id sid tid token lemma pos work_nu5xpentbrcxdlcdt3lmatbur4 1 1 Transactions transaction NNS work_nu5xpentbrcxdlcdt3lmatbur4 1 2 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 1 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 1 4 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 1 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 1 6 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 1 7 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 1 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 1 9 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 1 10 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 1 11 2013 2013 CD work_nu5xpentbrcxdlcdt3lmatbur4 1 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 1 13 231–242 231–242 CD work_nu5xpentbrcxdlcdt3lmatbur4 1 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 2 1 Action Action NNP work_nu5xpentbrcxdlcdt3lmatbur4 2 2 Editor Editor NNP work_nu5xpentbrcxdlcdt3lmatbur4 2 3 : : : work_nu5xpentbrcxdlcdt3lmatbur4 2 4 Noah Noah NNP work_nu5xpentbrcxdlcdt3lmatbur4 2 5 Smith Smith NNP work_nu5xpentbrcxdlcdt3lmatbur4 2 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 3 1 Submitted submit VBN work_nu5xpentbrcxdlcdt3lmatbur4 3 2 11/2012 11/2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 3 3 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 3 4 Revised revise VBN work_nu5xpentbrcxdlcdt3lmatbur4 3 5 2/2013 2/2013 CD work_nu5xpentbrcxdlcdt3lmatbur4 3 6 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 3 7 Published publish VBN work_nu5xpentbrcxdlcdt3lmatbur4 3 8 5/2013 5/2013 CD work_nu5xpentbrcxdlcdt3lmatbur4 3 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 4 1 c c NNP work_nu5xpentbrcxdlcdt3lmatbur4 4 2 © © NNP work_nu5xpentbrcxdlcdt3lmatbur4 4 3 2013 2013 CD work_nu5xpentbrcxdlcdt3lmatbur4 4 4 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 4 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 4 6 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 4 7 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 4 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 5 1 Modeling model VBG work_nu5xpentbrcxdlcdt3lmatbur4 5 2 Semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 5 3 Relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 5 4 Expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 5 5 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 5 6 Prepositions Prepositions NNPS work_nu5xpentbrcxdlcdt3lmatbur4 5 7 Vivek Vivek NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 8 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 5 10 Dan Dan NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 11 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 12 University University NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 5 14 Illinois Illinois NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 5 16 Urbana Urbana NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 17 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 5 18 Champaign Champaign NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 19 Urbana Urbana NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 5 21 IL IL NNP work_nu5xpentbrcxdlcdt3lmatbur4 5 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 6 1 61801 61801 CD work_nu5xpentbrcxdlcdt3lmatbur4 6 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 7 1 { { -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 7 2 vsrikum2 vsrikum2 NNP work_nu5xpentbrcxdlcdt3lmatbur4 7 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 7 4 danr}@illinois.edu danr}@illinois.edu . work_nu5xpentbrcxdlcdt3lmatbur4 7 5 Abstract Abstract NNP work_nu5xpentbrcxdlcdt3lmatbur4 7 6 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 7 7 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 7 8 introduces introduce VBZ work_nu5xpentbrcxdlcdt3lmatbur4 7 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 7 10 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 7 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 7 12 predict- predict- JJ work_nu5xpentbrcxdlcdt3lmatbur4 7 13 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 7 14 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 7 15 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 16 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 7 17 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 7 18 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 7 19 tions tion NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 7 21 develops develop VBZ work_nu5xpentbrcxdlcdt3lmatbur4 7 22 statistical statistical JJ work_nu5xpentbrcxdlcdt3lmatbur4 7 23 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 7 24 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 25 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 7 26 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 7 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 7 28 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 7 30 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 7 31 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 32 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 7 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 7 34 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 7 35 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 36 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 7 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 7 38 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 7 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 8 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 8 2 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 8 3 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 8 4 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 8 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 8 6 32 32 CD work_nu5xpentbrcxdlcdt3lmatbur4 8 7 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 8 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 8 9 build- build- VB work_nu5xpentbrcxdlcdt3lmatbur4 8 10 ing ing NNP work_nu5xpentbrcxdlcdt3lmatbur4 8 11 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 8 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 8 13 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 8 14 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 8 15 disambiguation disambiguation NNP work_nu5xpentbrcxdlcdt3lmatbur4 8 16 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 8 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 8 18 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 8 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 8 20 collapsing collapse VBG work_nu5xpentbrcxdlcdt3lmatbur4 8 21 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 8 22 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 8 23 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 8 24 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 8 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 9 1 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 9 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 9 3 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 9 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 9 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 9 6 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 9 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 9 8 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 9 9 computational computational JJ work_nu5xpentbrcxdlcdt3lmatbur4 9 10 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 9 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 9 12 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 9 13 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 9 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 9 15 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 9 16 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 9 17 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 9 18 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 9 19 argu- argu- JJ work_nu5xpentbrcxdlcdt3lmatbur4 9 20 ments ment NNS work_nu5xpentbrcxdlcdt3lmatbur4 9 21 along along IN work_nu5xpentbrcxdlcdt3lmatbur4 9 22 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 9 23 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 9 24 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 9 25 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 9 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 9 27 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 9 28 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 9 29 way way NN work_nu5xpentbrcxdlcdt3lmatbur4 9 30 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 9 31 support support VB work_nu5xpentbrcxdlcdt3lmatbur4 9 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 9 33 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 9 34 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 9 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 10 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 10 2 an- an- XX work_nu5xpentbrcxdlcdt3lmatbur4 10 3 notated notate VBN work_nu5xpentbrcxdlcdt3lmatbur4 10 4 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 10 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 10 6 however however RB work_nu5xpentbrcxdlcdt3lmatbur4 10 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 10 8 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 10 9 provides provide VBZ work_nu5xpentbrcxdlcdt3lmatbur4 10 10 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 10 11 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 10 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 10 13 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 10 14 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 10 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 10 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 10 17 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 10 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 10 19 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 10 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 10 21 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 10 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 11 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 11 2 address address VBP work_nu5xpentbrcxdlcdt3lmatbur4 11 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 11 4 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 11 5 presenting present VBG work_nu5xpentbrcxdlcdt3lmatbur4 11 6 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 11 7 mod- mod- NN work_nu5xpentbrcxdlcdt3lmatbur4 11 8 els el NNS work_nu5xpentbrcxdlcdt3lmatbur4 11 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 11 10 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 11 11 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 11 12 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 11 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 12 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 12 2 gen- gen- NN work_nu5xpentbrcxdlcdt3lmatbur4 12 3 eralization eralization NN work_nu5xpentbrcxdlcdt3lmatbur4 12 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 12 5 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 12 6 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 12 7 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 12 8 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 12 9 close close RB work_nu5xpentbrcxdlcdt3lmatbur4 12 10 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 12 11 90 90 CD work_nu5xpentbrcxdlcdt3lmatbur4 12 12 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 12 13 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 12 14 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 12 15 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 12 16 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 12 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 13 1 Further further RB work_nu5xpentbrcxdlcdt3lmatbur4 13 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 13 3 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 13 4 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 13 5 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 13 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 13 7 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 13 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 13 9 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 13 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 13 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 13 12 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 13 13 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 13 14 along along IN work_nu5xpentbrcxdlcdt3lmatbur4 13 15 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 13 16 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 13 17 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 13 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 13 19 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 13 20 show show VBP work_nu5xpentbrcxdlcdt3lmatbur4 13 21 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 13 22 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 13 23 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 13 24 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 13 25 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 13 26 improve improve VB work_nu5xpentbrcxdlcdt3lmatbur4 13 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 13 28 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 13 29 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 13 30 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 13 31 , , , work_nu5xpentbrcxdlcdt3lmatbur4 13 32 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 13 33 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 13 34 significantly significantly RB work_nu5xpentbrcxdlcdt3lmatbur4 13 35 improve improve VB work_nu5xpentbrcxdlcdt3lmatbur4 13 36 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 13 37 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 13 38 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 13 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 14 1 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 14 2 Introduction introduction NN work_nu5xpentbrcxdlcdt3lmatbur4 14 3 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 14 4 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 14 5 addresses address VBZ work_nu5xpentbrcxdlcdt3lmatbur4 14 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 14 7 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 14 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 14 9 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 14 10 se- se- NN work_nu5xpentbrcxdlcdt3lmatbur4 14 11 mantic mantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 14 12 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 14 13 conveyed convey VBN work_nu5xpentbrcxdlcdt3lmatbur4 14 14 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 14 15 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 14 16 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 14 17 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 14 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 15 1 Prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 15 2 express express VBP work_nu5xpentbrcxdlcdt3lmatbur4 15 3 many many JJ work_nu5xpentbrcxdlcdt3lmatbur4 15 4 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 15 5 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 15 6 be- be- RB work_nu5xpentbrcxdlcdt3lmatbur4 15 7 tween tween NN work_nu5xpentbrcxdlcdt3lmatbur4 15 8 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 15 9 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 15 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 15 11 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 15 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 16 1 Predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 16 2 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 16 3 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 16 4 help help VB work_nu5xpentbrcxdlcdt3lmatbur4 16 5 advancing advance VBG work_nu5xpentbrcxdlcdt3lmatbur4 16 6 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 16 7 understanding understanding NN work_nu5xpentbrcxdlcdt3lmatbur4 16 8 tasks task NNS work_nu5xpentbrcxdlcdt3lmatbur4 16 9 like like IN work_nu5xpentbrcxdlcdt3lmatbur4 16 10 question question NN work_nu5xpentbrcxdlcdt3lmatbur4 16 11 answering answering NN work_nu5xpentbrcxdlcdt3lmatbur4 16 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 16 13 textual textual JJ work_nu5xpentbrcxdlcdt3lmatbur4 16 14 entailment entailment NN work_nu5xpentbrcxdlcdt3lmatbur4 16 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 17 1 Consider consider VB work_nu5xpentbrcxdlcdt3lmatbur4 17 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 17 3 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 17 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 17 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 17 6 1 1 LS work_nu5xpentbrcxdlcdt3lmatbur4 17 7 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 17 8 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 17 9 book book NN work_nu5xpentbrcxdlcdt3lmatbur4 17 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 17 11 Prof. Prof. NNP work_nu5xpentbrcxdlcdt3lmatbur4 17 12 Alexander Alexander NNP work_nu5xpentbrcxdlcdt3lmatbur4 17 13 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 17 14 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 17 15 school school NN work_nu5xpentbrcxdlcdt3lmatbur4 17 16 methods method NNS work_nu5xpentbrcxdlcdt3lmatbur4 17 17 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 17 18 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 17 19 valuable valuable JJ work_nu5xpentbrcxdlcdt3lmatbur4 17 20 teaching teaching NN work_nu5xpentbrcxdlcdt3lmatbur4 17 21 resource resource NN work_nu5xpentbrcxdlcdt3lmatbur4 17 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 18 1 Here here RB work_nu5xpentbrcxdlcdt3lmatbur4 18 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 18 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 18 4 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 18 5 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 18 6 indicates indicate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 18 7 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 18 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 18 9 book book NN work_nu5xpentbrcxdlcdt3lmatbur4 18 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 18 11 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 18 12 school school NN work_nu5xpentbrcxdlcdt3lmatbur4 18 13 methods method NNS work_nu5xpentbrcxdlcdt3lmatbur4 18 14 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 18 15 connected connect VBN work_nu5xpentbrcxdlcdt3lmatbur4 18 16 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 18 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 18 18 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 18 19 Topic Topic NNP work_nu5xpentbrcxdlcdt3lmatbur4 18 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 18 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 18 22 indicates indicate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 18 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 18 24 Creator- Creator- NNP work_nu5xpentbrcxdlcdt3lmatbur4 18 25 Creation Creation NNP work_nu5xpentbrcxdlcdt3lmatbur4 18 26 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 18 27 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 18 28 Prof. Prof. NNP work_nu5xpentbrcxdlcdt3lmatbur4 18 29 Alexander Alexander NNP work_nu5xpentbrcxdlcdt3lmatbur4 18 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 18 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 18 32 book book NN work_nu5xpentbrcxdlcdt3lmatbur4 18 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 19 1 Predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 19 2 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 19 3 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 19 4 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 19 5 help help VB work_nu5xpentbrcxdlcdt3lmatbur4 19 6 answer answer VB work_nu5xpentbrcxdlcdt3lmatbur4 19 7 questions question NNS work_nu5xpentbrcxdlcdt3lmatbur4 19 8 about about IN work_nu5xpentbrcxdlcdt3lmatbur4 19 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 19 10 subject subject NN work_nu5xpentbrcxdlcdt3lmatbur4 19 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 19 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 19 13 book book NN work_nu5xpentbrcxdlcdt3lmatbur4 19 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 19 15 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 19 16 rec- rec- RB work_nu5xpentbrcxdlcdt3lmatbur4 19 17 ognize ognize VB work_nu5xpentbrcxdlcdt3lmatbur4 19 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 19 19 entailment entailment NN work_nu5xpentbrcxdlcdt3lmatbur4 19 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 19 21 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 19 22 like like IN work_nu5xpentbrcxdlcdt3lmatbur4 19 23 Prof. Prof. NNP work_nu5xpentbrcxdlcdt3lmatbur4 19 24 Alexan- Alexan- NNP work_nu5xpentbrcxdlcdt3lmatbur4 19 25 der der NN work_nu5xpentbrcxdlcdt3lmatbur4 19 26 has have VBZ work_nu5xpentbrcxdlcdt3lmatbur4 19 27 written write VBN work_nu5xpentbrcxdlcdt3lmatbur4 19 28 about about IN work_nu5xpentbrcxdlcdt3lmatbur4 19 29 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 19 30 school school NN work_nu5xpentbrcxdlcdt3lmatbur4 19 31 methods method NNS work_nu5xpentbrcxdlcdt3lmatbur4 19 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 20 1 Being be VBG work_nu5xpentbrcxdlcdt3lmatbur4 20 2 highly highly RB work_nu5xpentbrcxdlcdt3lmatbur4 20 3 polysemous polysemous JJ work_nu5xpentbrcxdlcdt3lmatbur4 20 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 20 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 20 6 same same JJ work_nu5xpentbrcxdlcdt3lmatbur4 20 7 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 20 8 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 20 9 indicate indicate VB work_nu5xpentbrcxdlcdt3lmatbur4 20 10 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 20 11 kinds kind NNS work_nu5xpentbrcxdlcdt3lmatbur4 20 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 20 13 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 20 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 20 15 depending depend VBG work_nu5xpentbrcxdlcdt3lmatbur4 20 16 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 20 17 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 20 18 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 20 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 20 20 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 20 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 21 1 Furthermore furthermore RB work_nu5xpentbrcxdlcdt3lmatbur4 21 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 21 3 several several JJ work_nu5xpentbrcxdlcdt3lmatbur4 21 4 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 21 5 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 21 6 indicate indicate VB work_nu5xpentbrcxdlcdt3lmatbur4 21 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 21 8 same same JJ work_nu5xpentbrcxdlcdt3lmatbur4 21 9 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 21 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 21 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 22 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 22 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 22 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 22 4 consider consider VB work_nu5xpentbrcxdlcdt3lmatbur4 22 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 22 6 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 22 7 : : : work_nu5xpentbrcxdlcdt3lmatbur4 22 8 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 22 9 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 22 10 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 22 11 Poor poor JJ work_nu5xpentbrcxdlcdt3lmatbur4 22 12 care care NN work_nu5xpentbrcxdlcdt3lmatbur4 22 13 led lead VBD work_nu5xpentbrcxdlcdt3lmatbur4 22 14 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 22 15 her -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 22 16 death death NN work_nu5xpentbrcxdlcdt3lmatbur4 22 17 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 22 18 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 22 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 23 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 23 2 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 23 3 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 23 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 23 5 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 23 6 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 23 7 expresses express VBZ work_nu5xpentbrcxdlcdt3lmatbur4 23 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 23 9 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 23 10 Cause(death Cause(death NNP work_nu5xpentbrcxdlcdt3lmatbur4 23 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 23 12 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 23 13 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 23 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 24 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 24 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 24 3 differ- differ- JJ work_nu5xpentbrcxdlcdt3lmatbur4 24 4 ent ent NN work_nu5xpentbrcxdlcdt3lmatbur4 24 5 context context NN work_nu5xpentbrcxdlcdt3lmatbur4 24 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 24 7 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 24 8 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 24 9 denote denote VB work_nu5xpentbrcxdlcdt3lmatbur4 24 10 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 24 11 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 24 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 24 13 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 24 14 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 24 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 24 16 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 24 17 copied copy VBN work_nu5xpentbrcxdlcdt3lmatbur4 24 18 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 24 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 24 20 film film NN work_nu5xpentbrcxdlcdt3lmatbur4 24 21 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 24 22 Source source NN work_nu5xpentbrcxdlcdt3lmatbur4 24 23 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 24 24 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 24 25 recog- recog- VB work_nu5xpentbrcxdlcdt3lmatbur4 24 26 nized nize VBN work_nu5xpentbrcxdlcdt3lmatbur4 24 27 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 24 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 24 29 start start NN work_nu5xpentbrcxdlcdt3lmatbur4 24 30 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 24 31 Temporal Temporal NNP work_nu5xpentbrcxdlcdt3lmatbur4 24 32 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 24 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 25 1 On on IN work_nu5xpentbrcxdlcdt3lmatbur4 25 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 25 3 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 25 4 hand hand NN work_nu5xpentbrcxdlcdt3lmatbur4 25 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 25 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 25 7 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 25 8 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 25 9 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 25 10 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 25 11 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 25 12 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 25 13 sev- sev- JJ work_nu5xpentbrcxdlcdt3lmatbur4 25 14 eral eral JJ work_nu5xpentbrcxdlcdt3lmatbur4 25 15 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 25 16 ; ; , work_nu5xpentbrcxdlcdt3lmatbur4 25 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 25 18 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 25 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 25 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 25 21 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 25 22 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 25 23 express express VBP work_nu5xpentbrcxdlcdt3lmatbur4 25 24 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 25 25 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 25 26 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 25 27 : : : work_nu5xpentbrcxdlcdt3lmatbur4 25 28 died die VBN work_nu5xpentbrcxdlcdt3lmatbur4 25 29 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 25 30 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 25 31 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 25 32 tired tired JJ work_nu5xpentbrcxdlcdt3lmatbur4 25 33 after after IN work_nu5xpentbrcxdlcdt3lmatbur4 25 34 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 25 35 surgery surgery NN work_nu5xpentbrcxdlcdt3lmatbur4 25 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 26 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 26 2 characterize characterize VBP work_nu5xpentbrcxdlcdt3lmatbur4 26 3 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 26 4 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 5 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 26 6 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 26 7 transitive transitive JJ work_nu5xpentbrcxdlcdt3lmatbur4 26 8 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 26 10 develop develop VB work_nu5xpentbrcxdlcdt3lmatbur4 26 11 accurate accurate JJ work_nu5xpentbrcxdlcdt3lmatbur4 26 12 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 26 14 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 26 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 26 16 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 26 18 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 26 19 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 26 20 argu- argu- JJ work_nu5xpentbrcxdlcdt3lmatbur4 26 21 ments ment NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 22 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 26 23 recognizing recognize VBG work_nu5xpentbrcxdlcdt3lmatbur4 26 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 26 25 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 26 26 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 26 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 26 29 ar- ar- NN work_nu5xpentbrcxdlcdt3lmatbur4 26 30 guments gument NNS work_nu5xpentbrcxdlcdt3lmatbur4 26 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 27 1 Building build VBG work_nu5xpentbrcxdlcdt3lmatbur4 27 2 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 27 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 27 4 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 27 5 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 27 6 disambigua- disambigua- FW work_nu5xpentbrcxdlcdt3lmatbur4 27 7 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 27 8 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 27 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 27 10 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 27 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 27 12 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 27 13 collapse collapse VBP work_nu5xpentbrcxdlcdt3lmatbur4 27 14 semantically semantically RB work_nu5xpentbrcxdlcdt3lmatbur4 27 15 related relate VBN work_nu5xpentbrcxdlcdt3lmatbur4 27 16 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 27 17 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 27 18 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 27 19 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 27 20 derive derive VB work_nu5xpentbrcxdlcdt3lmatbur4 27 21 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 27 22 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 27 23 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 27 24 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 27 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 28 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 28 2 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 28 3 act act VBP work_nu5xpentbrcxdlcdt3lmatbur4 28 4 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 28 5 predicates predicate NNS work_nu5xpentbrcxdlcdt3lmatbur4 28 6 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 28 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 28 8 predicate predicate NN work_nu5xpentbrcxdlcdt3lmatbur4 28 9 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 28 10 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 28 11 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 28 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 28 13 where where WRB work_nu5xpentbrcxdlcdt3lmatbur4 28 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 28 15 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 28 16 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 28 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 28 18 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 28 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 28 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 28 21 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 28 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 28 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 28 24 231 231 CD work_nu5xpentbrcxdlcdt3lmatbur4 28 25 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 28 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 29 1 While while IN work_nu5xpentbrcxdlcdt3lmatbur4 29 2 ascertaining ascertain VBG work_nu5xpentbrcxdlcdt3lmatbur4 29 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 29 4 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 29 5 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 29 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 29 7 largely largely RB work_nu5xpentbrcxdlcdt3lmatbur4 29 8 syntactic syntactic JJ work_nu5xpentbrcxdlcdt3lmatbur4 29 9 decision decision NN work_nu5xpentbrcxdlcdt3lmatbur4 29 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 29 11 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 29 12 point point VBP work_nu5xpentbrcxdlcdt3lmatbur4 29 13 out out RP work_nu5xpentbrcxdlcdt3lmatbur4 29 14 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 29 15 syn- syn- JJ work_nu5xpentbrcxdlcdt3lmatbur4 29 16 tactic tactic JJ work_nu5xpentbrcxdlcdt3lmatbur4 29 17 parsers parser NNS work_nu5xpentbrcxdlcdt3lmatbur4 29 18 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 29 19 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 29 20 always always RB work_nu5xpentbrcxdlcdt3lmatbur4 29 21 make make VB work_nu5xpentbrcxdlcdt3lmatbur4 29 22 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 29 23 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 29 24 correctly correctly RB work_nu5xpentbrcxdlcdt3lmatbur4 29 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 30 1 However however RB work_nu5xpentbrcxdlcdt3lmatbur4 30 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 30 3 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 30 4 illustrated illustrate VBN work_nu5xpentbrcxdlcdt3lmatbur4 30 5 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 30 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 30 7 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 30 8 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 30 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 30 10 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 30 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 30 12 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 30 13 depends depend VBZ work_nu5xpentbrcxdlcdt3lmatbur4 30 14 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 30 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 30 16 gov- gov- JJ work_nu5xpentbrcxdlcdt3lmatbur4 30 17 ernor ernor NN work_nu5xpentbrcxdlcdt3lmatbur4 30 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 30 19 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 30 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 30 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 30 22 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 30 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 31 1 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 31 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 31 3 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 31 4 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 31 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 31 6 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 31 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 31 8 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 31 9 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 31 10 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 31 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 31 12 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 31 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 31 14 predicate predicate NN work_nu5xpentbrcxdlcdt3lmatbur4 31 15 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 31 16 i.e. i.e. FW work_nu5xpentbrcxdlcdt3lmatbur4 32 1 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 32 2 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 32 3 rela- rela- IN work_nu5xpentbrcxdlcdt3lmatbur4 32 4 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 32 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 32 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 32 7 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 32 8 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 32 9 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 32 10 i.e. i.e. FW work_nu5xpentbrcxdlcdt3lmatbur4 33 1 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 33 2 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 33 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 33 4 ob- ob- NNP work_nu5xpentbrcxdlcdt3lmatbur4 33 5 ject ject NNP work_nu5xpentbrcxdlcdt3lmatbur4 33 6 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 33 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 34 1 Very very RB work_nu5xpentbrcxdlcdt3lmatbur4 34 2 often often RB work_nu5xpentbrcxdlcdt3lmatbur4 34 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 34 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 34 5 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 34 6 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 34 7 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 34 8 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 34 9 influenced influence VBN work_nu5xpentbrcxdlcdt3lmatbur4 34 10 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 34 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 34 12 surface surface NN work_nu5xpentbrcxdlcdt3lmatbur4 34 13 form form NN work_nu5xpentbrcxdlcdt3lmatbur4 34 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 34 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 34 16 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 34 17 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 34 18 rather rather RB work_nu5xpentbrcxdlcdt3lmatbur4 34 19 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 34 20 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 34 21 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 34 22 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 34 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 35 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 35 2 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 35 3 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 35 4 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 35 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 35 6 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 35 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 35 8 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 35 9 want want VBP work_nu5xpentbrcxdlcdt3lmatbur4 35 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 35 11 predicate predicate NN work_nu5xpentbrcxdlcdt3lmatbur4 35 12 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 35 13 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 35 14 Cause cause IN work_nu5xpentbrcxdlcdt3lmatbur4 35 15 when when WRB work_nu5xpentbrcxdlcdt3lmatbur4 35 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 35 17 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 35 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 35 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 35 20 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 35 21 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 35 22 any any DT work_nu5xpentbrcxdlcdt3lmatbur4 35 23 illness illness NN work_nu5xpentbrcxdlcdt3lmatbur4 35 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 36 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 36 2 thus thus RB work_nu5xpentbrcxdlcdt3lmatbur4 36 3 suggest suggest VBP work_nu5xpentbrcxdlcdt3lmatbur4 36 4 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 36 5 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 36 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 36 7 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 36 8 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 36 9 along along IN work_nu5xpentbrcxdlcdt3lmatbur4 36 10 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 36 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 36 12 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 36 13 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 36 14 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 36 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 36 16 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 36 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 36 18 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 36 19 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 36 20 notions notion NNS work_nu5xpentbrcxdlcdt3lmatbur4 36 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 36 22 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 36 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 37 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 37 2 three three CD work_nu5xpentbrcxdlcdt3lmatbur4 37 3 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 37 4 aspects aspect NNS work_nu5xpentbrcxdlcdt3lmatbur4 37 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 37 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 37 7 rela- rela- NNP work_nu5xpentbrcxdlcdt3lmatbur4 37 8 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 37 9 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 37 10 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 37 11 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 37 12 further further RB work_nu5xpentbrcxdlcdt3lmatbur4 37 13 explained explain VBN work_nu5xpentbrcxdlcdt3lmatbur4 37 14 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 37 15 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 37 16 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 37 17 leading lead VBG work_nu5xpentbrcxdlcdt3lmatbur4 37 18 up up IN work_nu5xpentbrcxdlcdt3lmatbur4 37 19 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 37 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 37 21 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 37 22 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 37 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 38 1 Though though IN work_nu5xpentbrcxdlcdt3lmatbur4 38 2 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 38 3 wish wish VBP work_nu5xpentbrcxdlcdt3lmatbur4 38 4 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 38 5 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 38 6 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 38 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 38 8 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 38 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 38 10 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 38 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 38 12 there there EX work_nu5xpentbrcxdlcdt3lmatbur4 38 13 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 38 14 no no DT work_nu5xpentbrcxdlcdt3lmatbur4 38 15 corpus corpus NN work_nu5xpentbrcxdlcdt3lmatbur4 38 16 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 38 17 annotates annotate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 38 18 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 38 19 three three CD work_nu5xpentbrcxdlcdt3lmatbur4 38 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 39 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 39 2 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 39 3 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 39 4 shared share VBD work_nu5xpentbrcxdlcdt3lmatbur4 39 5 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 39 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 39 7 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 39 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 39 9 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 39 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 39 11 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 39 12 provides provide VBZ work_nu5xpentbrcxdlcdt3lmatbur4 39 13 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 39 14 an- an- IN work_nu5xpentbrcxdlcdt3lmatbur4 39 15 notations notation NNS work_nu5xpentbrcxdlcdt3lmatbur4 39 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 39 17 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 39 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 40 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 40 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 40 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 40 4 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 40 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 40 6 gen- gen- VB work_nu5xpentbrcxdlcdt3lmatbur4 40 7 erate erate VB work_nu5xpentbrcxdlcdt3lmatbur4 40 8 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 40 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 40 10 test test NN work_nu5xpentbrcxdlcdt3lmatbur4 40 11 corpora corpora NN work_nu5xpentbrcxdlcdt3lmatbur4 40 12 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 40 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 40 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 40 15 la- la- XX work_nu5xpentbrcxdlcdt3lmatbur4 40 16 bels bel NNS work_nu5xpentbrcxdlcdt3lmatbur4 40 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 41 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 41 2 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 41 3 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 41 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 41 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 41 6 present present VBP work_nu5xpentbrcxdlcdt3lmatbur4 41 7 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 41 8 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 41 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 41 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 41 11 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 41 12 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 41 13 identification identification NN work_nu5xpentbrcxdlcdt3lmatbur4 41 14 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 41 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 42 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 42 2 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 42 3 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 42 4 considers consider VBZ work_nu5xpentbrcxdlcdt3lmatbur4 42 5 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 42 6 possible possible JJ work_nu5xpentbrcxdlcdt3lmatbur4 42 7 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 42 8 candi- candi- NN work_nu5xpentbrcxdlcdt3lmatbur4 42 9 dates date VBZ work_nu5xpentbrcxdlcdt3lmatbur4 42 10 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 42 11 various various JJ work_nu5xpentbrcxdlcdt3lmatbur4 42 12 sources source NNS work_nu5xpentbrcxdlcdt3lmatbur4 42 13 along along IN work_nu5xpentbrcxdlcdt3lmatbur4 42 14 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 42 15 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 42 16 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 42 17 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 42 18 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 42 19 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 42 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 42 21 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 42 22 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 42 23 label label NNP work_nu5xpentbrcxdlcdt3lmatbur4 42 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 43 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 43 2 second second JJ work_nu5xpentbrcxdlcdt3lmatbur4 43 3 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 43 4 treats treat VBZ work_nu5xpentbrcxdlcdt3lmatbur4 43 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 43 6 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 43 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 43 8 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 43 9 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 43 10 la- la- JJ work_nu5xpentbrcxdlcdt3lmatbur4 43 11 tent tent NN work_nu5xpentbrcxdlcdt3lmatbur4 43 12 variables variable NNS work_nu5xpentbrcxdlcdt3lmatbur4 43 13 during during IN work_nu5xpentbrcxdlcdt3lmatbur4 43 14 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 43 15 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 43 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 43 17 generalization generalization NN work_nu5xpentbrcxdlcdt3lmatbur4 43 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 43 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 43 20 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 43 21 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 43 22 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 43 23 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 43 24 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 43 25 Yu Yu NNP work_nu5xpentbrcxdlcdt3lmatbur4 43 26 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 43 27 Joachims Joachims NNP work_nu5xpentbrcxdlcdt3lmatbur4 43 28 , , , work_nu5xpentbrcxdlcdt3lmatbur4 43 29 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 43 30 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 43 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 44 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 44 2 show show VBP work_nu5xpentbrcxdlcdt3lmatbur4 44 3 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 44 4 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 44 5 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 44 6 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 44 7 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 44 8 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 44 9 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 44 10 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 44 11 predicts predict VBZ work_nu5xpentbrcxdlcdt3lmatbur4 44 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 44 13 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 44 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 44 15 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 44 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 44 17 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 44 18 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 44 19 im- im- VBZ work_nu5xpentbrcxdlcdt3lmatbur4 44 20 proves prove VBZ work_nu5xpentbrcxdlcdt3lmatbur4 44 21 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 44 22 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 44 23 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 44 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 45 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 45 2 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 45 3 contributions contribution NNS work_nu5xpentbrcxdlcdt3lmatbur4 45 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 45 5 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 45 6 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 45 7 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 45 8 : : : work_nu5xpentbrcxdlcdt3lmatbur4 45 9 1 1 LS work_nu5xpentbrcxdlcdt3lmatbur4 45 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 46 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 46 2 introduce introduce VBP work_nu5xpentbrcxdlcdt3lmatbur4 46 3 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 46 4 new new JJ work_nu5xpentbrcxdlcdt3lmatbur4 46 5 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 46 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 46 7 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 46 8 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 46 9 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 46 10 covers cover VBZ work_nu5xpentbrcxdlcdt3lmatbur4 46 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 46 12 34 34 CD work_nu5xpentbrcxdlcdt3lmatbur4 46 13 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 46 14 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 46 15 formed form VBD work_nu5xpentbrcxdlcdt3lmatbur4 46 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 46 17 basis basis NN work_nu5xpentbrcxdlcdt3lmatbur4 46 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 46 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 46 20 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 46 21 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 46 22 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 46 23 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 46 24 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 46 25 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 46 26 disambiguation disambiguation NNP work_nu5xpentbrcxdlcdt3lmatbur4 46 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 47 1 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 47 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 48 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 48 2 model model VBP work_nu5xpentbrcxdlcdt3lmatbur4 48 3 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 48 4 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 48 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 48 6 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 48 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 48 8 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 48 9 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 48 10 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 48 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 48 12 propose propose VB work_nu5xpentbrcxdlcdt3lmatbur4 48 13 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 48 14 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 48 15 algo- algo- NN work_nu5xpentbrcxdlcdt3lmatbur4 48 16 rithm rithm NN work_nu5xpentbrcxdlcdt3lmatbur4 48 17 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 48 18 learns learn VBZ work_nu5xpentbrcxdlcdt3lmatbur4 48 19 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 48 20 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 48 21 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 48 22 three three CD work_nu5xpentbrcxdlcdt3lmatbur4 48 23 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 48 24 train- train- NN work_nu5xpentbrcxdlcdt3lmatbur4 48 25 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 48 26 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 48 27 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 48 28 annotates annotate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 48 29 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 48 30 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 48 31 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 48 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 49 1 3 3 LS work_nu5xpentbrcxdlcdt3lmatbur4 49 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 50 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 50 2 show show VBP work_nu5xpentbrcxdlcdt3lmatbur4 50 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 50 4 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 50 5 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 50 6 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 50 7 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 50 8 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 50 9 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 50 10 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 50 11 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 50 12 improves improve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 50 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 50 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 50 15 pre- pre- NN work_nu5xpentbrcxdlcdt3lmatbur4 50 16 dictor dictor NN work_nu5xpentbrcxdlcdt3lmatbur4 50 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 50 18 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 50 19 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 50 20 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 50 21 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 50 22 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 50 23 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 50 24 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 50 25 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 50 26 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 50 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 51 1 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 51 2 Prepositions Prepositions NNPS work_nu5xpentbrcxdlcdt3lmatbur4 51 3 & & CC work_nu5xpentbrcxdlcdt3lmatbur4 51 4 Predicate Predicate NNP work_nu5xpentbrcxdlcdt3lmatbur4 51 5 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 51 6 Argument Argument NNP work_nu5xpentbrcxdlcdt3lmatbur4 51 7 Semantics Semantics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 51 8 Semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 51 9 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 51 10 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 51 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 51 12 cf cf NN work_nu5xpentbrcxdlcdt3lmatbur4 51 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 52 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 52 2 Gildea Gildea NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 52 4 Jurafsky Jurafsky NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 52 6 2002 2002 CD work_nu5xpentbrcxdlcdt3lmatbur4 52 7 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 52 8 Palmer Palmer NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 9 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 10 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 11 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 52 13 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 52 14 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 52 15 Punyakanok Punyakanok NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 16 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 17 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 18 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 52 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 52 20 2008 2008 CD work_nu5xpentbrcxdlcdt3lmatbur4 52 21 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 52 22 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 52 23 others other NNS work_nu5xpentbrcxdlcdt3lmatbur4 52 24 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 52 25 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 52 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 52 27 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 52 28 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 52 29 converting convert VBG work_nu5xpentbrcxdlcdt3lmatbur4 52 30 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 52 31 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 52 32 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 52 33 predicate predicate NN work_nu5xpentbrcxdlcdt3lmatbur4 52 34 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 