375 5 markov markov NN work_wgi74n6oavhdxhlomowlxqjdhu 375 6 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 375 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 375 8 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 375 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 375 10 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 375 11 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 375 12 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 375 13 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 375 14 with with IN work_wgi74n6oavhdxhlomowlxqjdhu 375 15 incomplete incomplete JJ work_wgi74n6oavhdxhlomowlxqjdhu 375 16 tag tag NN work_wgi74n6oavhdxhlomowlxqjdhu 375 17 dictionaries dictionary NNS work_wgi74n6oavhdxhlomowlxqjdhu 375 18 . . . work_wgi74n6oavhdxhlomowlxqjdhu 376 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 376 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 376 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 376 4 EMNLP- EMNLP- NNP work_wgi74n6oavhdxhlomowlxqjdhu 376 5 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 376 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 377 1 Yoav Yoav NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 2 Goldberg Goldberg NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 377 4 Meni Meni NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 5 Adler Adler NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 377 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 377 8 Michael Michael NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 9 Elhadad Elhadad NNP work_wgi74n6oavhdxhlomowlxqjdhu 377 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 378 1 2008 2008 CD work_wgi74n6oavhdxhlomowlxqjdhu 378 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 379 1 EM EM NNP work_wgi74n6oavhdxhlomowlxqjdhu 379 2 can can MD work_wgi74n6oavhdxhlomowlxqjdhu 379 3 find find VB work_wgi74n6oavhdxhlomowlxqjdhu 379 4 pretty pretty RB work_wgi74n6oavhdxhlomowlxqjdhu 379 5 good good JJ work_wgi74n6oavhdxhlomowlxqjdhu 379 6 HMM HMM NNP work_wgi74n6oavhdxhlomowlxqjdhu 379 7 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 379 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 379 9 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 379 10 ( ( -LRB- work_wgi74n6oavhdxhlomowlxqjdhu 379 11 when when WRB work_wgi74n6oavhdxhlomowlxqjdhu 379 12 given give VBN work_wgi74n6oavhdxhlomowlxqjdhu 379 13 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 379 14 good good JJ work_wgi74n6oavhdxhlomowlxqjdhu 379 15 start start NN work_wgi74n6oavhdxhlomowlxqjdhu 379 16 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 379 17 . . . work_wgi74n6oavhdxhlomowlxqjdhu 380 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 380 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 380 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 380 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 380 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 380 6 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 380 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 381 1 Philipp Philipp NNP work_wgi74n6oavhdxhlomowlxqjdhu 381 2 Koehn Koehn NNP work_wgi74n6oavhdxhlomowlxqjdhu 381 3 . . . work_wgi74n6oavhdxhlomowlxqjdhu 382 1 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 382 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 383 1 Europarl europarl NN work_wgi74n6oavhdxhlomowlxqjdhu 383 2 : : : work_wgi74n6oavhdxhlomowlxqjdhu 383 3 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 383 4 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 383 5 corpus corpus NN work_wgi74n6oavhdxhlomowlxqjdhu 383 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 383 7 statistical statistical JJ work_wgi74n6oavhdxhlomowlxqjdhu 383 8 machine machine NN work_wgi74n6oavhdxhlomowlxqjdhu 383 9 translation translation NN work_wgi74n6oavhdxhlomowlxqjdhu 383 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 384 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 384 2 MT MT NNP work_wgi74n6oavhdxhlomowlxqjdhu 384 3 Summit Summit NNP work_wgi74n6oavhdxhlomowlxqjdhu 384 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 385 1 John John NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 2 D. D. NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 3 Lafferty Lafferty NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 385 5 Andrew Andrew NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 6 McCallum McCallum NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 7 , , , work_wgi74n6oavhdxhlomowlxqjdhu 385 8 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 385 9 Fernando Fernando NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 10 C. C. NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 11 N. N. NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 12 Pereira Pereira NNP work_wgi74n6oavhdxhlomowlxqjdhu 385 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 386 1 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 386 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 387 1 Conditional conditional JJ work_wgi74n6oavhdxhlomowlxqjdhu 387 2 random random JJ work_wgi74n6oavhdxhlomowlxqjdhu 387 3 fields field NNS work_wgi74n6oavhdxhlomowlxqjdhu 387 4 : : : work_wgi74n6oavhdxhlomowlxqjdhu 387 5 Probabilistic probabilistic JJ work_wgi74n6oavhdxhlomowlxqjdhu 387 6 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 387 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 387 8 segmenting segmenting NN work_wgi74n6oavhdxhlomowlxqjdhu 387 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 387 10 labeling label VBG work_wgi74n6oavhdxhlomowlxqjdhu 387 11 sequence sequence NN work_wgi74n6oavhdxhlomowlxqjdhu 387 12 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 387 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 388 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 388 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 388 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 388 4 ICML ICML NNP work_wgi74n6oavhdxhlomowlxqjdhu 388 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 389 1 Shen Shen NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 2 Li Li NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 389 4 João João NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 5 Graça Graça NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 389 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 389 8 Ben Ben NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 9 Taskar Taskar NNP work_wgi74n6oavhdxhlomowlxqjdhu 389 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 390 1 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 390 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 391 1 Wiki wiki VB work_wgi74n6oavhdxhlomowlxqjdhu 391 2 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 391 3 ly ly NNP work_wgi74n6oavhdxhlomowlxqjdhu 391 4 supervised supervise VBD work_wgi74n6oavhdxhlomowlxqjdhu 391 5 part part JJ work_wgi74n6oavhdxhlomowlxqjdhu 391 6 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 391 7 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 391 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 391 9 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 391 10 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 391 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 392 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 392 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 392 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 392 4 EMNLP EMNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 392 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 392 6 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 392 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 393 1 Dong Dong NNP work_wgi74n6oavhdxhlomowlxqjdhu 393 2 C. C. NNP work_wgi74n6oavhdxhlomowlxqjdhu 393 3 Liu Liu NNP work_wgi74n6oavhdxhlomowlxqjdhu 393 4 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 393 5 Jorge Jorge NNP work_wgi74n6oavhdxhlomowlxqjdhu 393 6 Nocedal Nocedal NNP work_wgi74n6oavhdxhlomowlxqjdhu 393 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 394 1 1989 1989 CD work_wgi74n6oavhdxhlomowlxqjdhu 394 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 395 1 On on IN work_wgi74n6oavhdxhlomowlxqjdhu 395 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 395 3 limited limited JJ work_wgi74n6oavhdxhlomowlxqjdhu 395 4 memory memory NN work_wgi74n6oavhdxhlomowlxqjdhu 395 5 BFGS BFGS NNP work_wgi74n6oavhdxhlomowlxqjdhu 395 6 method method NN work_wgi74n6oavhdxhlomowlxqjdhu 395 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 395 8 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 395 9 scale scale NN work_wgi74n6oavhdxhlomowlxqjdhu 395 10 optimization optimization NN work_wgi74n6oavhdxhlomowlxqjdhu 395 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 396 1 Mathematical Mathematical NNP work_wgi74n6oavhdxhlomowlxqjdhu 396 2 Programming Programming NNP work_wgi74n6oavhdxhlomowlxqjdhu 396 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 396 4 45 45 CD work_wgi74n6oavhdxhlomowlxqjdhu 396 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 397 1 Mitchell Mitchell NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 2 P. P. NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 3 Marcus Marcus NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 397 5 Mary Mary NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 6 Ann Ann NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 7 Marcinkiewicz Marcinkiewicz NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 397 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 397 10 Beat- Beat- NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 11 rice rice NN work_wgi74n6oavhdxhlomowlxqjdhu 397 12 Santorini Santorini NNP work_wgi74n6oavhdxhlomowlxqjdhu 397 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 398 1 1993 1993 CD work_wgi74n6oavhdxhlomowlxqjdhu 398 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 399 1 Building build VBG work_wgi74n6oavhdxhlomowlxqjdhu 399 2 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 399 3 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 399 4 annotated annotate VBN work_wgi74n6oavhdxhlomowlxqjdhu 399 5 corpus corpus NN work_wgi74n6oavhdxhlomowlxqjdhu 399 6 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 399 7 English English NNP work_wgi74n6oavhdxhlomowlxqjdhu 399 8 : : : work_wgi74n6oavhdxhlomowlxqjdhu 399 9 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 399 10 Penn Penn NNP work_wgi74n6oavhdxhlomowlxqjdhu 399 11 treebank treebank NN work_wgi74n6oavhdxhlomowlxqjdhu 399 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 400 1 Computational Computational NNP work_wgi74n6oavhdxhlomowlxqjdhu 400 2 Linguis- Linguis- NNP work_wgi74n6oavhdxhlomowlxqjdhu 400 3 tics tic NNS work_wgi74n6oavhdxhlomowlxqjdhu 400 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 400 5 19(2 19(2 NNP work_wgi74n6oavhdxhlomowlxqjdhu 400 6 ) ) -RRB- work_wgi74n6oavhdxhlomowlxqjdhu 400 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 401 1 Tahira Tahira NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 2 Naseem Naseem NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 401 4 Benjamin Benjamin NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 5 Snyder Snyder NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 401 7 Jacob Jacob NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 8 Eisenstein Eisenstein NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 401 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 401 11 Regina Regina NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 12 Barzilay Barzilay NNP work_wgi74n6oavhdxhlomowlxqjdhu 401 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 402 1 2009 2009 CD work_wgi74n6oavhdxhlomowlxqjdhu 402 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 403 1 Multilingual multilingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 403 2 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 403 3 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 403 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 403 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 403 6 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 403 7 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 403 8 : : : work_wgi74n6oavhdxhlomowlxqjdhu 403 9 Two two CD work_wgi74n6oavhdxhlomowlxqjdhu 403 10 unsupervised unsupervise VBN work_wgi74n6oavhdxhlomowlxqjdhu 403 11 approaches approach NNS work_wgi74n6oavhdxhlomowlxqjdhu 403 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 404 1 JAIR JAIR NNP work_wgi74n6oavhdxhlomowlxqjdhu 404 2 , , , work_wgi74n6oavhdxhlomowlxqjdhu 404 3 36 36 CD work_wgi74n6oavhdxhlomowlxqjdhu 404 4 . . . work_wgi74n6oavhdxhlomowlxqjdhu 405 1 Joakim Joakim NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 2 Nivre Nivre NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 4 Johan Johan NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 5 Hall Hall NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 7 Sandra Sandra NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 8 Kübler Kübler NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 10 Ryan Ryan NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 11 McDon- McDon- NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 12 ald ald NN work_wgi74n6oavhdxhlomowlxqjdhu 405 13 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 14 Jens Jens NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 15 Nilsson Nilsson NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 16 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 17 Sebastian Sebastian NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 18 Riedel Riedel NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 405 20 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 405 21 Deniz Deniz NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 22 Yuret Yuret NNP work_wgi74n6oavhdxhlomowlxqjdhu 405 23 . . . work_wgi74n6oavhdxhlomowlxqjdhu 