52 35 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 52 36 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 52 37 . . . work_nu5xpentbrcxdlcdt3lmatbur4 53 1 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 53 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 53 3 trigger trigger NN work_nu5xpentbrcxdlcdt3lmatbur4 53 4 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 53 5 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 53 6 phrase phrase NN work_nu5xpentbrcxdlcdt3lmatbur4 53 7 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 53 8 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 53 9 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 53 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 53 11 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 53 12 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 53 13 solves solve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 53 14 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 53 15 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 53 16 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 53 17 problems problem NNS work_nu5xpentbrcxdlcdt3lmatbur4 53 18 : : : work_nu5xpentbrcxdlcdt3lmatbur4 53 19 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 53 20 a a LS work_nu5xpentbrcxdlcdt3lmatbur4 53 21 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 53 22 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 53 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 53 24 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 53 25 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 53 26 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 53 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 53 28 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 53 29 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 53 30 b b NN work_nu5xpentbrcxdlcdt3lmatbur4 53 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 53 32 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 53 33 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 53 34 labeling label VBG work_nu5xpentbrcxdlcdt3lmatbur4 53 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 53 36 argu- argu- NN work_nu5xpentbrcxdlcdt3lmatbur4 53 37 ments ment NNS work_nu5xpentbrcxdlcdt3lmatbur4 53 38 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 53 39 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 53 40 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 53 41 . . . work_nu5xpentbrcxdlcdt3lmatbur4 54 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 54 2 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 54 3 has have VBZ work_nu5xpentbrcxdlcdt3lmatbur4 54 4 been be VBN work_nu5xpentbrcxdlcdt3lmatbur4 54 5 studied study VBN work_nu5xpentbrcxdlcdt3lmatbur4 54 6 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 54 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 54 8 con- con- NN work_nu5xpentbrcxdlcdt3lmatbur4 54 9 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 54 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 54 11 verb verb JJ work_nu5xpentbrcxdlcdt3lmatbur4 54 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 54 13 nominal nominal JJ work_nu5xpentbrcxdlcdt3lmatbur4 54 14 triggers trigger NNS work_nu5xpentbrcxdlcdt3lmatbur4 54 15 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 54 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 54 17 Prop- Prop- NNPS work_nu5xpentbrcxdlcdt3lmatbur4 54 18 Bank Bank NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 19 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 20 Palmer Palmer NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 21 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 22 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 23 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 54 25 2005 2005 CD work_nu5xpentbrcxdlcdt3lmatbur4 54 26 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 27 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 54 28 NomBank NomBank NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 29 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 30 Meyers Meyers NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 31 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 32 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 33 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 54 35 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 54 36 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 37 annotations annotation NNS work_nu5xpentbrcxdlcdt3lmatbur4 54 38 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 54 39 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 54 40 Penn Penn NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 41 Treebank Treebank NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 42 , , , work_nu5xpentbrcxdlcdt3lmatbur4 54 43 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 54 44 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 54 45 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 54 46 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 54 47 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 48 lexicon lexicon NN work_nu5xpentbrcxdlcdt3lmatbur4 54 49 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 50 Fillmore Fillmore NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 51 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 52 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 53 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 54 54 , , , work_nu5xpentbrcxdlcdt3lmatbur4 54 55 2003 2003 CD work_nu5xpentbrcxdlcdt3lmatbur4 54 56 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 54 57 , , , work_nu5xpentbrcxdlcdt3lmatbur4 54 58 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 54 59 allows allow VBZ work_nu5xpentbrcxdlcdt3lmatbur4 54 60 arbitrary arbitrary JJ work_nu5xpentbrcxdlcdt3lmatbur4 54 61 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 54 62 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 54 63 trigger trigger VB work_nu5xpentbrcxdlcdt3lmatbur4 54 64 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 54 65 frames frame NNS work_nu5xpentbrcxdlcdt3lmatbur4 54 66 . . . work_nu5xpentbrcxdlcdt3lmatbur4 55 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 55 2 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 55 3 focuses focus VBZ work_nu5xpentbrcxdlcdt3lmatbur4 55 4 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 55 5 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 55 6 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 55 7 ex- ex- PRP work_nu5xpentbrcxdlcdt3lmatbur4 55 8 pressed press VBN work_nu5xpentbrcxdlcdt3lmatbur4 55 9 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 55 10 transitive transitive JJ work_nu5xpentbrcxdlcdt3lmatbur4 55 11 prepositions1 prepositions1 NN work_nu5xpentbrcxdlcdt3lmatbur4 55 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 56 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 56 2 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 56 3 define define VB work_nu5xpentbrcxdlcdt3lmatbur4 56 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 56 5 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 56 6 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 56 7 tasks task NNS work_nu5xpentbrcxdlcdt3lmatbur4 56 8 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 56 9 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 56 10 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 56 11 follows follow VBZ work_nu5xpentbrcxdlcdt3lmatbur4 56 12 : : : work_nu5xpentbrcxdlcdt3lmatbur4 56 13 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 56 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 56 15 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 56 16 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 56 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 56 18 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 56 19 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 56 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 56 21 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 56 22 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 56 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 56 24 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 56 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 56 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 56 27 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 56 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 57 1 Preposi- Preposi- NNP work_nu5xpentbrcxdlcdt3lmatbur4 57 2 tions tion NNS work_nu5xpentbrcxdlcdt3lmatbur4 57 3 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 57 4 mark mark VB work_nu5xpentbrcxdlcdt3lmatbur4 57 5 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 57 6 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 57 7 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 57 8 core core NN work_nu5xpentbrcxdlcdt3lmatbur4 57 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 57 10 adjunct adjunct NNP work_nu5xpentbrcxdlcdt3lmatbur4 57 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 57 12 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 57 13 verbal verbal JJ work_nu5xpentbrcxdlcdt3lmatbur4 57 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 57 15 nominal nominal JJ work_nu5xpentbrcxdlcdt3lmatbur4 57 16 predicates predicate NNS work_nu5xpentbrcxdlcdt3lmatbur4 57 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 58 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 58 2 addition addition NN work_nu5xpentbrcxdlcdt3lmatbur4 58 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 58 4 they -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 58 5 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 58 6 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 58 7 trigger trigger VB work_nu5xpentbrcxdlcdt3lmatbur4 58 8 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 58 9 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 58 10 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 58 11 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 58 12 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 58 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 58 14 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 58 15 predicates predicate NNS work_nu5xpentbrcxdlcdt3lmatbur4 58 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 59 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 59 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 59 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 59 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 59 5 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 59 6 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 59 7 3 3 LS work_nu5xpentbrcxdlcdt3lmatbur4 59 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 59 9 below below RB work_nu5xpentbrcxdlcdt3lmatbur4 59 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 59 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 59 12 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 59 13 phrase phrase NN work_nu5xpentbrcxdlcdt3lmatbur4 59 14 starting start VBG work_nu5xpentbrcxdlcdt3lmatbur4 59 15 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 59 16 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 59 17 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 59 18 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 59 19 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 59 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 59 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 59 22 verb verb JJ work_nu5xpentbrcxdlcdt3lmatbur4 59 23 visit visit NN work_nu5xpentbrcxdlcdt3lmatbur4 59 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 59 25 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 59 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 59 27 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 59 28 triggers trigger VBZ work_nu5xpentbrcxdlcdt3lmatbur4 59 29 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 59 30 independent independent JJ work_nu5xpentbrcxdlcdt3lmatbur4 59 31 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 59 32 indicating indicate VBG work_nu5xpentbrcxdlcdt3lmatbur4 59 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 59 34 location location NN work_nu5xpentbrcxdlcdt3lmatbur4 59 35 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 59 36 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 59 37 aquarium aquarium NN work_nu5xpentbrcxdlcdt3lmatbur4 59 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 60 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 60 2 3 3 LS work_nu5xpentbrcxdlcdt3lmatbur4 60 3 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 60 4 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 60 5 children child NNS work_nu5xpentbrcxdlcdt3lmatbur4 60 6 enjoyed enjoy VBD work_nu5xpentbrcxdlcdt3lmatbur4 60 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 60 8 visit visit NN work_nu5xpentbrcxdlcdt3lmatbur4 60 9 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 60 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 60 11 aquarium aquarium NN work_nu5xpentbrcxdlcdt3lmatbur4 60 12 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 60 13 Coney Coney NNP work_nu5xpentbrcxdlcdt3lmatbur4 60 14 Island Island NNP work_nu5xpentbrcxdlcdt3lmatbur4 60 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 61 1 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 61 2 covers cover VBZ work_nu5xpentbrcxdlcdt3lmatbur4 61 3 some some DT work_nu5xpentbrcxdlcdt3lmatbur4 61 4 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 61 5 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 61 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 61 7 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 61 8 allows allow VBZ work_nu5xpentbrcxdlcdt3lmatbur4 61 9 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 61 10 temporal temporal JJ work_nu5xpentbrcxdlcdt3lmatbur4 61 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 61 12 locative locative JJ work_nu5xpentbrcxdlcdt3lmatbur4 61 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 61 14 directional directional JJ work_nu5xpentbrcxdlcdt3lmatbur4 61 15 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 61 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 61 17 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 61 18 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 61 19 evoke evoke VB work_nu5xpentbrcxdlcdt3lmatbur4 61 20 frames frame NNS work_nu5xpentbrcxdlcdt3lmatbur4 61 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 61 22 accounting account VBG work_nu5xpentbrcxdlcdt3lmatbur4 61 23 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 61 24 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 61 25 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 61 26 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 61 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 61 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 61 29 targets target NNS work_nu5xpentbrcxdlcdt3lmatbur4 61 30 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 61 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 61 32 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 61 33 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 61 34 shared share VBD work_nu5xpentbrcxdlcdt3lmatbur4 61 35 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 61 36 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 61 37 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 61 38 parsing parsing NN work_nu5xpentbrcxdlcdt3lmatbur4 61 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 62 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 62 2 fact fact NN work_nu5xpentbrcxdlcdt3lmatbur4 62 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 62 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 62 5 state state NN work_nu5xpentbrcxdlcdt3lmatbur4 62 6 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 62 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 62 8 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 62 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 62 10 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 62 11 art art NN work_nu5xpentbrcxdlcdt3lmatbur4 62 12 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 62 13 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 62 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 62 15 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 62 16 Das Das NNP work_nu5xpentbrcxdlcdt3lmatbur4 62 17 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 62 18 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 62 19 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 62 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 62 21 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 62 22 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 62 23 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 62 24 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 62 25 con- con- VB work_nu5xpentbrcxdlcdt3lmatbur4 62 26 sider sider VB work_nu5xpentbrcxdlcdt3lmatbur4 62 27 any any DT work_nu5xpentbrcxdlcdt3lmatbur4 62 28 frame frame NN work_nu5xpentbrcxdlcdt3lmatbur4 62 29 inducing induce VBG work_nu5xpentbrcxdlcdt3lmatbur4 62 30 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 62 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 63 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 63 2 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 63 3 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 63 4 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 63 5 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 63 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 63 7 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 63 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 63 9 highlights highlight VBZ work_nu5xpentbrcxdlcdt3lmatbur4 63 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 63 11 importance importance NN work_nu5xpentbrcxdlcdt3lmatbur4 63 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 63 13 studying study VBG work_nu5xpentbrcxdlcdt3lmatbur4 63 14 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 63 15 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 63 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 63 17 complete complete JJ work_nu5xpentbrcxdlcdt3lmatbur4 63 18 linguistic linguistic JJ work_nu5xpentbrcxdlcdt3lmatbur4 63 19 1By 1by CD work_nu5xpentbrcxdlcdt3lmatbur4 63 20 transitive transitive JJ work_nu5xpentbrcxdlcdt3lmatbur4 63 21 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 63 22 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 63 23 refer refer VBP work_nu5xpentbrcxdlcdt3lmatbur4 63 24 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 63 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 63 26 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 63 27 usage usage NN work_nu5xpentbrcxdlcdt3lmatbur4 63 28 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 63 29 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 63 30 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 63 31 take take VBP work_nu5xpentbrcxdlcdt3lmatbur4 63 32 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 63 33 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 63 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 64 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 64 2 particular particular JJ work_nu5xpentbrcxdlcdt3lmatbur4 64 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 64 4 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 64 5 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 64 6 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 64 7 con- con- VB work_nu5xpentbrcxdlcdt3lmatbur4 64 8 sider sider VB work_nu5xpentbrcxdlcdt3lmatbur4 64 9 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 64 10 particles particle NNS work_nu5xpentbrcxdlcdt3lmatbur4 64 11 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 64 12 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 64 13 analysis analysis NN work_nu5xpentbrcxdlcdt3lmatbur4 64 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 65 1 232 232 CD work_nu5xpentbrcxdlcdt3lmatbur4 65 2 analysis analysis NN work_nu5xpentbrcxdlcdt3lmatbur4 65 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 65 4 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 65 5 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 65 6 surveys survey NNS work_nu5xpentbrcxdlcdt3lmatbur4 65 7 work work VBP work_nu5xpentbrcxdlcdt3lmatbur4 65 8 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 65 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 65 10 NLP NLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 65 11 literature literature NN work_nu5xpentbrcxdlcdt3lmatbur4 65 12 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 65 13 addresses address VBZ work_nu5xpentbrcxdlcdt3lmatbur4 65 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 65 15 syntax syntax NN work_nu5xpentbrcxdlcdt3lmatbur4 65 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 65 17 semantics semantic NNS work_nu5xpentbrcxdlcdt3lmatbur4 65 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 65 19 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 65 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 66 1 One one CD work_nu5xpentbrcxdlcdt3lmatbur4 66 2 line line NN work_nu5xpentbrcxdlcdt3lmatbur4 66 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 66 4 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 66 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 66 6 Ye Ye NNP work_nu5xpentbrcxdlcdt3lmatbur4 66 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 66 8 Bald- Bald- NNP work_nu5xpentbrcxdlcdt3lmatbur4 66 9 win win NN work_nu5xpentbrcxdlcdt3lmatbur4 66 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 66 11 2006 2006 CD work_nu5xpentbrcxdlcdt3lmatbur4 66 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 66 13 addressed address VBD work_nu5xpentbrcxdlcdt3lmatbur4 66 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 66 15 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 66 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 66 17 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 66 18 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 66 19 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 66 20 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 66 21 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 66 22 considering consider VBG work_nu5xpentbrcxdlcdt3lmatbur4 66 23 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 66 24 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 66 25 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 66 26 act act VBP work_nu5xpentbrcxdlcdt3lmatbur4 66 27 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 66 28 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 66 29 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 66 30 verbs verb NNS work_nu5xpentbrcxdlcdt3lmatbur4 66 31 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 66 32 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 66 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 66 34 PropBank PropBank NNP work_nu5xpentbrcxdlcdt3lmatbur4 66 35 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 66 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 67 1 They -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 67 2 built build VBD work_nu5xpentbrcxdlcdt3lmatbur4 67 3 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 67 4 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 67 5 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 67 6 predicts predict VBZ work_nu5xpentbrcxdlcdt3lmatbur4 67 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 67 8 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 67 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 67 10 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 67 11 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 67 12 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 67 13 alone alone RB work_nu5xpentbrcxdlcdt3lmatbur4 67 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 68 1 However however RB work_nu5xpentbrcxdlcdt3lmatbur4 68 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 68 3 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 68 4 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 68 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 68 6 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 68 7 covered cover VBN work_nu5xpentbrcxdlcdt3lmatbur4 68 8 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 68 9 verb verb NN work_nu5xpentbrcxdlcdt3lmatbur4 68 10 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 68 11 attached attach VBN work_nu5xpentbrcxdlcdt3lmatbur4 68 12 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 68 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 69 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 69 2 Zapirain Zapirain NNP work_nu5xpentbrcxdlcdt3lmatbur4 69 3 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 69 4 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 69 5 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 69 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 69 7 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 69 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 69 9 studied study VBD work_nu5xpentbrcxdlcdt3lmatbur4 69 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 69 11 impact impact NN work_nu5xpentbrcxdlcdt3lmatbur4 69 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 69 13 automatically automatically RB work_nu5xpentbrcxdlcdt3lmatbur4 69 14 learned learn VBN work_nu5xpentbrcxdlcdt3lmatbur4 69 15 selec- selec- NN work_nu5xpentbrcxdlcdt3lmatbur4 69 16 tional tional JJ work_nu5xpentbrcxdlcdt3lmatbur4 69 17 preferences preference NNS work_nu5xpentbrcxdlcdt3lmatbur4 69 18 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 69 19 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 69 20 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 69 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 69 22 verbs verb NNS work_nu5xpentbrcxdlcdt3lmatbur4 69 23 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 69 24 showed show VBD work_nu5xpentbrcxdlcdt3lmatbur4 69 25 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 69 26 modeling model VBG work_nu5xpentbrcxdlcdt3lmatbur4 69 27 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 69 28 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 69 29 sep- sep- XX work_nu5xpentbrcxdlcdt3lmatbur4 69 30 arately arately RB work_nu5xpentbrcxdlcdt3lmatbur4 69 31 improves improve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 69 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 69 33 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 69 34 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 69 35 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 69 36 pre- pre- NNP work_nu5xpentbrcxdlcdt3lmatbur4 69 37 diction diction NN work_nu5xpentbrcxdlcdt3lmatbur4 69 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 70 1 Preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 70 2 semantics semantic NNS work_nu5xpentbrcxdlcdt3lmatbur4 70 3 has have VBZ work_nu5xpentbrcxdlcdt3lmatbur4 70 4 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 70 5 been be VBN work_nu5xpentbrcxdlcdt3lmatbur4 70 6 studied study VBN work_nu5xpentbrcxdlcdt3lmatbur4 70 7 via via IN work_nu5xpentbrcxdlcdt3lmatbur4 70 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 70 9 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 10 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 70 12 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 70 14 Har- Har- NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 15 graves grave NNS work_nu5xpentbrcxdlcdt3lmatbur4 70 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 70 17 2005 2005 CD work_nu5xpentbrcxdlcdt3lmatbur4 70 18 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 70 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 70 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 70 21 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 70 22 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 23 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 70 24 shared share VBD work_nu5xpentbrcxdlcdt3lmatbur4 70 25 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 70 26 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 70 27 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 70 28 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 70 29 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 70 30 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 70 31 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 70 32 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 70 33 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 34 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 70 35 Hargraves Hargraves NNP work_nu5xpentbrcxdlcdt3lmatbur4 70 36 , , , work_nu5xpentbrcxdlcdt3lmatbur4 70 37 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 70 38 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 70 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 71 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 71 2 Preposi- Preposi- NNP work_nu5xpentbrcxdlcdt3lmatbur4 71 3 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 71 4 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 71 5 identifies identify VBZ work_nu5xpentbrcxdlcdt3lmatbur4 71 6 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 71 7 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 71 8 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 71 9 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 71 10 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 71 11 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 71 12 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 71 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 71 14 Oxford Oxford NNP work_nu5xpentbrcxdlcdt3lmatbur4 71 15 Dictionary Dictionary NNP work_nu5xpentbrcxdlcdt3lmatbur4 71 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 71 17 English English NNP work_nu5xpentbrcxdlcdt3lmatbur4 71 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 72 1 There there EX work_nu5xpentbrcxdlcdt3lmatbur4 