406 1 2007 2007 CD work_wgi74n6oavhdxhlomowlxqjdhu 406 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 407 1 The the DT work_wgi74n6oavhdxhlomowlxqjdhu 407 2 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 407 3 2007 2007 CD work_wgi74n6oavhdxhlomowlxqjdhu 407 4 shared share VBD work_wgi74n6oavhdxhlomowlxqjdhu 407 5 task task NN work_wgi74n6oavhdxhlomowlxqjdhu 407 6 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 407 7 dependency dependency NN work_wgi74n6oavhdxhlomowlxqjdhu 407 8 parsing parsing NN work_wgi74n6oavhdxhlomowlxqjdhu 407 9 . . . work_wgi74n6oavhdxhlomowlxqjdhu 408 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 408 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 408 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 408 4 EMNLP EMNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 408 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 408 6 CoNLL CoNLL NNP work_wgi74n6oavhdxhlomowlxqjdhu 408 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 409 1 Slav Slav NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 2 Petrov Petrov NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 409 4 Dipanjan Dipanjan NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 5 Das Das NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 409 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 409 8 Ryan Ryan NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 9 McDonald McDonald NNP work_wgi74n6oavhdxhlomowlxqjdhu 409 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 410 1 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 410 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 411 1 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 411 2 universal universal JJ work_wgi74n6oavhdxhlomowlxqjdhu 411 3 part part NN work_wgi74n6oavhdxhlomowlxqjdhu 411 4 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 411 5 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 411 6 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 411 7 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 411 8 tagset tagset NN work_wgi74n6oavhdxhlomowlxqjdhu 411 9 . . . work_wgi74n6oavhdxhlomowlxqjdhu 412 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 412 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 412 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 412 4 LREC LREC NNP work_wgi74n6oavhdxhlomowlxqjdhu 412 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 413 1 Sujith Sujith NNP work_wgi74n6oavhdxhlomowlxqjdhu 413 2 Ravi Ravi NNP work_wgi74n6oavhdxhlomowlxqjdhu 413 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 413 4 Kevin Kevin NNP work_wgi74n6oavhdxhlomowlxqjdhu 413 5 Knight Knight NNP work_wgi74n6oavhdxhlomowlxqjdhu 413 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 414 1 2009 2009 CD work_wgi74n6oavhdxhlomowlxqjdhu 414 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 415 1 Minimized minimize VBN work_wgi74n6oavhdxhlomowlxqjdhu 415 2 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 415 3 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 415 4 unsupervised unsupervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 415 5 part part JJ work_wgi74n6oavhdxhlomowlxqjdhu 415 6 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 415 7 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 415 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 415 9 speech speech NN work_wgi74n6oavhdxhlomowlxqjdhu 415 10 tagging tagging NN work_wgi74n6oavhdxhlomowlxqjdhu 415 11 . . . work_wgi74n6oavhdxhlomowlxqjdhu 416 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 416 2 Proceed- Proceed- NNP work_wgi74n6oavhdxhlomowlxqjdhu 416 3 ings ing NNS work_wgi74n6oavhdxhlomowlxqjdhu 416 4 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 416 5 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 416 6 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 416 7 IJCNLP IJCNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 416 8 . . . work_wgi74n6oavhdxhlomowlxqjdhu 417 1 11 11 CD work_wgi74n6oavhdxhlomowlxqjdhu 417 2 Stefan Stefan NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 3 Riezler Riezler NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 4 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 5 Tracy Tracy NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 6 H. H. NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 7 King King NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 9 Ronald Ronald NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 10 M. M. NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 11 Kaplan Kaplan NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 12 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 