72 2 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 72 3 332 332 CD work_nu5xpentbrcxdlcdt3lmatbur4 72 4 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 72 5 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 72 6 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 72 7 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 72 8 predicted predict VBN work_nu5xpentbrcxdlcdt3lmatbur4 72 9 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 72 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 72 11 wide wide JJ work_nu5xpentbrcxdlcdt3lmatbur4 72 12 variance variance NN work_nu5xpentbrcxdlcdt3lmatbur4 72 13 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 72 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 72 15 number number NN work_nu5xpentbrcxdlcdt3lmatbur4 72 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 72 17 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 72 18 per per IN work_nu5xpentbrcxdlcdt3lmatbur4 72 19 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 72 20 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 72 21 ranging range VBG work_nu5xpentbrcxdlcdt3lmatbur4 72 22 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 72 23 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 72 24 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 72 25 during during IN work_nu5xpentbrcxdlcdt3lmatbur4 72 26 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 72 27 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 72 28 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 72 29 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 72 30 25 25 CD work_nu5xpentbrcxdlcdt3lmatbur4 72 31 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 72 32 on on RB work_nu5xpentbrcxdlcdt3lmatbur4 72 33 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 72 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 73 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 73 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 73 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 73 4 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 73 5 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 73 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 73 7 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 73 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 73 9 inven- inven- NNP work_nu5xpentbrcxdlcdt3lmatbur4 73 10 tory tory NNP work_nu5xpentbrcxdlcdt3lmatbur4 73 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 73 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 73 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 73 14 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 73 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 73 16 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 73 17 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 73 18 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 73 19 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 73 20 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 73 21 will will MD work_nu5xpentbrcxdlcdt3lmatbur4 73 22 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 73 23 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 73 24 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 73 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 73 26 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 73 27 from:12(9 from:12(9 NNS work_nu5xpentbrcxdlcdt3lmatbur4 73 28 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 73 29 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 73 30 indicate indicate VB work_nu5xpentbrcxdlcdt3lmatbur4 73 31 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 73 32 cause cause NN work_nu5xpentbrcxdlcdt3lmatbur4 73 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 74 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 74 2 Dahlmeier dahlmei JJR work_nu5xpentbrcxdlcdt3lmatbur4 74 3 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 74 4 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 74 5 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 74 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 74 7 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 74 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 74 9 added add VBN work_nu5xpentbrcxdlcdt3lmatbur4 74 10 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 74 11 anno- anno- NN work_nu5xpentbrcxdlcdt3lmatbur4 74 12 tation tation NN work_nu5xpentbrcxdlcdt3lmatbur4 74 13 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 74 14 seven seven CD work_nu5xpentbrcxdlcdt3lmatbur4 74 15 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 74 16 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 74 17 four four CD work_nu5xpentbrcxdlcdt3lmatbur4 74 18 sections section NNS work_nu5xpentbrcxdlcdt3lmatbur4 74 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 74 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 74 21 Penn Penn NNP work_nu5xpentbrcxdlcdt3lmatbur4 74 22 Treebank Treebank NNP work_nu5xpentbrcxdlcdt3lmatbur4 74 23 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 74 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 74 25 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 74 26 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 74 27 studying study VBG work_nu5xpentbrcxdlcdt3lmatbur4 74 28 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 74 29 inter- inter- NN work_nu5xpentbrcxdlcdt3lmatbur4 74 30 action action NN work_nu5xpentbrcxdlcdt3lmatbur4 74 31 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 74 32 verb verb JJ work_nu5xpentbrcxdlcdt3lmatbur4 74 33 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 74 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 75 1 Using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 75 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 75 3 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 4 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 75 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 75 6 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 7 Tratz Tratz NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 75 9 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 75 11 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 75 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 75 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 15 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 16 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 75 17 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 18 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 75 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 75 20 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 75 21 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 22 showed show VBD work_nu5xpentbrcxdlcdt3lmatbur4 75 23 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 75 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 75 25 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 75 26 offer offer VBP work_nu5xpentbrcxdlcdt3lmatbur4 75 27 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 75 28 important important JJ work_nu5xpentbrcxdlcdt3lmatbur4 75 29 cue cue NN work_nu5xpentbrcxdlcdt3lmatbur4 75 30 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 75 31 identify identify VB work_nu5xpentbrcxdlcdt3lmatbur4 75 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 75 33 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 75 34 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 75 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 75 36 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 75 37 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 75 38 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 39 Tratz tratz NN work_nu5xpentbrcxdlcdt3lmatbur4 75 40 , , , work_nu5xpentbrcxdlcdt3lmatbur4 75 41 2011 2011 CD work_nu5xpentbrcxdlcdt3lmatbur4 75 42 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 75 43 showed show VBD work_nu5xpentbrcxdlcdt3lmatbur4 75 44 further further RB work_nu5xpentbrcxdlcdt3lmatbur4 75 45 im- im- JJ work_nu5xpentbrcxdlcdt3lmatbur4 75 46 provements provement NNS work_nu5xpentbrcxdlcdt3lmatbur4 75 47 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 75 48 refining refine VBG work_nu5xpentbrcxdlcdt3lmatbur4 75 49 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 75 50 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 75 51 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 75 52 . . . work_nu5xpentbrcxdlcdt3lmatbur4 76 1 How- How- NNP work_nu5xpentbrcxdlcdt3lmatbur4 76 2 ever ever RB work_nu5xpentbrcxdlcdt3lmatbur4 76 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 76 4 though though IN work_nu5xpentbrcxdlcdt3lmatbur4 76 5 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 76 6 works work NNS work_nu5xpentbrcxdlcdt3lmatbur4 76 7 used use VBD work_nu5xpentbrcxdlcdt3lmatbur4 76 8 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 76 9 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 76 10 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 76 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 76 12 identify identify VB work_nu5xpentbrcxdlcdt3lmatbur4 76 13 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 76 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 76 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 76 16 order order NN work_nu5xpentbrcxdlcdt3lmatbur4 76 17 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 76 18 overcome overcome VB work_nu5xpentbrcxdlcdt3lmatbur4 76 19 parsing parsing JJ work_nu5xpentbrcxdlcdt3lmatbur4 76 20 errors error NNS work_nu5xpentbrcxdlcdt3lmatbur4 76 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 76 22 they -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 76 23 augment augment VBD work_nu5xpentbrcxdlcdt3lmatbur4 76 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 76 25 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 76 26 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 76 27 predictions prediction NNS work_nu5xpentbrcxdlcdt3lmatbur4 76 28 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 76 29 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 76 30 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 76 31 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 76 32 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 76 33 speech speech NN work_nu5xpentbrcxdlcdt3lmatbur4 76 34 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 76 35 heuristics heuristics NNP work_nu5xpentbrcxdlcdt3lmatbur4 76 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 77 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 77 2 argue argue VBP work_nu5xpentbrcxdlcdt3lmatbur4 77 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 77 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 77 5 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 77 6 disambiguating disambiguate VBG work_nu5xpentbrcxdlcdt3lmatbur4 77 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 77 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 77 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 77 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 77 11 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 77 12 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 77 13 indeed indeed RB work_nu5xpentbrcxdlcdt3lmatbur4 77 14 reveal reveal VB work_nu5xpentbrcxdlcdt3lmatbur4 77 15 nuances nuance NNS work_nu5xpentbrcxdlcdt3lmatbur4 77 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 77 17 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 77 18 meaning meaning NN work_nu5xpentbrcxdlcdt3lmatbur4 77 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 77 20 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 77 21 leads lead VBZ work_nu5xpentbrcxdlcdt3lmatbur4 77 22 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 77 23 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 77 24 proliferation proliferation NN work_nu5xpentbrcxdlcdt3lmatbur4 77 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 77 26 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 77 27 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 77 28 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 77 29 predicted predict VBN work_nu5xpentbrcxdlcdt3lmatbur4 77 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 78 1 Most most RBS work_nu5xpentbrcxdlcdt3lmatbur4 78 2 importantly importantly RB work_nu5xpentbrcxdlcdt3lmatbur4 78 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 78 4 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 78 5 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 78 6 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 78 7 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 78 8 transfer transfer VB work_nu5xpentbrcxdlcdt3lmatbur4 78 9 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 78 10 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 78 11 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 78 12 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 78 13 express express VBP work_nu5xpentbrcxdlcdt3lmatbur4 78 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 78 15 same same JJ work_nu5xpentbrcxdlcdt3lmatbur4 78 16 meaning meaning NN work_nu5xpentbrcxdlcdt3lmatbur4 78 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 79 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 79 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 79 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 79 4 both both DT work_nu5xpentbrcxdlcdt3lmatbur4 79 5 finish finish NN work_nu5xpentbrcxdlcdt3lmatbur4 79 6 lunch lunch NN work_nu5xpentbrcxdlcdt3lmatbur4 79 7 before before IN work_nu5xpentbrcxdlcdt3lmatbur4 79 8 noon noon NN work_nu5xpentbrcxdlcdt3lmatbur4 79 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 79 10 finish finish NN work_nu5xpentbrcxdlcdt3lmatbur4 79 11 lunch lunch NN work_nu5xpentbrcxdlcdt3lmatbur4 79 12 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 79 13 noon noon NN work_nu5xpentbrcxdlcdt3lmatbur4 79 14 express express VBP work_nu5xpentbrcxdlcdt3lmatbur4 79 15 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 79 16 Temporal Temporal NNP work_nu5xpentbrcxdlcdt3lmatbur4 79 17 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 79 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 80 1 According accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 80 2 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 80 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 80 4 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 80 5 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 80 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 80 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 80 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 80 9 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 80 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 80 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 80 12 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 80 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 80 14 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 80 15 before:1(1 before:1(1 NNP work_nu5xpentbrcxdlcdt3lmatbur4 80 16 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 80 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 80 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 80 19 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 80 20 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 80 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 80 22 second second JJ work_nu5xpentbrcxdlcdt3lmatbur4 80 23 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 80 24 by:17(4 by:17(4 NNP work_nu5xpentbrcxdlcdt3lmatbur4 80 25 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 80 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 81 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 81 2 both both DT work_nu5xpentbrcxdlcdt3lmatbur4 81 3 de- de- PRP work_nu5xpentbrcxdlcdt3lmatbur4 81 4 feats feat VBZ work_nu5xpentbrcxdlcdt3lmatbur4 81 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 81 6 purpose purpose NN work_nu5xpentbrcxdlcdt3lmatbur4 81 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 81 8 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 81 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 81 10 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 81 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 81 12 aid aid VB work_nu5xpentbrcxdlcdt3lmatbur4 81 13 natural natural JJ work_nu5xpentbrcxdlcdt3lmatbur4 81 14 language language NN work_nu5xpentbrcxdlcdt3lmatbur4 81 15 understanding understanding NN work_nu5xpentbrcxdlcdt3lmatbur4 81 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 81 17 makes make VBZ work_nu5xpentbrcxdlcdt3lmatbur4 81 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 81 19 pre- pre- NN work_nu5xpentbrcxdlcdt3lmatbur4 81 20 diction diction NN work_nu5xpentbrcxdlcdt3lmatbur4 81 21 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 81 22 harder hard RBR work_nu5xpentbrcxdlcdt3lmatbur4 81 23 than than IN work_nu5xpentbrcxdlcdt3lmatbur4 81 24 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 81 25 should should MD work_nu5xpentbrcxdlcdt3lmatbur4 81 26 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 81 27 : : : work_nu5xpentbrcxdlcdt3lmatbur4 81 28 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 81 29 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 81 30 stan- stan- NNP work_nu5xpentbrcxdlcdt3lmatbur4 81 31 dard dard NNP work_nu5xpentbrcxdlcdt3lmatbur4 81 32 word word NNP work_nu5xpentbrcxdlcdt3lmatbur4 81 33 sense sense NNP work_nu5xpentbrcxdlcdt3lmatbur4 81 34 classification classification NN work_nu5xpentbrcxdlcdt3lmatbur4 81 35 approach approach NN work_nu5xpentbrcxdlcdt3lmatbur4 81 36 , , , work_nu5xpentbrcxdlcdt3lmatbur4 81 37 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 81 38 need need VBP work_nu5xpentbrcxdlcdt3lmatbur4 81 39 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 81 40 train train VB work_nu5xpentbrcxdlcdt3lmatbur4 81 41 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 81 42 separate separate JJ work_nu5xpentbrcxdlcdt3lmatbur4 81 43 classifier classifier NN work_nu5xpentbrcxdlcdt3lmatbur4 81 44 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 81 45 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 81 46 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 81 47 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 81 48 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 81 49 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 81 50 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 81 51 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 81 52 per per IN work_nu5xpentbrcxdlcdt3lmatbur4 81 53 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 81 54 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 81 55 . . . work_nu5xpentbrcxdlcdt3lmatbur4 82 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 82 2 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 82 3 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 82 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 82 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 82 6 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 82 7 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 82 8 share share VB work_nu5xpentbrcxdlcdt3lmatbur4 82 9 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 82 10 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 82 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 82 12 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 82 13 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 82 14 sitions sition NNS work_nu5xpentbrcxdlcdt3lmatbur4 82 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 83 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 83 2 motivates motivate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 83 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 83 4 need need NN work_nu5xpentbrcxdlcdt3lmatbur4 83 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 83 6 combine combine VB work_nu5xpentbrcxdlcdt3lmatbur4 83 7 such such JJ work_nu5xpentbrcxdlcdt3lmatbur4 83 8 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 83 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 83 10 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 83 11 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 83 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 83 13 same same JJ work_nu5xpentbrcxdlcdt3lmatbur4 83 14 class class NN work_nu5xpentbrcxdlcdt3lmatbur4 83 15 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 83 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 84 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 84 2 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 84 3 direction direction NN work_nu5xpentbrcxdlcdt3lmatbur4 84 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 84 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 84 6 O’Hara O’Hara NNP work_nu5xpentbrcxdlcdt3lmatbur4 84 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 84 8 Wiebe Wiebe NNP work_nu5xpentbrcxdlcdt3lmatbur4 84 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 84 10 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 84 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 84 12 de- de- PRP work_nu5xpentbrcxdlcdt3lmatbur4 84 13 scribes scribe VBZ work_nu5xpentbrcxdlcdt3lmatbur4 84 14 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 84 15 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 84 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 84 17 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 84 18 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 84 19 ob- ob- RB work_nu5xpentbrcxdlcdt3lmatbur4 84 20 tained taine VBD work_nu5xpentbrcxdlcdt3lmatbur4 84 21 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 84 22 Penn Penn NNP work_nu5xpentbrcxdlcdt3lmatbur4 84 23 Treebank Treebank NNP work_nu5xpentbrcxdlcdt3lmatbur4 84 24 function function NN work_nu5xpentbrcxdlcdt3lmatbur4 84 25 tags tag NNS work_nu5xpentbrcxdlcdt3lmatbur4 84 26 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 84 27 frame frame NN work_nu5xpentbrcxdlcdt3lmatbur4 84 28 elements element NNS work_nu5xpentbrcxdlcdt3lmatbur4 84 29 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 84 30 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 84 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 85 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 85 2 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 85 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 85 4 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 85 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 85 6 2011 2011 CD work_nu5xpentbrcxdlcdt3lmatbur4 85 7 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 85 8 merged merge VBD work_nu5xpentbrcxdlcdt3lmatbur4 85 9 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 85 10 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 85 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 85 12 seven seven CD work_nu5xpentbrcxdlcdt3lmatbur4 85 13 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 85 14 tions tion NNS work_nu5xpentbrcxdlcdt3lmatbur4 85 15 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 85 16 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 85 17 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 85 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 86 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 86 2 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 86 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 86 4 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 86 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 86 6 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 86 7 suggests suggest VBZ work_nu5xpentbrcxdlcdt3lmatbur4 86 8 collapsing collapse VBG work_nu5xpentbrcxdlcdt3lmatbur4 86 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 86 10 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 86 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 86 12 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 86 13 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 86 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 86 15 smaller small JJR work_nu5xpentbrcxdlcdt3lmatbur4 86 16 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 86 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 86 18 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 86 19 classes class NNS work_nu5xpentbrcxdlcdt3lmatbur4 86 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 87 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 87 2 aid aid VB work_nu5xpentbrcxdlcdt3lmatbur4 87 3 bet- bet- NN work_nu5xpentbrcxdlcdt3lmatbur4 87 4 ter ter NN work_nu5xpentbrcxdlcdt3lmatbur4 87 5 generalization generalization NN work_nu5xpentbrcxdlcdt3lmatbur4 87 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 87 7 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 87 8 reduce reduce VB work_nu5xpentbrcxdlcdt3lmatbur4 87 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 87 10 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 87 11 complex- complex- NNP work_nu5xpentbrcxdlcdt3lmatbur4 87 12 ity ity NNP work_nu5xpentbrcxdlcdt3lmatbur4 87 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 87 14 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 87 15 follow follow VBP work_nu5xpentbrcxdlcdt3lmatbur4 87 16 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 87 17 line line NN work_nu5xpentbrcxdlcdt3lmatbur4 87 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 87 19 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 87 20 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 87 21 define define VB work_nu5xpentbrcxdlcdt3lmatbur4 87 22 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 87 23 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 87 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 87 25 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 87 26 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 87 27 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 87 28 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 87 29 abstract abstract JJ work_nu5xpentbrcxdlcdt3lmatbur4 87 30 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 87 31 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 87 32 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 87 33 prepo- prepo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 87 34 sitions2 sitions2 NNP work_nu5xpentbrcxdlcdt3lmatbur4 87 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 88 1 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 88 2 Preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 88 3 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 88 4 triggered trigger VBN work_nu5xpentbrcxdlcdt3lmatbur4 88 5 Relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 88 6 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 88 7 section section NN work_nu5xpentbrcxdlcdt3lmatbur4 88 8 describes describe VBZ work_nu5xpentbrcxdlcdt3lmatbur4 88 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 88 10 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 88 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 88 12 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 88 13 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 88 14 introduced introduce VBN work_nu5xpentbrcxdlcdt3lmatbur4 88 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 88 16 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 88 17 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 88 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 88 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 88 20 then then RB work_nu5xpentbrcxdlcdt3lmatbur4 88 21 identifies identify VBZ work_nu5xpentbrcxdlcdt3lmatbur4 88 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 88 23 components component NNS work_nu5xpentbrcxdlcdt3lmatbur4 88 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 88 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 88 26 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 88 27 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 88 28 extraction extraction NN work_nu5xpentbrcxdlcdt3lmatbur4 88 29 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 88 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 89 1 3.1 3.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 89 2 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 3 Relation Relation NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 4 Inventory Inventory NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 5 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 89 6 build build VBP work_nu5xpentbrcxdlcdt3lmatbur4 89 7 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 89 8 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 89 9 inventory inventory NN work_nu5xpentbrcxdlcdt3lmatbur4 89 10 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 89 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 89 12 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 89 13 an- an- XX work_nu5xpentbrcxdlcdt3lmatbur4 89 14 notation notation NN work_nu5xpentbrcxdlcdt3lmatbur4 89 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 89 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 89 17 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 18 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 89 20 focusing focus VBG work_nu5xpentbrcxdlcdt3lmatbur4 89 21 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 89 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 89 23 34 34 CD work_nu5xpentbrcxdlcdt3lmatbur4 89 24 prepositions3 prepositions3 NN work_nu5xpentbrcxdlcdt3lmatbur4 89 25 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 89 26 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 89 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 89 28 SemEval-2007 semeval-2007 NN work_nu5xpentbrcxdlcdt3lmatbur4 89 29 shared share VBD work_nu5xpentbrcxdlcdt3lmatbur4 89 30 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 89 31 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 89 32 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 89 33 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 89 34 disambiguation disambiguation NNP work_nu5xpentbrcxdlcdt3lmatbur4 89 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 90 1 As as IN work_nu5xpentbrcxdlcdt3lmatbur4 90 2 discussed discuss VBN work_nu5xpentbrcxdlcdt3lmatbur4 90 3 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 90 4 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 90 5 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 90 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 90 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 90 8 construct construct VBP work_nu5xpentbrcxdlcdt3lmatbur4 90 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 90 10 in- in- JJ work_nu5xpentbrcxdlcdt3lmatbur4 90 11 ventory ventory NN work_nu5xpentbrcxdlcdt3lmatbur4 90 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 90 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 90 14 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 90 15 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 90 16 collapsing collapse VBG work_nu5xpentbrcxdlcdt3lmatbur4 90 17 se- se- XX work_nu5xpentbrcxdlcdt3lmatbur4 90 18 mantically mantically RB work_nu5xpentbrcxdlcdt3lmatbur4 90 19 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 90 20 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 90 21 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 90 22 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 90 23 differ- differ- XX work_nu5xpentbrcxdlcdt3lmatbur4 90 24 2Since 2since CD work_nu5xpentbrcxdlcdt3lmatbur4 90 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 90 26 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 90 27 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 90 28 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 90 29 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 90 30 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 90 31 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 90 32 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 90 33 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 90 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 90 35 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 90 36 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 90 37 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 90 38 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 90 39 used use VBN work_nu5xpentbrcxdlcdt3lmatbur4 90 40 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 90 41 extend extend VB work_nu5xpentbrcxdlcdt3lmatbur4 90 42 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 90 43 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 90 44 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 90 45 , , , work_nu5xpentbrcxdlcdt3lmatbur4 90 46 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 90 47 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 90 48 . . . work_nu5xpentbrcxdlcdt3lmatbur4 91 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 91 2 believe believe VBP work_nu5xpentbrcxdlcdt3lmatbur4 91 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 91 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 91 5 abstract abstract JJ work_nu5xpentbrcxdlcdt3lmatbur4 91 6 la- la- NN work_nu5xpentbrcxdlcdt3lmatbur4 91 7 bels bel NNS work_nu5xpentbrcxdlcdt3lmatbur4 91 8 proposed propose VBN work_nu5xpentbrcxdlcdt3lmatbur4 91 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 91 10 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 91 11 paper paper NN work_nu5xpentbrcxdlcdt3lmatbur4 91 12 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 91 13 further further RB work_nu5xpentbrcxdlcdt3lmatbur4 91 14 help help VB work_nu5xpentbrcxdlcdt3lmatbur4 91 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 91 16 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 91 17 effort effort NN work_nu5xpentbrcxdlcdt3lmatbur4 91 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 92 1 3We 3we CD work_nu5xpentbrcxdlcdt3lmatbur4 92 2 consider consider VB work_nu5xpentbrcxdlcdt3lmatbur4 92 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 92 4 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 92 5 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 92 6 : : : work_nu5xpentbrcxdlcdt3lmatbur4 92 7 about about IN work_nu5xpentbrcxdlcdt3lmatbur4 92 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 9 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 92 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 11 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 92 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 13 after after RB work_nu5xpentbrcxdlcdt3lmatbur4 92 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 15 against against IN work_nu5xpentbrcxdlcdt3lmatbur4 92 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 17 along along RB work_nu5xpentbrcxdlcdt3lmatbur4 92 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 19 among among IN work_nu5xpentbrcxdlcdt3lmatbur4 92 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 21 around around RB work_nu5xpentbrcxdlcdt3lmatbur4 92 22 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 23 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 92 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 25 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 92 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 27 before before RB work_nu5xpentbrcxdlcdt3lmatbur4 92 28 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 29 be- be- XX work_nu5xpentbrcxdlcdt3lmatbur4 92 30 hind hind NN work_nu5xpentbrcxdlcdt3lmatbur4 92 31 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 32 beneath beneath IN work_nu5xpentbrcxdlcdt3lmatbur4 92 33 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 34 beside beside RB work_nu5xpentbrcxdlcdt3lmatbur4 92 35 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 36 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 92 37 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 38 by by RB work_nu5xpentbrcxdlcdt3lmatbur4 92 39 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 40 down down RB work_nu5xpentbrcxdlcdt3lmatbur4 92 41 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 42 during during IN work_nu5xpentbrcxdlcdt3lmatbur4 92 43 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 44 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 92 45 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 46 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 92 47 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 48 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 92 49 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 50 inside inside RB work_nu5xpentbrcxdlcdt3lmatbur4 92 51 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 52 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 92 53 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 54 like like UH work_nu5xpentbrcxdlcdt3lmatbur4 92 55 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 56 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 92 57 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 58 off off RB work_nu5xpentbrcxdlcdt3lmatbur4 92 59 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 60 on on RB work_nu5xpentbrcxdlcdt3lmatbur4 92 61 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 62 onto onto IN work_nu5xpentbrcxdlcdt3lmatbur4 92 63 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 64 over over RB work_nu5xpentbrcxdlcdt3lmatbur4 92 65 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 66 round round JJ work_nu5xpentbrcxdlcdt3lmatbur4 92 67 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 68 through through RB work_nu5xpentbrcxdlcdt3lmatbur4 92 69 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 70 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 92 71 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 72 to- to- NNP work_nu5xpentbrcxdlcdt3lmatbur4 92 73 wards ward NNS work_nu5xpentbrcxdlcdt3lmatbur4 92 74 , , , work_nu5xpentbrcxdlcdt3lmatbur4 92 75 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 92 76 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 92 77 . . . work_nu5xpentbrcxdlcdt3lmatbur4 93 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 93 2 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 93 3 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 93 4 include include VB work_nu5xpentbrcxdlcdt3lmatbur4 93 5 multi multi JJ work_nu5xpentbrcxdlcdt3lmatbur4 93 6 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 93 7 word word JJ work_nu5xpentbrcxdlcdt3lmatbur4 93 8 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 93 9 such such JJ work_nu5xpentbrcxdlcdt3lmatbur4 93 10 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 93 11 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 93 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 93 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 93 14 due due IN work_nu5xpentbrcxdlcdt3lmatbur4 93 15 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 93 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 94 1 233 233 CD work_nu5xpentbrcxdlcdt3lmatbur4 94 2 ent ent NN work_nu5xpentbrcxdlcdt3lmatbur4 94 3 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 94 4 . . . work_nu5xpentbrcxdlcdt3lmatbur4 95 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 95 2 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 95 3 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 95 4 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 95 5 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 95 6 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 95 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 95 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 95 9 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 95 10 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 95 11 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 95 12 specifies specify VBZ work_nu5xpentbrcxdlcdt3lmatbur4 95 13 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 95 14 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 95 15 sitions sition NNS work_nu5xpentbrcxdlcdt3lmatbur4 95 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 96 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 96 2 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 96 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 96 4 related related JJ work_nu5xpentbrcxdlcdt3lmatbur4 96 5 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 96 6 provide provide VBP work_nu5xpentbrcxdlcdt3lmatbur4 96 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 96 8 starting starting NN work_nu5xpentbrcxdlcdt3lmatbur4 96 9 point point NN work_nu5xpentbrcxdlcdt3lmatbur4 96 10 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 96 11 identify identify VB work_nu5xpentbrcxdlcdt3lmatbur4 96 12 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 96 13 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 96 14 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 96 15 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 96 16 merged merge VBN work_nu5xpentbrcxdlcdt3lmatbur4 96 17 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 96 18 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 96 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 97 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 97 2 followed follow VBD work_nu5xpentbrcxdlcdt3lmatbur4 97 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 97 4 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 97 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 97 6 manual manual JJ work_nu5xpentbrcxdlcdt3lmatbur4 97 7 cleanup cleanup NN work_nu5xpentbrcxdlcdt3lmatbur4 97 8 phase phase NN work_nu5xpentbrcxdlcdt3lmatbur4 97 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 98 1 Some some DT work_nu5xpentbrcxdlcdt3lmatbur4 98 2 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 98 3 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 98 4 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 98 5 cleanly cleanly RB work_nu5xpentbrcxdlcdt3lmatbur4 98 6 align align VB work_nu5xpentbrcxdlcdt3lmatbur4 98 7 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 98 8 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 98 9 single single JJ work_nu5xpentbrcxdlcdt3lmatbur4 98 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 98 11 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 98 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 98 13 def- def- NN work_nu5xpentbrcxdlcdt3lmatbur4 98 14 initions inition NNS work_nu5xpentbrcxdlcdt3lmatbur4 98 15 include include VBP work_nu5xpentbrcxdlcdt3lmatbur4 98 16 idiomatic idiomatic JJ work_nu5xpentbrcxdlcdt3lmatbur4 98 17 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 98 18 figurative figurative JJ work_nu5xpentbrcxdlcdt3lmatbur4 98 19 usage usage NN work_nu5xpentbrcxdlcdt3lmatbur4 98 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 99 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 99 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 99 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 99 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 99 5 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 99 6 in:7(5 in:7(5 NNP work_nu5xpentbrcxdlcdt3lmatbur4 99 7 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 99 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 99 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 99 10 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 99 11 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 99 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 99 13 ac- ac- DT work_nu5xpentbrcxdlcdt3lmatbur4 99 14 cording cord VBG work_nu5xpentbrcxdlcdt3lmatbur4 99 15 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 99 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 99 17 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 99 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 99 19 includes include VBZ work_nu5xpentbrcxdlcdt3lmatbur4 99 20 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 99 21 spatial spatial JJ work_nu5xpentbrcxdlcdt3lmatbur4 99 22 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 99 23 figurative figurative JJ work_nu5xpentbrcxdlcdt3lmatbur4 99 24 notions notion NNS work_nu5xpentbrcxdlcdt3lmatbur4 99 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 99 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 99 27 spatial spatial JJ work_nu5xpentbrcxdlcdt3lmatbur4 99 28 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 99 29 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 99 30 that that RB work_nu5xpentbrcxdlcdt3lmatbur4 99 31 is is RB work_nu5xpentbrcxdlcdt3lmatbur4 99 32 , , , work_nu5xpentbrcxdlcdt3lmatbur4 99 33 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 99 34 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 99 35 London London NNP work_nu5xpentbrcxdlcdt3lmatbur4 99 36 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 99 37 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 99 38 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 99 39 film film NN work_nu5xpentbrcxdlcdt3lmatbur4 99 40 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 99 41 . . . work_nu5xpentbrcxdlcdt3lmatbur4 100 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 100 2 such such JJ work_nu5xpentbrcxdlcdt3lmatbur4 100 3 cases case NNS work_nu5xpentbrcxdlcdt3lmatbur4 100 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 100 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 100 6 sam- sam- RB work_nu5xpentbrcxdlcdt3lmatbur4 100 7 pled plead VBD work_nu5xpentbrcxdlcdt3lmatbur4 100 8 20 20 CD work_nu5xpentbrcxdlcdt3lmatbur4 100 9 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 100 10 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 100 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 100 12 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 100 13 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 100 14 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 100 15 set set VBD work_nu5xpentbrcxdlcdt3lmatbur4 100 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 100 17 assigned assign VBD work_nu5xpentbrcxdlcdt3lmatbur4 100 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 100 19 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 100 20 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 100 21 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 100 22 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 100 23 majority majority NN work_nu5xpentbrcxdlcdt3lmatbur4 100 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 101 1 If if IN work_nu5xpentbrcxdlcdt3lmatbur4 101 2 sufficient sufficient JJ work_nu5xpentbrcxdlcdt3lmatbur4 101 3 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 101 4 could could MD work_nu5xpentbrcxdlcdt3lmatbur4 101 5 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 101 6 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 101 7 sampled sample VBN work_nu5xpentbrcxdlcdt3lmatbur4 101 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 101 9 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 101 10 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 101 11 were be VBD work_nu5xpentbrcxdlcdt3lmatbur4 101 12 added add VBN work_nu5xpentbrcxdlcdt3lmatbur4 101 13 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 101 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 101 15 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 101 16 Other Other NNP work_nu5xpentbrcxdlcdt3lmatbur4 101 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 101 18 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 101 19 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 101 20 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 101 21 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 101 22 semantically semantically RB work_nu5xpentbrcxdlcdt3lmatbur4 101 23 coherent coherent JJ work_nu5xpentbrcxdlcdt3lmatbur4 101 24 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 101 25 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 101 26 represents represent VBZ work_nu5xpentbrcxdlcdt3lmatbur4 101 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 101 28 ‘ ' `` work_nu5xpentbrcxdlcdt3lmatbur4 101 29 overflow overflow NNP work_nu5xpentbrcxdlcdt3lmatbur4 101 30 ’ ' '' work_nu5xpentbrcxdlcdt3lmatbur4 101 31 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 101 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 102 1 Overall overall RB work_nu5xpentbrcxdlcdt3lmatbur4 102 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 102 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 102 4 have have VBP work_nu5xpentbrcxdlcdt3lmatbur4 102 5 32 32 CD work_nu5xpentbrcxdlcdt3lmatbur4 102 6 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 102 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 102 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 102 9 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 102 10 listed list VBN work_nu5xpentbrcxdlcdt3lmatbur4 102 11 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 102 12 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 102 13 14 14 CD work_nu5xpentbrcxdlcdt3lmatbur4 102 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 103 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 103 2 companion companion NN work_nu5xpentbrcxdlcdt3lmatbur4 103 3 publication publication NN work_nu5xpentbrcxdlcdt3lmatbur4 103 4 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 103 5 available available JJ work_nu5xpentbrcxdlcdt3lmatbur4 103 6 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 103 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 103 8 authors author NNS work_nu5xpentbrcxdlcdt3lmatbur4 103 9 ’ ’ POS work_nu5xpentbrcxdlcdt3lmatbur4 103 10 website website NN work_nu5xpentbrcxdlcdt3lmatbur4 103 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 103 12 provides provide VBZ work_nu5xpentbrcxdlcdt3lmatbur4 103 13 detailed detailed JJ work_nu5xpentbrcxdlcdt3lmatbur4 103 14 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 103 15 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 103 16 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 103 17 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 103 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 103 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 103 20 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 103 21 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 103 22 were be VBD work_nu5xpentbrcxdlcdt3lmatbur4 103 23 merged merge VBN work_nu5xpentbrcxdlcdt3lmatbur4 103 24 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 103 25 create create VB work_nu5xpentbrcxdlcdt3lmatbur4 103 26 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 103 27 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 103 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 104 1 Since since IN work_nu5xpentbrcxdlcdt3lmatbur4 104 2 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 104 3 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 104 4 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 104 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 104 6 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 104 7 groups group NNS work_nu5xpentbrcxdlcdt3lmatbur4 104 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 104 9 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 104 10 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 104 11 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 104 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 104 13 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 104 14 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 104 15 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 104 16 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 104 17 uniquely uniquely RB work_nu5xpentbrcxdlcdt3lmatbur4 104 18 mapped map VBN work_nu5xpentbrcxdlcdt3lmatbur4 104 19 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 104 20 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 104 21 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 104 22 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 104 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 105 1 Hence hence RB work_nu5xpentbrcxdlcdt3lmatbur4 105 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 105 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 105 4 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 105 5 use use VB work_nu5xpentbrcxdlcdt3lmatbur4 105 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 105 7 annotated annotated JJ work_nu5xpentbrcxdlcdt3lmatbur4 105 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 105 9 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 105 10 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 105 11 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 105 12 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 105 13 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 105 14 obtain obtain VB work_nu5xpentbrcxdlcdt3lmatbur4 105 15 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 105 16 corpus corpus NN work_nu5xpentbrcxdlcdt3lmatbur4 105 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 105 18 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 105 19 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 105 20 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 105 21 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 105 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 106 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 106 2 validate validate VB work_nu5xpentbrcxdlcdt3lmatbur4 106 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 106 4 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 106 5 scheme scheme NN work_nu5xpentbrcxdlcdt3lmatbur4 106 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 106 7 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 106 8 native native JJ work_nu5xpentbrcxdlcdt3lmatbur4 106 9 speak- speak- NN work_nu5xpentbrcxdlcdt3lmatbur4 106 10 ers er NNS work_nu5xpentbrcxdlcdt3lmatbur4 106 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 106 12 English English NNP work_nu5xpentbrcxdlcdt3lmatbur4 106 13 annotated annotate VBD work_nu5xpentbrcxdlcdt3lmatbur4 106 14 200 200 CD work_nu5xpentbrcxdlcdt3lmatbur4 106 15 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 106 16 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 106 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 106 18 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 106 19 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 106 20 corpus corpus NN work_nu5xpentbrcxdlcdt3lmatbur4 106 21 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 106 22 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 106 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 106 24 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 106 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 106 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 106 27 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 106 28 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 106 29 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 106 30 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 106 31 guidelines guideline NNS work_nu5xpentbrcxdlcdt3lmatbur4 106 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 107 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 107 2 mea- mea- VBP work_nu5xpentbrcxdlcdt3lmatbur4 107 3 sured sure VBD work_nu5xpentbrcxdlcdt3lmatbur4 107 4 Cohen Cohen NNP work_nu5xpentbrcxdlcdt3lmatbur4 107 5 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 107 6 kappa kappa JJ work_nu5xpentbrcxdlcdt3lmatbur4 107 7 coefficient coefficient NN work_nu5xpentbrcxdlcdt3lmatbur4 107 8 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 107 9 Cohen Cohen NNP work_nu5xpentbrcxdlcdt3lmatbur4 107 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 107 11 1960 1960 CD work_nu5xpentbrcxdlcdt3lmatbur4 107 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 107 13 be- be- NN work_nu5xpentbrcxdlcdt3lmatbur4 107 14 tween tween NN work_nu5xpentbrcxdlcdt3lmatbur4 107 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 107 16 annotators annotator NNS work_nu5xpentbrcxdlcdt3lmatbur4 107 17 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 107 18 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 107 19 0.75 0.75 CD work_nu5xpentbrcxdlcdt3lmatbur4 107 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 107 21 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 107 22 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 107 23 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 107 24 annotator annotator NN work_nu5xpentbrcxdlcdt3lmatbur4 107 25 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 107 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 107 27 original original JJ work_nu5xpentbrcxdlcdt3lmatbur4 107 28 corpus corpus NN work_nu5xpentbrcxdlcdt3lmatbur4 107 29 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 107 30 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 107 31 0.76 0.76 CD work_nu5xpentbrcxdlcdt3lmatbur4 107 32 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 107 33 0.74 0.74 CD work_nu5xpentbrcxdlcdt3lmatbur4 107 34 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 107 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 108 1 3.2 3.2 CD work_nu5xpentbrcxdlcdt3lmatbur4 108 2 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 108 3 Relation Relation NNP work_nu5xpentbrcxdlcdt3lmatbur4 108 4 Extraction Extraction NNP work_nu5xpentbrcxdlcdt3lmatbur4 108 5 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 6 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 108 7 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 108 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 9 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 108 10 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 108 11 consists consist VBZ work_nu5xpentbrcxdlcdt3lmatbur4 108 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 108 13 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 108 14 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 108 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 108 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 108 17 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 108 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 108 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 20 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 108 21 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 108 22 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 108 23 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 108 24 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 108 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 26 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 108 27 : : : work_nu5xpentbrcxdlcdt3lmatbur4 108 28 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 108 29 i i NN work_nu5xpentbrcxdlcdt3lmatbur4 108 30 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 108 31 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 32 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 108 33 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 108 34 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 108 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 36 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 108 37 , , , work_nu5xpentbrcxdlcdt3lmatbur4 108 38 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 108 39 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 108 40 ii ii LS work_nu5xpentbrcxdlcdt3lmatbur4 108 41 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 108 42 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 43 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 108 44 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 108 45 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 46 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 108 47 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 108 48 , , , work_nu5xpentbrcxdlcdt3lmatbur4 108 49 namely namely RB work_nu5xpentbrcxdlcdt3lmatbur4 108 50 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 51 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 108 52 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 108 53 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 108 54 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 