13 Richard Richard NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 14 Crouch Crouch NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 15 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 16 John John NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 17 T. T. NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 18 Maxwell Maxwell NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 19 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 20 III III NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 21 , , , work_wgi74n6oavhdxhlomowlxqjdhu 417 22 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 417 23 Mark Mark NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 24 Johnson Johnson NNP work_wgi74n6oavhdxhlomowlxqjdhu 417 25 . . . work_wgi74n6oavhdxhlomowlxqjdhu 418 1 2002 2002 CD work_wgi74n6oavhdxhlomowlxqjdhu 418 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 419 1 Parsing parse VBG work_wgi74n6oavhdxhlomowlxqjdhu 419 2 the the DT work_wgi74n6oavhdxhlomowlxqjdhu 419 3 wall wall NNP work_wgi74n6oavhdxhlomowlxqjdhu 419 4 street street NNP work_wgi74n6oavhdxhlomowlxqjdhu 419 5 journal journal NNP work_wgi74n6oavhdxhlomowlxqjdhu 419 6 using use VBG work_wgi74n6oavhdxhlomowlxqjdhu 419 7 a a DT work_wgi74n6oavhdxhlomowlxqjdhu 419 8 lexical lexical JJ work_wgi74n6oavhdxhlomowlxqjdhu 419 9 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 419 10 functional functional JJ work_wgi74n6oavhdxhlomowlxqjdhu 419 11 grammar grammar NN work_wgi74n6oavhdxhlomowlxqjdhu 419 12 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 419 13 discriminative discriminative JJ work_wgi74n6oavhdxhlomowlxqjdhu 419 14 estimation estimation NN work_wgi74n6oavhdxhlomowlxqjdhu 419 15 techniques technique NNS work_wgi74n6oavhdxhlomowlxqjdhu 419 16 . . . work_wgi74n6oavhdxhlomowlxqjdhu 420 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 420 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 420 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 420 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 420 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 421 1 Noah Noah NNP work_wgi74n6oavhdxhlomowlxqjdhu 421 2 Smith Smith NNP work_wgi74n6oavhdxhlomowlxqjdhu 421 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 421 4 Jason Jason NNP work_wgi74n6oavhdxhlomowlxqjdhu 421 5 Eisner Eisner NNP work_wgi74n6oavhdxhlomowlxqjdhu 421 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 422 1 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 422 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 423 1 Contrastive contrastive JJ work_wgi74n6oavhdxhlomowlxqjdhu 423 2 estima- estima- NN work_wgi74n6oavhdxhlomowlxqjdhu 423 3 tion tion NN work_wgi74n6oavhdxhlomowlxqjdhu 423 4 : : : work_wgi74n6oavhdxhlomowlxqjdhu 423 5 Training train VBG work_wgi74n6oavhdxhlomowlxqjdhu 423 6 log log NN work_wgi74n6oavhdxhlomowlxqjdhu 423 7 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 423 8 linear linear NN work_wgi74n6oavhdxhlomowlxqjdhu 423 9 models model NNS work_wgi74n6oavhdxhlomowlxqjdhu 423 10 on on IN work_wgi74n6oavhdxhlomowlxqjdhu 423 11 unlabeled unlabeled JJ work_wgi74n6oavhdxhlomowlxqjdhu 423 12 data datum NNS work_wgi74n6oavhdxhlomowlxqjdhu 423 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 424 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 424 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 424 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 424 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 424 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 425 1 Oscar Oscar NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 2 Täckström Täckström NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 425 4 Ryan Ryan NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 5 McDonald McDonald NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 425 7 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 425 8 Jakob Jakob NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 9 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 425 10 . . . work_wgi74n6oavhdxhlomowlxqjdhu 426 1 2012 2012 CD work_wgi74n6oavhdxhlomowlxqjdhu 426 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 427 1 Cross cross JJ work_wgi74n6oavhdxhlomowlxqjdhu 427 2 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 427 3 lingual lingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 427 4 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 427 5 clusters cluster NNS work_wgi74n6oavhdxhlomowlxqjdhu 427 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 427 7 direct direct JJ work_wgi74n6oavhdxhlomowlxqjdhu 427 8 transfer transfer NN work_wgi74n6oavhdxhlomowlxqjdhu 