108 55 . . . work_nu5xpentbrcxdlcdt3lmatbur4 109 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 109 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 109 3 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 109 4 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 109 5 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 109 6 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 109 7 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 109 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 109 9 introduction introduction NN work_nu5xpentbrcxdlcdt3lmatbur4 109 10 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 109 11 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 109 12 run- run- JJ work_nu5xpentbrcxdlcdt3lmatbur4 109 13 ning ning NN work_nu5xpentbrcxdlcdt3lmatbur4 109 14 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 109 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 109 16 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 109 17 discussion discussion NN work_nu5xpentbrcxdlcdt3lmatbur4 109 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 110 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 110 2 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 110 3 run- run- JJ work_nu5xpentbrcxdlcdt3lmatbur4 110 4 4Note 4note CD work_nu5xpentbrcxdlcdt3lmatbur4 110 5 that that DT work_nu5xpentbrcxdlcdt3lmatbur4 110 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 110 7 even even RB work_nu5xpentbrcxdlcdt3lmatbur4 110 8 though though IN work_nu5xpentbrcxdlcdt3lmatbur4 110 9 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 110 10 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 110 11 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 110 12 consider consider VB work_nu5xpentbrcxdlcdt3lmatbur4 110 13 intransitive intransitive JJ work_nu5xpentbrcxdlcdt3lmatbur4 110 14 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 110 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 110 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 110 17 definitions definition NNS work_nu5xpentbrcxdlcdt3lmatbur4 110 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 110 19 some some DT work_nu5xpentbrcxdlcdt3lmatbur4 110 20 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 110 21 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 110 22 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 110 23 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 110 24 could could MD work_nu5xpentbrcxdlcdt3lmatbur4 110 25 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 110 26 extended extend VBN work_nu5xpentbrcxdlcdt3lmatbur4 110 27 apply apply NN work_nu5xpentbrcxdlcdt3lmatbur4 110 28 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 110 29 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 110 30 particles particle NNS work_nu5xpentbrcxdlcdt3lmatbur4 110 31 such such JJ work_nu5xpentbrcxdlcdt3lmatbur4 110 32 drive drive VBP work_nu5xpentbrcxdlcdt3lmatbur4 110 33 down down RP work_nu5xpentbrcxdlcdt3lmatbur4 110 34 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 110 35 Direction direction NN work_nu5xpentbrcxdlcdt3lmatbur4 110 36 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 110 37 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 110 38 run run VB work_nu5xpentbrcxdlcdt3lmatbur4 110 39 about about IN work_nu5xpentbrcxdlcdt3lmatbur4 110 40 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 110 41 Manner Manner NNP work_nu5xpentbrcxdlcdt3lmatbur4 110 42 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 110 43 . . . work_nu5xpentbrcxdlcdt3lmatbur4 111 1 Relation Relation NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 2 Name Name NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 3 Example Example NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 4 Activity Activity NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 5 good good JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 6 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 111 7 boxing box VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 8 Agent Agent NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 9 opened open VBN work_nu5xpentbrcxdlcdt3lmatbur4 111 10 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 111 11 Annie Annie NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 12 Attribute Attribute NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 13 walls wall NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 15 stone stone NN work_nu5xpentbrcxdlcdt3lmatbur4 111 16 Beneficiary Beneficiary NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 17 fight fight NN work_nu5xpentbrcxdlcdt3lmatbur4 111 18 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 111 19 Napoleon Napoleon NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 20 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 21 died die VBD work_nu5xpentbrcxdlcdt3lmatbur4 111 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 23 cancer cancer NN work_nu5xpentbrcxdlcdt3lmatbur4 111 24 Co Co NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 25 - - NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 26 Participants participant NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 27 pick pick VBP work_nu5xpentbrcxdlcdt3lmatbur4 111 28 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 111 29 among among IN work_nu5xpentbrcxdlcdt3lmatbur4 111 30 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 111 31 Destination Destination NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 32 leaving leave VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 33 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 111 34 London London NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 35 Direction Direction NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 36 drove drive VBD work_nu5xpentbrcxdlcdt3lmatbur4 111 37 towards towards IN work_nu5xpentbrcxdlcdt3lmatbur4 111 38 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 111 39 border border NN work_nu5xpentbrcxdlcdt3lmatbur4 111 40 EndState endstate RB work_nu5xpentbrcxdlcdt3lmatbur4 111 41 driven drive VBN work_nu5xpentbrcxdlcdt3lmatbur4 111 42 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 111 43 tears tear NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 44 Experiencer Experiencer NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 45 warm warm JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 46 towards towards IN work_nu5xpentbrcxdlcdt3lmatbur4 111 47 her -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 111 48 Instrument Instrument NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 49 cut cut VBN work_nu5xpentbrcxdlcdt3lmatbur4 111 50 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 111 51 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 111 52 knife knife NN work_nu5xpentbrcxdlcdt3lmatbur4 111 53 Journey Journey NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 54 travel travel NN work_nu5xpentbrcxdlcdt3lmatbur4 111 55 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 111 56 road road NN work_nu5xpentbrcxdlcdt3lmatbur4 111 57 Location location NN work_nu5xpentbrcxdlcdt3lmatbur4 111 58 living live VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 59 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 111 60 London London NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 61 Manner Manner NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 62 scream scream VB work_nu5xpentbrcxdlcdt3lmatbur4 111 63 like like IN work_nu5xpentbrcxdlcdt3lmatbur4 111 64 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 111 65 animal animal NN work_nu5xpentbrcxdlcdt3lmatbur4 111 66 MediumOfCommunication MediumOfCommunication NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 67 new new JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 68 show show NN work_nu5xpentbrcxdlcdt3lmatbur4 111 69 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 111 70 TV tv NN work_nu5xpentbrcxdlcdt3lmatbur4 111 71 Numeric Numeric NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 72 increase increase NN work_nu5xpentbrcxdlcdt3lmatbur4 111 73 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 111 74 10 10 CD work_nu5xpentbrcxdlcdt3lmatbur4 111 75 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 111 76 ObjectOfVerb objectofverb NN work_nu5xpentbrcxdlcdt3lmatbur4 111 77 murder murder NN work_nu5xpentbrcxdlcdt3lmatbur4 111 78 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 79 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 111 80 boys boy NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 81 Opponent Opponent NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 82 / / SYM work_nu5xpentbrcxdlcdt3lmatbur4 111 83 Contrast Contrast NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 84 fight fight VBP work_nu5xpentbrcxdlcdt3lmatbur4 111 85 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 111 86 him -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 111 87 Other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 88 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 111 89 others other NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 90 Participant Participant NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 91 / / SYM work_nu5xpentbrcxdlcdt3lmatbur4 111 92 Accompanier Accompanier NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 93 steak steak NN work_nu5xpentbrcxdlcdt3lmatbur4 111 94 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 111 95 wine wine NN work_nu5xpentbrcxdlcdt3lmatbur4 111 96 PartWhole PartWhole NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 97 member member NN work_nu5xpentbrcxdlcdt3lmatbur4 111 98 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 99 gang gang NN work_nu5xpentbrcxdlcdt3lmatbur4 111 100 PhysicalSupport PhysicalSupport NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 101 lean lean JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 102 against against IN work_nu5xpentbrcxdlcdt3lmatbur4 111 103 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 111 104 wall wall NN work_nu5xpentbrcxdlcdt3lmatbur4 111 105 Possessor Possessor NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 106 son son NN work_nu5xpentbrcxdlcdt3lmatbur4 111 107 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 108 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 111 109 friend friend NN work_nu5xpentbrcxdlcdt3lmatbur4 111 110 ProfessionalAspect ProfessionalAspect NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 111 works work VBZ work_nu5xpentbrcxdlcdt3lmatbur4 111 112 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 111 113 publishing publish VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 114 Purpose purpose NN work_nu5xpentbrcxdlcdt3lmatbur4 111 115 tools tool NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 116 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 111 117 making make VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 118 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 111 119 Recipient recipient JJ work_nu5xpentbrcxdlcdt3lmatbur4 111 120 unkind unkind RB work_nu5xpentbrcxdlcdt3lmatbur4 111 121 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 111 122 her -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 111 123 Separation separation NN work_nu5xpentbrcxdlcdt3lmatbur4 111 124 ousted oust VBN work_nu5xpentbrcxdlcdt3lmatbur4 111 125 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 111 126 power power NN work_nu5xpentbrcxdlcdt3lmatbur4 111 127 Source Source NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 128 purchased purchase VBN work_nu5xpentbrcxdlcdt3lmatbur4 111 129 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 111 130 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 111 131 shop shop NN work_nu5xpentbrcxdlcdt3lmatbur4 111 132 Species Species NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 133 city city NN work_nu5xpentbrcxdlcdt3lmatbur4 111 134 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 135 Prague Prague NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 136 StartState StartState NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 137 recover recover NN work_nu5xpentbrcxdlcdt3lmatbur4 111 138 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 111 139 illness illness NN work_nu5xpentbrcxdlcdt3lmatbur4 111 140 Temporal Temporal NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 141 arrived arrive VBD work_nu5xpentbrcxdlcdt3lmatbur4 111 142 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 111 143 Monday Monday NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 144 Topic Topic NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 145 books book NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 146 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 111 147 Shakespeare Shakespeare NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 148 Table Table NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 149 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 111 150 : : : work_nu5xpentbrcxdlcdt3lmatbur4 111 151 List list NN work_nu5xpentbrcxdlcdt3lmatbur4 111 152 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 111 153 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 111 154 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 111 155 ning ne VBG work_nu5xpentbrcxdlcdt3lmatbur4 111 156 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 111 157 , , , work_nu5xpentbrcxdlcdt3lmatbur4 111 158 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 111 159 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 111 160 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 111 161 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 111 162 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 111 163 . . . work_nu5xpentbrcxdlcdt3lmatbur4 112 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 112 2 rep- rep- RB work_nu5xpentbrcxdlcdt3lmatbur4 112 3 resent resent VBP work_nu5xpentbrcxdlcdt3lmatbur4 112 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 112 5 predicted predict VBN work_nu5xpentbrcxdlcdt3lmatbur4 112 6 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 112 7 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 112 8 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 112 9 r. r. NNP work_nu5xpentbrcxdlcdt3lmatbur4 112 10 Arguments Arguments NNP work_nu5xpentbrcxdlcdt3lmatbur4 112 11 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 112 12 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 112 13 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 112 14 crucially crucially RB work_nu5xpentbrcxdlcdt3lmatbur4 112 15 depends depend VBZ work_nu5xpentbrcxdlcdt3lmatbur4 112 16 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 112 17 correctly correctly RB work_nu5xpentbrcxdlcdt3lmatbur4 112 18 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 112 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 112 20 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 112 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 112 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 112 23 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 112 24 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 112 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 112 26 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 112 27 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 112 28 death death NN work_nu5xpentbrcxdlcdt3lmatbur4 112 29 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 112 30 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 112 31 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 112 32 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 112 33 run- run- JJ work_nu5xpentbrcxdlcdt3lmatbur4 112 34 ning ning NN work_nu5xpentbrcxdlcdt3lmatbur4 112 35 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 112 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 113 1 While while IN work_nu5xpentbrcxdlcdt3lmatbur4 113 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 113 3 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 113 4 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 113 5 identify identify VB work_nu5xpentbrcxdlcdt3lmatbur4 113 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 113 7 argu- argu- JJ work_nu5xpentbrcxdlcdt3lmatbur4 113 8 ments ment NNS work_nu5xpentbrcxdlcdt3lmatbur4 113 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 113 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 113 11 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 113 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 113 13 simply simply RB work_nu5xpentbrcxdlcdt3lmatbur4 113 14 relying rely VBG work_nu5xpentbrcxdlcdt3lmatbur4 113 15 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 113 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 113 17 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 113 18 may may MD work_nu5xpentbrcxdlcdt3lmatbur4 113 19 impose impose VB work_nu5xpentbrcxdlcdt3lmatbur4 113 20 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 113 21 upper upper JJ work_nu5xpentbrcxdlcdt3lmatbur4 113 22 limit limit NN work_nu5xpentbrcxdlcdt3lmatbur4 113 23 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 113 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 113 25 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 113 26 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 113 27 rela- rela- NNP work_nu5xpentbrcxdlcdt3lmatbur4 113 28 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 113 29 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 113 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 114 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 114 2 build build VBP work_nu5xpentbrcxdlcdt3lmatbur4 114 3 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 114 4 oracle oracle JJ work_nu5xpentbrcxdlcdt3lmatbur4 114 5 experiment experiment NN work_nu5xpentbrcxdlcdt3lmatbur4 114 6 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 114 7 highlight highlight VB work_nu5xpentbrcxdlcdt3lmatbur4 114 8 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 114 9 limitation limitation NN work_nu5xpentbrcxdlcdt3lmatbur4 114 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 115 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 115 2 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 115 3 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 115 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 115 5 recall recall NN work_nu5xpentbrcxdlcdt3lmatbur4 115 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 115 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 115 8 easy easy JJ work_nu5xpentbrcxdlcdt3lmatbur4 115 9 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 115 10 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 115 11 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 115 12 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 115 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 115 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 115 15 Goldberg Goldberg NNP work_nu5xpentbrcxdlcdt3lmatbur4 115 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 115 17 Elhadad Elhadad NNP work_nu5xpentbrcxdlcdt3lmatbur4 115 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 115 19 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 115 20 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 115 21 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 115 22 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 115 23 23 23 CD work_nu5xpentbrcxdlcdt3lmatbur4 115 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 115 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 115 26 Penn Penn NNP work_nu5xpentbrcxdlcdt3lmatbur4 115 27 Treebank Treebank NNP work_nu5xpentbrcxdlcdt3lmatbur4 115 28 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 115 29 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 115 30 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 115 31 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 115 32 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 115 33 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 115 34 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 115 35 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 115 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 116 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 116 2 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 116 3 heuristics heuristic NNS work_nu5xpentbrcxdlcdt3lmatbur4 116 4 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 116 5 generate generate VBP work_nu5xpentbrcxdlcdt3lmatbur4 116 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 116 7 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 116 8 governors governor NNS work_nu5xpentbrcxdlcdt3lmatbur4 116 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 116 10 objects object NNS work_nu5xpentbrcxdlcdt3lmatbur4 116 11 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 116 12 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 116 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 116 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 117 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 117 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 117 3 gov- gov- RB work_nu5xpentbrcxdlcdt3lmatbur4 117 4 234 234 CD work_nu5xpentbrcxdlcdt3lmatbur4 117 5 ernor ernor NN work_nu5xpentbrcxdlcdt3lmatbur4 117 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 117 7 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 117 8 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 117 9 includes include VBZ work_nu5xpentbrcxdlcdt3lmatbur4 117 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 117 11 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 117 12 verb verb NN work_nu5xpentbrcxdlcdt3lmatbur4 117 13 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 117 14 noun noun NN work_nu5xpentbrcxdlcdt3lmatbur4 117 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 117 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 117 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 117 18 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 117 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 117 20 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 117 21 includes include VBZ work_nu5xpentbrcxdlcdt3lmatbur4 117 22 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 117 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 117 24 next next JJ work_nu5xpentbrcxdlcdt3lmatbur4 117 25 noun noun NN work_nu5xpentbrcxdlcdt3lmatbur4 117 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 118 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 118 2 row row NN work_nu5xpentbrcxdlcdt3lmatbur4 118 3 labeled label VBD work_nu5xpentbrcxdlcdt3lmatbur4 118 4 Best(Parser Best(Parser NNP work_nu5xpentbrcxdlcdt3lmatbur4 118 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 118 6 Heuristics Heuristics NNP work_nu5xpentbrcxdlcdt3lmatbur4 118 7 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 118 8 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 118 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 118 10 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 118 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 118 12 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 118 13 oracle oracle JJ work_nu5xpentbrcxdlcdt3lmatbur4 118 14 predictor predictor NN work_nu5xpentbrcxdlcdt3lmatbur4 118 15 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 118 16 selects select VBZ work_nu5xpentbrcxdlcdt3lmatbur4 118 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 118 18 true true JJ work_nu5xpentbrcxdlcdt3lmatbur4 118 19 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 118 20 / / SYM work_nu5xpentbrcxdlcdt3lmatbur4 118 21 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 118 22 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 118 23 present present JJ work_nu5xpentbrcxdlcdt3lmatbur4 118 24 among among IN work_nu5xpentbrcxdlcdt3lmatbur4 118 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 118 26 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 118 27 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 118 28 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 118 29 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 118 30 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 118 31 heuristics heuristics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 118 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 119 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 119 2 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 119 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 119 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 119 5 even even RB work_nu5xpentbrcxdlcdt3lmatbur4 119 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 119 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 119 8 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 119 9 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 119 10 domain domain NN work_nu5xpentbrcxdlcdt3lmatbur4 119 11 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 119 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 119 13 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 119 14 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 119 15 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 119 16 able able JJ work_nu5xpentbrcxdlcdt3lmatbur4 119 17 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 119 18 re re VB work_nu5xpentbrcxdlcdt3lmatbur4 119 19 - - VB work_nu5xpentbrcxdlcdt3lmatbur4 119 20 rank rank VB work_nu5xpentbrcxdlcdt3lmatbur4 119 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 119 22 can- can- NN work_nu5xpentbrcxdlcdt3lmatbur4 119 23 didates didate NNS work_nu5xpentbrcxdlcdt3lmatbur4 119 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 119 25 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 119 26 could could MD work_nu5xpentbrcxdlcdt3lmatbur4 119 27 achieve achieve VB work_nu5xpentbrcxdlcdt3lmatbur4 119 28 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 119 29 big big JJ work_nu5xpentbrcxdlcdt3lmatbur4 119 30 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 119 31 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 119 32 ar- ar- CD work_nu5xpentbrcxdlcdt3lmatbur4 119 33 gument gument JJ work_nu5xpentbrcxdlcdt3lmatbur4 119 34 identification identification NN work_nu5xpentbrcxdlcdt3lmatbur4 119 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 120 1 Recall Recall NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 2 Governor Governor NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 3 Object Object NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 4 Parser Parser NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 5 88.88 88.88 CD work_nu5xpentbrcxdlcdt3lmatbur4 120 6 92.37 92.37 CD work_nu5xpentbrcxdlcdt3lmatbur4 120 7 Best(Parser Best(Parser NNPS work_nu5xpentbrcxdlcdt3lmatbur4 120 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 120 9 Heuristics Heuristics NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 10 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 120 11 92.50 92.50 CD work_nu5xpentbrcxdlcdt3lmatbur4 120 12 93.06 93.06 CD work_nu5xpentbrcxdlcdt3lmatbur4 120 13 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 120 14 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 120 15 : : : work_nu5xpentbrcxdlcdt3lmatbur4 120 16 Identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 120 17 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 120 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 120 19 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 120 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 120 21 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 120 22 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 120 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 120 24 Penn Penn NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 25 Treebank Treebank NNP work_nu5xpentbrcxdlcdt3lmatbur4 120 26 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 120 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 121 1 Here here RB work_nu5xpentbrcxdlcdt3lmatbur4 121 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 121 3 Best(Parser Best(Parser NNP work_nu5xpentbrcxdlcdt3lmatbur4 121 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 121 5 Heuris- Heuris- NNP work_nu5xpentbrcxdlcdt3lmatbur4 121 6 tics tic NNS work_nu5xpentbrcxdlcdt3lmatbur4 121 7 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 121 8 reports report VBZ work_nu5xpentbrcxdlcdt3lmatbur4 121 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 121 10 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 121 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 121 12 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 121 13 oracle oracle NN work_nu5xpentbrcxdlcdt3lmatbur4 121 14 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 121 15 picks pick VBZ work_nu5xpentbrcxdlcdt3lmatbur4 121 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 121 17 true true JJ work_nu5xpentbrcxdlcdt3lmatbur4 121 18 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 121 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 121 20 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 121 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 121 22 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 121 23 present present NN work_nu5xpentbrcxdlcdt3lmatbur4 121 24 among among IN work_nu5xpentbrcxdlcdt3lmatbur4 121 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 121 26 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 121 27 presented present VBN work_nu5xpentbrcxdlcdt3lmatbur4 121 28 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 121 29 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 121 30 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 121 31 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 121 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 121 33 heuristic heuristic JJ work_nu5xpentbrcxdlcdt3lmatbur4 121 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 122 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 122 2 presents present VBZ work_nu5xpentbrcxdlcdt3lmatbur4 122 3 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 122 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 122 5 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 122 6 domain domain NN work_nu5xpentbrcxdlcdt3lmatbur4 122 7 upper upper JJ work_nu5xpentbrcxdlcdt3lmatbur4 122 8 bound bound NN work_nu5xpentbrcxdlcdt3lmatbur4 122 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 122 10 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 122 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 122 12 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 122 13 detec- detec- FW work_nu5xpentbrcxdlcdt3lmatbur4 122 14 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 122 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 123 1 See see VB work_nu5xpentbrcxdlcdt3lmatbur4 123 2 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 123 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 123 4 further further JJ work_nu5xpentbrcxdlcdt3lmatbur4 123 5 details detail NNS work_nu5xpentbrcxdlcdt3lmatbur4 123 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 124 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 124 2 overcome overcome VB work_nu5xpentbrcxdlcdt3lmatbur4 124 3 erroneous erroneous JJ work_nu5xpentbrcxdlcdt3lmatbur4 124 4 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 124 5 decisions decision NNS work_nu5xpentbrcxdlcdt3lmatbur4 124 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 124 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 124 8 en- en- RB work_nu5xpentbrcxdlcdt3lmatbur4 124 9 tertain tertain VBP work_nu5xpentbrcxdlcdt3lmatbur4 124 10 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 124 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 124 12 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 124 13 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 124 14 proposed propose VBD work_nu5xpentbrcxdlcdt3lmatbur4 124 15 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 124 16 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 124 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 124 18 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 124 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 124 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 124 21 heuristics heuristics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 124 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 125 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 125 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 125 3 follow- follow- JJ work_nu5xpentbrcxdlcdt3lmatbur4 125 4 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 125 5 discussion discussion NN work_nu5xpentbrcxdlcdt3lmatbur4 125 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 125 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 125 8 denote denote VBP work_nu5xpentbrcxdlcdt3lmatbur4 125 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 125 10 chosen choose VBN work_nu5xpentbrcxdlcdt3lmatbur4 125 11 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 125 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 125 13 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 125 14 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 125 15 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 125 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 125 17 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 125 18 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 125 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 126 1 Argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 126 2 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 126 3 While while IN work_nu5xpentbrcxdlcdt3lmatbur4 126 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 126 5 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 126 6 purpose purpose NN work_nu5xpentbrcxdlcdt3lmatbur4 126 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 126 8 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 126 9 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 126 10 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 126 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 126 12 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 126 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 126 14 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 126 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 126 16 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 126 17 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 126 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 126 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 126 20 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 126 21 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 126 22 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 126 23 strongly strongly RB work_nu5xpentbrcxdlcdt3lmatbur4 126 24 depen- depen- JJ work_nu5xpentbrcxdlcdt3lmatbur4 126 25 dent dent NN work_nu5xpentbrcxdlcdt3lmatbur4 126 26 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 126 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 126 28 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 126 29 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 126 30 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 126 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 126 32 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 126 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 127 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 127 2 il- il- PRP work_nu5xpentbrcxdlcdt3lmatbur4 127 3 lustrate lustrate VB work_nu5xpentbrcxdlcdt3lmatbur4 127 4 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 127 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 127 6 consider consider VB work_nu5xpentbrcxdlcdt3lmatbur4 127 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 127 8 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 127 9 incomplete incomplete JJ work_nu5xpentbrcxdlcdt3lmatbur4 127 10 sen- sen- NN work_nu5xpentbrcxdlcdt3lmatbur4 127 11 tence tence NN work_nu5xpentbrcxdlcdt3lmatbur4 127 12 : : : work_nu5xpentbrcxdlcdt3lmatbur4 127 13 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 127 14 message message NN work_nu5xpentbrcxdlcdt3lmatbur4 127 15 was be VBD work_nu5xpentbrcxdlcdt3lmatbur4 127 16 delivered deliver VBN work_nu5xpentbrcxdlcdt3lmatbur4 127 17 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 127 18 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 127 19 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 127 20 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 127 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 128 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 128 2 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 128 3 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 128 4 express express VB work_nu5xpentbrcxdlcdt3lmatbur4 128 5 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 128 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 128 7 Temporal Temporal NNP work_nu5xpentbrcxdlcdt3lmatbur4 128 8 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 128 9 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 128 10 Location location NN work_nu5xpentbrcxdlcdt3lmatbur4 128 11 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 128 12 depending depend VBG work_nu5xpentbrcxdlcdt3lmatbur4 128 13 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 128 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 128 15 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 128 16 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 128 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 128 18 ex- ex- XX work_nu5xpentbrcxdlcdt3lmatbur4 128 19 ample ample JJ work_nu5xpentbrcxdlcdt3lmatbur4 128 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 128 21 noon noon NN work_nu5xpentbrcxdlcdt3lmatbur4 128 22 vs. vs. IN work_nu5xpentbrcxdlcdt3lmatbur4 128 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 128 24 doorstep doorstep NN work_nu5xpentbrcxdlcdt3lmatbur4 128 25 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 128 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 129 1 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 129 2 Agirre Agirre NNP work_nu5xpentbrcxdlcdt3lmatbur4 129 3 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 129 4 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 129 5 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 129 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 129 7 2008 2008 CD work_nu5xpentbrcxdlcdt3lmatbur4 129 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 129 9 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 129 10 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 129 11 modeling model VBG work_nu5xpentbrcxdlcdt3lmatbur4 129 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 129 13 se- se- NN work_nu5xpentbrcxdlcdt3lmatbur4 129 14 mantic mantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 129 15 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 129 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 129 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 129 18 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 129 19 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 129 20 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 129 21 attachment attachment NN work_nu5xpentbrcxdlcdt3lmatbur4 129 22 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 129 23 improve improve VB work_nu5xpentbrcxdlcdt3lmatbur4 129 24 PP PP NNP work_nu5xpentbrcxdlcdt3lmatbur4 129 25 attachment attachment NN work_nu5xpentbrcxdlcdt3lmatbur4 129 26 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 129 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 130 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 130 2 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 130 3 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 130 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 130 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 130 6 point point VBP work_nu5xpentbrcxdlcdt3lmatbur4 130 7 out out RP work_nu5xpentbrcxdlcdt3lmatbur4 130 8 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 130 9 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 130 10 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 130 11 should should MD work_nu5xpentbrcxdlcdt3lmatbur4 130 12 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 130 13 modeled model VBN work_nu5xpentbrcxdlcdt3lmatbur4 130 14 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 130 15 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 130 16 both both DT work_nu5xpentbrcxdlcdt3lmatbur4 130 17 aspects aspect NNS work_nu5xpentbrcxdlcdt3lmatbur4 130 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 130 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 130 20 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 130 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 130 22 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 130 23 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 130 24 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 130 25 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 130 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 131 1 Types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 131 2 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 131 3 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 131 4 abstraction abstraction NN work_nu5xpentbrcxdlcdt3lmatbur4 131 5 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 131 6 capture capture VBP work_nu5xpentbrcxdlcdt3lmatbur4 131 7 common common JJ work_nu5xpentbrcxdlcdt3lmatbur4 131 8 properties property NNS work_nu5xpentbrcxdlcdt3lmatbur4 131 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 131 10 groups group NNS work_nu5xpentbrcxdlcdt3lmatbur4 131 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 131 12 entities entity NNS work_nu5xpentbrcxdlcdt3lmatbur4 131 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 132 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 132 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 132 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 132 4 Word- Word- NNP work_nu5xpentbrcxdlcdt3lmatbur4 132 5 Net Net NNP work_nu5xpentbrcxdlcdt3lmatbur4 132 6 provides provide VBZ work_nu5xpentbrcxdlcdt3lmatbur4 132 7 generalizations generalization NNS work_nu5xpentbrcxdlcdt3lmatbur4 132 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 132 9 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 132 10 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 132 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 132 12 form form NN work_nu5xpentbrcxdlcdt3lmatbur4 132 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 132 14 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 132 15 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 132 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 133 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 133 2 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 133 3 running run VBG work_nu5xpentbrcxdlcdt3lmatbur4 133 4 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 133 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 133 6 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 133 7 wish wish VBP work_nu5xpentbrcxdlcdt3lmatbur4 133 8 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 133 9 generalize generalize VB work_nu5xpentbrcxdlcdt3lmatbur4 133 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 133 11 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 133 12 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 133 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 133 14 death death NN work_nu5xpentbrcxdlcdt3lmatbur4 133 15 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 133 16 pneu- pneu- NNP work_nu5xpentbrcxdlcdt3lmatbur4 133 17 monia monia NNP work_nu5xpentbrcxdlcdt3lmatbur4 133 18 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 133 19 include include VB work_nu5xpentbrcxdlcdt3lmatbur4 133 20 cases case NNS work_nu5xpentbrcxdlcdt3lmatbur4 133 21 such such JJ work_nu5xpentbrcxdlcdt3lmatbur4 133 22 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 133 23 suffering suffer VBG work_nu5xpentbrcxdlcdt3lmatbur4 133 24 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 133 25 flu flu NN work_nu5xpentbrcxdlcdt3lmatbur4 133 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 134 1 Figure figure NN work_nu5xpentbrcxdlcdt3lmatbur4 134 2 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 134 3 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 134 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 134 5 hypernym hypernym NN work_nu5xpentbrcxdlcdt3lmatbur4 134 6 hierarchy hierarchy NN work_nu5xpentbrcxdlcdt3lmatbur4 134 7 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 134 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 134 9 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 134 10 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 134 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 135 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 135 2 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 135 3 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 135 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 135 5 synsets synset NNS work_nu5xpentbrcxdlcdt3lmatbur4 135 6 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 135 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 135 8 hypernym hypernym NN work_nu5xpentbrcxdlcdt3lmatbur4 135 9 hierarchy hierarchy NN work_nu5xpentbrcxdlcdt3lmatbur4 135 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 135 11 like like IN work_nu5xpentbrcxdlcdt3lmatbur4 135 12 pathological pathological JJ work_nu5xpentbrcxdlcdt3lmatbur4 135 13 state state NN work_nu5xpentbrcxdlcdt3lmatbur4 135 14 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 135 15 physical physical JJ work_nu5xpentbrcxdlcdt3lmatbur4 135 16 condi- condi- XX work_nu5xpentbrcxdlcdt3lmatbur4 135 17 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 135 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 135 19 would would MD work_nu5xpentbrcxdlcdt3lmatbur4 135 20 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 135 21 include include VB work_nu5xpentbrcxdlcdt3lmatbur4 135 22 ailments ailment NNS work_nu5xpentbrcxdlcdt3lmatbur4 135 23 like like IN work_nu5xpentbrcxdlcdt3lmatbur4 135 24 flu flu NN work_nu5xpentbrcxdlcdt3lmatbur4 135 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 136 1 pneumonia pneumonia NNP work_nu5xpentbrcxdlcdt3lmatbur4 136 2 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 3 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 4 respiratory respiratory JJ work_nu5xpentbrcxdlcdt3lmatbur4 136 5 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 136 6 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 7 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 8 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 136 9 = = NFP work_nu5xpentbrcxdlcdt3lmatbur4 136 10 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 11 illness illness NN work_nu5xpentbrcxdlcdt3lmatbur4 136 12 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 13 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 14 ill ill JJ work_nu5xpentbrcxdlcdt3lmatbur4 136 15 health health NN work_nu5xpentbrcxdlcdt3lmatbur4 136 16 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 17 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 18 pathological pathological JJ work_nu5xpentbrcxdlcdt3lmatbur4 136 19 state state NN work_nu5xpentbrcxdlcdt3lmatbur4 136 20 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 21 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 22 physical physical JJ work_nu5xpentbrcxdlcdt3lmatbur4 136 23 condition condition NN work_nu5xpentbrcxdlcdt3lmatbur4 136 24 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 25 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 26 condition condition NN work_nu5xpentbrcxdlcdt3lmatbur4 136 27 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 28 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 29 state state NN work_nu5xpentbrcxdlcdt3lmatbur4 136 30 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 31 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 32 attribute attribute NN work_nu5xpentbrcxdlcdt3lmatbur4 136 33 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 34 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 35 abstraction abstraction NN work_nu5xpentbrcxdlcdt3lmatbur4 136 36 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 136 37 > > XX work_nu5xpentbrcxdlcdt3lmatbur4 136 38 entity entity NN work_nu5xpentbrcxdlcdt3lmatbur4 136 39 Figure figure NN work_nu5xpentbrcxdlcdt3lmatbur4 136 40 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 136 41 : : : work_nu5xpentbrcxdlcdt3lmatbur4 136 42 Hypernym hypernym NN work_nu5xpentbrcxdlcdt3lmatbur4 136 43 hierarchy hierarchy NN work_nu5xpentbrcxdlcdt3lmatbur4 136 44 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 136 45 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 136 46 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 136 47 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 136 48 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 136 49 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 136 50 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 136 51 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 136 52 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 136 53 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 136 54 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 136 55 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 136 56 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 136 57 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 136 58 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 136 59 . . . work_nu5xpentbrcxdlcdt3lmatbur4 137 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 137 2 addition addition NN work_nu5xpentbrcxdlcdt3lmatbur4 137 3 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 137 4 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 137 5 hypernyms hypernyms NNP work_nu5xpentbrcxdlcdt3lmatbur4 137 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 137 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 137 8 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 137 9 cluster cluster VBD work_nu5xpentbrcxdlcdt3lmatbur4 137 10 verbs verb NNS work_nu5xpentbrcxdlcdt3lmatbur4 137 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 137 12 nouns noun NNS work_nu5xpentbrcxdlcdt3lmatbur4 137 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 137 14 adjectives adjective NNS work_nu5xpentbrcxdlcdt3lmatbur4 137 15 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 137 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 137 17 dependency- dependency- NN work_nu5xpentbrcxdlcdt3lmatbur4 137 18 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 137 19 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 137 20 similarity similarity NN work_nu5xpentbrcxdlcdt3lmatbur4 137 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 137 22 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 137 23 Lin Lin NNP work_nu5xpentbrcxdlcdt3lmatbur4 137 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 137 25 1998 1998 CD work_nu5xpentbrcxdlcdt3lmatbur4 137 26 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 137 27 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 137 28 treat treat VB work_nu5xpentbrcxdlcdt3lmatbur4 137 29 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 137 30 membership membership NN work_nu5xpentbrcxdlcdt3lmatbur4 137 31 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 137 32 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 137 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 138 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 138 2 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 138 3 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 138 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 138 5 detail detail NN work_nu5xpentbrcxdlcdt3lmatbur4 138 6 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 138 7 Section Section NNP work_nu5xpentbrcxdlcdt3lmatbur4 138 8 5.1 5.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 138 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 139 1 Relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 139 2 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 139 3 involves involve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 139 4 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 139 5 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 139 6 identifying identify VBG work_nu5xpentbrcxdlcdt3lmatbur4 139 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 139 8 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 139 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 139 10 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 139 11 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 139 12 selecting select VBG work_nu5xpentbrcxdlcdt3lmatbur4 139 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 139 14 right right JJ work_nu5xpentbrcxdlcdt3lmatbur4 139 15 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 139 16 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 139 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 139 18 them -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 139 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 139 20 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 139 21 together together RB work_nu5xpentbrcxdlcdt3lmatbur4 139 22 , , , work_nu5xpentbrcxdlcdt3lmatbur4 139 23 help help VBP work_nu5xpentbrcxdlcdt3lmatbur4 139 24 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 139 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 139 26 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 139 27 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 139 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 140 1 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 140 2 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 140 3 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 140 4 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 140 5 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 140 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 140 7 collection collection NN work_nu5xpentbrcxdlcdt3lmatbur4 140 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 140 9 possible possible JJ work_nu5xpentbrcxdlcdt3lmatbur4 140 10 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 140 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 140 12 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 140 13 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 140 14 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 140 15 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 140 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 140 17 similarity similarity NN work_nu5xpentbrcxdlcdt3lmatbur4 140 18 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 140 19 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 140 20 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 140 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 140 22 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 140 23 need need VBP work_nu5xpentbrcxdlcdt3lmatbur4 140 24 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 140 25 select select VB work_nu5xpentbrcxdlcdt3lmatbur4 140 26 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 140 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 140 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 140 29 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 140 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 141 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 141 2 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 141 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 141 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 141 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 141 6 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 141 7 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 141 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 141 9 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 141 10 need need VBP work_nu5xpentbrcxdlcdt3lmatbur4 141 11 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 141 12 pick pick VB work_nu5xpentbrcxdlcdt3lmatbur4 141 13 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 141 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 141 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 141 16 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 141 17 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 141 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 141 19 hypernym hypernym NN work_nu5xpentbrcxdlcdt3lmatbur4 141 20 hierarchy hierarchy NN work_nu5xpentbrcxdlcdt3lmatbur4 141 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 142 1 Thus thus RB work_nu5xpentbrcxdlcdt3lmatbur4 142 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 142 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 142 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 142 5 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 142 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 142 7 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 142 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 142 9 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 142 10 have have VBP work_nu5xpentbrcxdlcdt3lmatbur4 142 11 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 142 12 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 142 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 142 14 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 142 15 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 142 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 142 17 comprised comprise VBN work_nu5xpentbrcxdlcdt3lmatbur4 142 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 142 19 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 142 20 element element NN work_nu5xpentbrcxdlcdt3lmatbur4 142 21 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 142 22 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 142 23 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 142 24 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 142 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 143 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 143 2 denote denote VBP work_nu5xpentbrcxdlcdt3lmatbur4 143 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 143 4 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 143 5 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 143 6 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 143 7 gover- gover- NN work_nu5xpentbrcxdlcdt3lmatbur4 143 8 nor nor CC work_nu5xpentbrcxdlcdt3lmatbur4 143 9 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 143 10 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 143 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 143 12 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 143 13 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 143 14 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 143 15 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 143 16 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 143 17 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 143 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 144 1 3.3 3.3 CD work_nu5xpentbrcxdlcdt3lmatbur4 144 2 Problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 144 3 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 144 4 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 144 5 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 144 6 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 144 7 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 144 8 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 144 9 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 144 10 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 144 11 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 144 12 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 144 13 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 144 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 144 15 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 