427 9 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 427 10 linguistic linguistic JJ work_wgi74n6oavhdxhlomowlxqjdhu 427 11 structure structure NN work_wgi74n6oavhdxhlomowlxqjdhu 427 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 428 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 428 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 428 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 428 4 NAACL NAACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 428 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 428 6 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 428 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 429 1 Joseph Joseph NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 2 Turian Turian NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 429 4 Lev Lev NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 429 6 Arie Arie NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 7 Ratinov Ratinov NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 8 , , , work_wgi74n6oavhdxhlomowlxqjdhu 429 9 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 429 10 Yoshua Yoshua NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 11 Bengio Bengio NNP work_wgi74n6oavhdxhlomowlxqjdhu 429 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 430 1 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 430 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 431 1 Word word NN work_wgi74n6oavhdxhlomowlxqjdhu 431 2 representations representation NNS work_wgi74n6oavhdxhlomowlxqjdhu 431 3 : : : work_wgi74n6oavhdxhlomowlxqjdhu 431 4 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 431 5 simple simple JJ work_wgi74n6oavhdxhlomowlxqjdhu 431 6 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 431 7 general general JJ work_wgi74n6oavhdxhlomowlxqjdhu 431 8 method method NN work_wgi74n6oavhdxhlomowlxqjdhu 431 9 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 431 10 semi semi JJ work_wgi74n6oavhdxhlomowlxqjdhu 431 11 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 431 12 supervised supervised JJ work_wgi74n6oavhdxhlomowlxqjdhu 431 13 learning learning NN work_wgi74n6oavhdxhlomowlxqjdhu 431 14 . . . work_wgi74n6oavhdxhlomowlxqjdhu 432 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 432 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 432 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 432 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 432 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 433 1 UN UN NNP work_wgi74n6oavhdxhlomowlxqjdhu 433 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 434 1 2006 2006 CD work_wgi74n6oavhdxhlomowlxqjdhu 434 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 435 1 ODS ODS NNP work_wgi74n6oavhdxhlomowlxqjdhu 435 2 UN UN NNP work_wgi74n6oavhdxhlomowlxqjdhu 435 3 parallel parallel JJ work_wgi74n6oavhdxhlomowlxqjdhu 435 4 corpus corpus NN work_wgi74n6oavhdxhlomowlxqjdhu 435 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 436 1 Jakob Jakob NNP work_wgi74n6oavhdxhlomowlxqjdhu 436 2 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 436 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 436 4 Thorsten Thorsten NNP work_wgi74n6oavhdxhlomowlxqjdhu 436 5 Brants Brants NNPS work_wgi74n6oavhdxhlomowlxqjdhu 436 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 437 1 2008 2008 CD work_wgi74n6oavhdxhlomowlxqjdhu 437 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 438 1 Distributed distribute VBN work_wgi74n6oavhdxhlomowlxqjdhu 438 2 word word NN work_wgi74n6oavhdxhlomowlxqjdhu 438 3 clustering cluster VBG work_wgi74n6oavhdxhlomowlxqjdhu 438 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 438 5 large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 438 6 scale scale NN work_wgi74n6oavhdxhlomowlxqjdhu 438 7 class class NN work_wgi74n6oavhdxhlomowlxqjdhu 438 8 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 438 9 based base VBN work_wgi74n6oavhdxhlomowlxqjdhu 438 10 language language NN work_wgi74n6oavhdxhlomowlxqjdhu 438 11 modeling modeling NN work_wgi74n6oavhdxhlomowlxqjdhu 438 12 in in IN work_wgi74n6oavhdxhlomowlxqjdhu 438 13 machine machine NN work_wgi74n6oavhdxhlomowlxqjdhu 438 14 translation translation NN work_wgi74n6oavhdxhlomowlxqjdhu 438 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 439 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 439 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 439 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 439 4 ACL ACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 439 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 439 6 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 439 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 440 1 Jakob Jakob NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 2 Uszkoreit Uszkoreit NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 3 , , , work_wgi74n6oavhdxhlomowlxqjdhu 440 4 Jay Jay NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 5 Ponte Ponte NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 6 , , , work_wgi74n6oavhdxhlomowlxqjdhu 440 7 Ashok Ashok NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 8 Popat Popat NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 9 , , , work_wgi74n6oavhdxhlomowlxqjdhu 440 10 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 440 11 Moshe Moshe NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 12 Dubiner Dubiner NNP work_wgi74n6oavhdxhlomowlxqjdhu 440 13 . . . work_wgi74n6oavhdxhlomowlxqjdhu 441 1 2010 2010 CD work_wgi74n6oavhdxhlomowlxqjdhu 441 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 442 1 Large large JJ work_wgi74n6oavhdxhlomowlxqjdhu 442 2 scale scale NN work_wgi74n6oavhdxhlomowlxqjdhu 442 3 parallel parallel NN work_wgi74n6oavhdxhlomowlxqjdhu 442 4 document document NN work_wgi74n6oavhdxhlomowlxqjdhu 442 5 mining mining NN work_wgi74n6oavhdxhlomowlxqjdhu 442 6 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 442 7 machine machine NN work_wgi74n6oavhdxhlomowlxqjdhu 442 8 translation translation NN work_wgi74n6oavhdxhlomowlxqjdhu 442 9 . . . work_wgi74n6oavhdxhlomowlxqjdhu 443 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 443 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 443 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 443 4 COLING COLING NNP work_wgi74n6oavhdxhlomowlxqjdhu 443 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 444 1 Chenhai Chenhai NNP work_wgi74n6oavhdxhlomowlxqjdhu 444 2 Xi Xi NNP work_wgi74n6oavhdxhlomowlxqjdhu 444 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 444 4 Rebecca Rebecca NNP work_wgi74n6oavhdxhlomowlxqjdhu 444 5 Hwa Hwa NNP work_wgi74n6oavhdxhlomowlxqjdhu 444 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 445 1 2005 2005 CD work_wgi74n6oavhdxhlomowlxqjdhu 445 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 446 1 A a DT work_wgi74n6oavhdxhlomowlxqjdhu 446 2 backoff backoff NN work_wgi74n6oavhdxhlomowlxqjdhu 446 3 model model NN work_wgi74n6oavhdxhlomowlxqjdhu 446 4 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 446 5 bootstrapping bootstrappe VBG work_wgi74n6oavhdxhlomowlxqjdhu 446 6 resources resource NNS work_wgi74n6oavhdxhlomowlxqjdhu 446 7 for for IN work_wgi74n6oavhdxhlomowlxqjdhu 446 8 non non JJ work_wgi74n6oavhdxhlomowlxqjdhu 446 9 - - JJ work_wgi74n6oavhdxhlomowlxqjdhu 446 10 English english JJ work_wgi74n6oavhdxhlomowlxqjdhu 446 11 languages language NNS work_wgi74n6oavhdxhlomowlxqjdhu 446 12 . . . work_wgi74n6oavhdxhlomowlxqjdhu 447 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 447 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 447 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 447 4 HLT HLT NNP work_wgi74n6oavhdxhlomowlxqjdhu 447 5 - - HYPH work_wgi74n6oavhdxhlomowlxqjdhu 447 6 EMNLP EMNLP NNP work_wgi74n6oavhdxhlomowlxqjdhu 447 7 . . . work_wgi74n6oavhdxhlomowlxqjdhu 448 1 David David NNP work_wgi74n6oavhdxhlomowlxqjdhu 448 2 Yarowsky Yarowsky NNP work_wgi74n6oavhdxhlomowlxqjdhu 448 3 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 448 4 Grace Grace NNP work_wgi74n6oavhdxhlomowlxqjdhu 448 5 Ngai Ngai NNP work_wgi74n6oavhdxhlomowlxqjdhu 448 6 . . . work_wgi74n6oavhdxhlomowlxqjdhu 449 1 2001 2001 CD work_wgi74n6oavhdxhlomowlxqjdhu 449 2 . . . work_wgi74n6oavhdxhlomowlxqjdhu 450 1 Inducing induce VBG work_wgi74n6oavhdxhlomowlxqjdhu 450 2 mul- mul- RP work_wgi74n6oavhdxhlomowlxqjdhu 450 3 tilingual tilingual JJ work_wgi74n6oavhdxhlomowlxqjdhu 450 4 POS POS NNP work_wgi74n6oavhdxhlomowlxqjdhu 450 5 taggers tagger NNS work_wgi74n6oavhdxhlomowlxqjdhu 450 6 and and CC work_wgi74n6oavhdxhlomowlxqjdhu 450 7 NP NP NNP work_wgi74n6oavhdxhlomowlxqjdhu 450 8 bracketers bracketer NNS work_wgi74n6oavhdxhlomowlxqjdhu 450 9 via via IN work_wgi74n6oavhdxhlomowlxqjdhu 450 10 robust robust JJ work_wgi74n6oavhdxhlomowlxqjdhu 450 11 projection projection NN work_wgi74n6oavhdxhlomowlxqjdhu 450 12 across across IN work_wgi74n6oavhdxhlomowlxqjdhu 450 13 aligned align VBN work_wgi74n6oavhdxhlomowlxqjdhu 450 14 corpora corpora NN work_wgi74n6oavhdxhlomowlxqjdhu 450 15 . . . work_wgi74n6oavhdxhlomowlxqjdhu 451 1 In in IN work_wgi74n6oavhdxhlomowlxqjdhu 451 2 Proceedings Proceedings NNP work_wgi74n6oavhdxhlomowlxqjdhu 451 3 of of IN work_wgi74n6oavhdxhlomowlxqjdhu 451 4 NAACL NAACL NNP work_wgi74n6oavhdxhlomowlxqjdhu 451 5 . . . work_wgi74n6oavhdxhlomowlxqjdhu 452 1 12 12 CD