144 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 145 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 145 2 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 145 3 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 145 4 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 145 5 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 145 6 model model VB work_nu5xpentbrcxdlcdt3lmatbur4 145 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 145 8 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 145 9 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 145 10 expresses express VBZ work_nu5xpentbrcxdlcdt3lmatbur4 145 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 145 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 145 13 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 145 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 145 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 145 16 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 145 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 145 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 145 19 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 145 20 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 145 21 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 145 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 145 23 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 145 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 145 25 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 145 26 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 145 27 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 145 28 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 145 29 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 145 30 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 145 31 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 145 32 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 145 33 membership membership NN work_nu5xpentbrcxdlcdt3lmatbur4 145 34 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 145 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 146 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 146 2 denote denote VBP work_nu5xpentbrcxdlcdt3lmatbur4 146 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 4 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 146 5 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 146 6 x x NNS work_nu5xpentbrcxdlcdt3lmatbur4 146 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 146 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 146 9 consists consist VBZ work_nu5xpentbrcxdlcdt3lmatbur4 146 10 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 146 11 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 146 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 146 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 14 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 146 15 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 146 16 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 146 17 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 146 18 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 146 19 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 146 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 146 21 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 146 22 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 146 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 24 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 146 25 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 146 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 27 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 146 28 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 146 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 146 30 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 146 31 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 146 32 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 146 33 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 146 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 146 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 36 list list NN work_nu5xpentbrcxdlcdt3lmatbur4 146 37 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 146 38 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 146 39 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 146 40 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 146 41 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 146 42 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 146 43 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 146 44 . . . work_nu5xpentbrcxdlcdt3lmatbur4 147 1 235 235 CD work_nu5xpentbrcxdlcdt3lmatbur4 147 2 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 3 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 147 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 147 5 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 147 6 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 147 7 denote denote VBP work_nu5xpentbrcxdlcdt3lmatbur4 147 8 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 147 9 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 147 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 147 11 consists consist VBZ work_nu5xpentbrcxdlcdt3lmatbur4 147 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 147 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 147 15 r r NN work_nu5xpentbrcxdlcdt3lmatbur4 147 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 147 17 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 147 18 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 147 19 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 147 20 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 147 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 147 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 23 valid valid JJ work_nu5xpentbrcxdlcdt3lmatbur4 147 24 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 147 25 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 147 26 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 147 27 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 147 28 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 147 29 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 147 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 147 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 32 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 147 33 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 147 34 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 147 35 , , , work_nu5xpentbrcxdlcdt3lmatbur4 147 36 denoted denote VBN work_nu5xpentbrcxdlcdt3lmatbur4 147 37 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 147 38 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 147 39 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 147 40 o o XX work_nu5xpentbrcxdlcdt3lmatbur4 147 41 , , , work_nu5xpentbrcxdlcdt3lmatbur4 147 42 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 147 43 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 147 44 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 147 45 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 147 46 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 147 47 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 147 48 text text NN work_nu5xpentbrcxdlcdt3lmatbur4 147 49 seg- seg- NN work_nu5xpentbrcxdlcdt3lmatbur4 147 50 ments ment NNS work_nu5xpentbrcxdlcdt3lmatbur4 147 51 proposed propose VBN work_nu5xpentbrcxdlcdt3lmatbur4 147 52 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 147 53 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 54 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 147 55 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 147 56 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 147 57 heuristics heuristics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 147 58 . . . work_nu5xpentbrcxdlcdt3lmatbur4 148 1 Ad- ad- CC work_nu5xpentbrcxdlcdt3lmatbur4 148 2 ditionally ditionally RB work_nu5xpentbrcxdlcdt3lmatbur4 148 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 148 4 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 148 5 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 148 6 consists consist VBZ work_nu5xpentbrcxdlcdt3lmatbur4 148 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 148 8 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 148 9 predictions prediction NNS work_nu5xpentbrcxdlcdt3lmatbur4 148 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 148 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 148 12 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 148 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 148 14 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 148 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 148 16 denoted denote VBN work_nu5xpentbrcxdlcdt3lmatbur4 148 17 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 148 18 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 148 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 148 20 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 148 21 respec- respec- VB work_nu5xpentbrcxdlcdt3lmatbur4 148 22 tively tively RB work_nu5xpentbrcxdlcdt3lmatbur4 148 23 , , , work_nu5xpentbrcxdlcdt3lmatbur4 148 24 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 148 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 148 26 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 148 27 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 148 28 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 148 29 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 148 30 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 148 31 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 148 32 , , , work_nu5xpentbrcxdlcdt3lmatbur4 148 33 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 148 34 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 148 35 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 148 36 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 148 37 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 148 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 149 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 149 2 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 149 3 summarizes summarize VBZ work_nu5xpentbrcxdlcdt3lmatbur4 149 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 149 5 nota- nota- NNP work_nu5xpentbrcxdlcdt3lmatbur4 149 6 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 149 7 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 149 8 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 149 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 150 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 150 2 refer refer VBP work_nu5xpentbrcxdlcdt3lmatbur4 150 3 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 150 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 150 5 ith ith NNP work_nu5xpentbrcxdlcdt3lmatbur4 150 6 element element NN work_nu5xpentbrcxdlcdt3lmatbur4 150 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 150 8 vectors vector NNS work_nu5xpentbrcxdlcdt3lmatbur4 150 9 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 150 10 subscripts subscript NNS work_nu5xpentbrcxdlcdt3lmatbur4 150 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 150 12 use use VB work_nu5xpentbrcxdlcdt3lmatbur4 150 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 150 14 superscript superscript NN work_nu5xpentbrcxdlcdt3lmatbur4 150 15 ∗ ∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 150 16 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 150 17 denote denote VB work_nu5xpentbrcxdlcdt3lmatbur4 150 18 gold gold NN work_nu5xpentbrcxdlcdt3lmatbur4 150 19 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 150 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 151 1 Recall recall VB work_nu5xpentbrcxdlcdt3lmatbur4 151 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 151 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 151 4 have have VBP work_nu5xpentbrcxdlcdt3lmatbur4 151 5 gold gold NN work_nu5xpentbrcxdlcdt3lmatbur4 151 6 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 151 7 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 151 8 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 151 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 151 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 151 11 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 151 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 151 13 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 151 14 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 151 15 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 151 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 151 17 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 151 18 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 151 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 152 1 Symbol Symbol NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 2 Meaning Meaning NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 3 x x SYM work_nu5xpentbrcxdlcdt3lmatbur4 152 4 Input Input NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 152 6 pre pre JJ work_nu5xpentbrcxdlcdt3lmatbur4 152 7 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 152 8 processed processed JJ work_nu5xpentbrcxdlcdt3lmatbur4 152 9 sentence sentence NN work_nu5xpentbrcxdlcdt3lmatbur4 152 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 152 11 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 152 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 152 13 r r LS work_nu5xpentbrcxdlcdt3lmatbur4 152 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 152 15 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 152 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 152 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 152 18 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 152 19 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 152 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 21 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 152 22 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 152 23 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 152 24 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 152 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 152 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 152 27 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 152 28 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 30 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 152 31 vectors vector NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 32 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 152 33 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 152 34 assignments assignment NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 35 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 152 36 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 152 37 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 152 38 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 152 39 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 152 40 y y DT work_nu5xpentbrcxdlcdt3lmatbur4 152 41 Full full JJ work_nu5xpentbrcxdlcdt3lmatbur4 152 42 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 152 43 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 152 44 r r NN work_nu5xpentbrcxdlcdt3lmatbur4 152 45 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 46 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 152 47 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 48 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 152 49 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 50 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 51 , , , work_nu5xpentbrcxdlcdt3lmatbur4 152 52 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 152 53 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 152 54 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 152 55 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 152 56 : : : work_nu5xpentbrcxdlcdt3lmatbur4 152 57 Summary summary NN work_nu5xpentbrcxdlcdt3lmatbur4 152 58 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 152 59 notation notation NN work_nu5xpentbrcxdlcdt3lmatbur4 152 60 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 152 61 Learning Learning NNP work_nu5xpentbrcxdlcdt3lmatbur4 152 62 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 152 63 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 64 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 152 65 key key JJ work_nu5xpentbrcxdlcdt3lmatbur4 152 66 challenge challenge NN work_nu5xpentbrcxdlcdt3lmatbur4 152 67 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 152 68 modeling model VBG work_nu5xpentbrcxdlcdt3lmatbur4 152 69 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 152 70 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 71 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 152 72 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 152 73 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 152 74 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 152 75 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 76 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 152 77 annotates annotate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 152 78 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 152 79 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 152 80 la- la- XX work_nu5xpentbrcxdlcdt3lmatbur4 152 81 bels bel NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 82 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 152 83 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 152 84 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 152 85 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 86 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 152 87 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 152 88 . . . work_nu5xpentbrcxdlcdt3lmatbur4 153 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 153 2 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 153 3 section section NN work_nu5xpentbrcxdlcdt3lmatbur4 153 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 153 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 153 6 introduce introduce VBP work_nu5xpentbrcxdlcdt3lmatbur4 153 7 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 153 8 approaches approach NNS work_nu5xpentbrcxdlcdt3lmatbur4 153 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 153 10 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 153 11 preposi- preposi- NNP work_nu5xpentbrcxdlcdt3lmatbur4 153 12 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 153 13 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 153 14 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 153 15 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 153 16 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 153 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 154 1 4.1 4.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 154 2 Feature Feature NNP work_nu5xpentbrcxdlcdt3lmatbur4 154 3 Representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 154 4 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 154 5 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 154 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 154 7 notation notation NN work_nu5xpentbrcxdlcdt3lmatbur4 154 8 Φ(x Φ(x NNS work_nu5xpentbrcxdlcdt3lmatbur4 154 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 154 10 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 154 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 154 12 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 154 13 indicate indicate VB work_nu5xpentbrcxdlcdt3lmatbur4 154 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 154 15 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 154 16 function function NN work_nu5xpentbrcxdlcdt3lmatbur4 154 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 154 18 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 154 19 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 154 20 x x NN work_nu5xpentbrcxdlcdt3lmatbur4 154 21 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 154 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 154 23 full full JJ work_nu5xpentbrcxdlcdt3lmatbur4 154 24 output output NN work_nu5xpentbrcxdlcdt3lmatbur4 154 25 y. y. . work_nu5xpentbrcxdlcdt3lmatbur4 155 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 155 2 build build VBP work_nu5xpentbrcxdlcdt3lmatbur4 155 3 Φ Φ NNP work_nu5xpentbrcxdlcdt3lmatbur4 155 4 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 155 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 155 6 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 155 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 155 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 155 9 components component NNS work_nu5xpentbrcxdlcdt3lmatbur4 155 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 155 11 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 155 12 : : : work_nu5xpentbrcxdlcdt3lmatbur4 155 13 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 155 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 156 1 Arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 156 2 : : : work_nu5xpentbrcxdlcdt3lmatbur4 156 3 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 156 4 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 156 5 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 156 6 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 156 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 156 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 156 9 represent represent VBP work_nu5xpentbrcxdlcdt3lmatbur4 156 10 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 156 11 assignment assignment NN work_nu5xpentbrcxdlcdt3lmatbur4 156 12 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 156 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 156 14 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 156 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 156 16 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 156 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 156 18 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 156 19 de- de- RB work_nu5xpentbrcxdlcdt3lmatbur4 156 20 note note VBP work_nu5xpentbrcxdlcdt3lmatbur4 156 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 156 22 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 156 23 extracted extract VBN work_nu5xpentbrcxdlcdt3lmatbur4 156 24 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 156 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 156 26 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 156 27 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 156 28 φA(x φa(x NN work_nu5xpentbrcxdlcdt3lmatbur4 156 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 156 30 g g NNP work_nu5xpentbrcxdlcdt3lmatbur4 156 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 156 32 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 156 33 φA(x φa(x NN work_nu5xpentbrcxdlcdt3lmatbur4 156 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 156 35 o o LS work_nu5xpentbrcxdlcdt3lmatbur4 156 36 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 156 37 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 156 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 157 1 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 157 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 158 1 Types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 158 2 : : : work_nu5xpentbrcxdlcdt3lmatbur4 158 3 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 158 4 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 158 5 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 158 6 assignment assignment NN work_nu5xpentbrcxdlcdt3lmatbur4 158 7 tgi tgi NN work_nu5xpentbrcxdlcdt3lmatbur4 158 8 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 158 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 158 10 i i PRP work_nu5xpentbrcxdlcdt3lmatbur4 158 11 th th DT work_nu5xpentbrcxdlcdt3lmatbur4 158 12 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 158 13 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 158 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 158 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 158 16 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 158 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 158 18 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 158 19 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 158 20 fea- fea- NNS work_nu5xpentbrcxdlcdt3lmatbur4 158 21 tures ture NNS work_nu5xpentbrcxdlcdt3lmatbur4 158 22 φT φT NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 23 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 158 24 x x NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 158 26 g g NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 158 28 t t NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 29 g g NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 30 i i NNP work_nu5xpentbrcxdlcdt3lmatbur4 158 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 158 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 159 1 Similarly similarly RB work_nu5xpentbrcxdlcdt3lmatbur4 159 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 159 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 159 4 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 159 5 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 159 6 φT φT NNP work_nu5xpentbrcxdlcdt3lmatbur4 159 7 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 159 8 x x NNP work_nu5xpentbrcxdlcdt3lmatbur4 159 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 159 10 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 159 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 159 12 t t NNP work_nu5xpentbrcxdlcdt3lmatbur4 159 13 o o XX work_nu5xpentbrcxdlcdt3lmatbur4 159 14 i i NN work_nu5xpentbrcxdlcdt3lmatbur4 159 15 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 159 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 159 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 159 18 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 159 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 159 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 159 21 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 159 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 160 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 160 2 combine combine VBP work_nu5xpentbrcxdlcdt3lmatbur4 160 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 160 4 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 160 5 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 160 6 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 160 7 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 160 8 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 160 9 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 160 10 define define VB work_nu5xpentbrcxdlcdt3lmatbur4 160 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 160 12 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 160 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 160 14 classifying classify VBG work_nu5xpentbrcxdlcdt3lmatbur4 160 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 160 16 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 160 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 18 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 160 19 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 160 20 denote denote VBP work_nu5xpentbrcxdlcdt3lmatbur4 160 21 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 160 22 φ(x φ(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 23 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 24 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 160 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 26 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 160 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 28 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 30 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 160 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 32 : : : work_nu5xpentbrcxdlcdt3lmatbur4 160 33 φ φ NN work_nu5xpentbrcxdlcdt3lmatbur4 160 34 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 160 35 ∑ ∑ . work_nu5xpentbrcxdlcdt3lmatbur4 160 36 a∈{g a∈{g RB work_nu5xpentbrcxdlcdt3lmatbur4 160 37 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 38 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 160 39 } } -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 40 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 41 φA(x φa(x NN work_nu5xpentbrcxdlcdt3lmatbur4 160 42 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 43 a a LS work_nu5xpentbrcxdlcdt3lmatbur4 160 44 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 45 + + ADD work_nu5xpentbrcxdlcdt3lmatbur4 160 46 ∑ ∑ . work_nu5xpentbrcxdlcdt3lmatbur4 160 47 i i NN work_nu5xpentbrcxdlcdt3lmatbur4 160 48 φT φT NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 49 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 50 x x NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 51 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 52 a a NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 53 , , , work_nu5xpentbrcxdlcdt3lmatbur4 160 54 t t NNP work_nu5xpentbrcxdlcdt3lmatbur4 160 55 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 160 56 i i NN work_nu5xpentbrcxdlcdt3lmatbur4 160 57 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 58 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 59 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 60 1 1 LS work_nu5xpentbrcxdlcdt3lmatbur4 160 61 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 160 62 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 160 63 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 160 64 describes describe VBZ work_nu5xpentbrcxdlcdt3lmatbur4 160 65 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 160 66 actual actual JJ work_nu5xpentbrcxdlcdt3lmatbur4 160 67 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 160 68 used use VBN work_nu5xpentbrcxdlcdt3lmatbur4 160 69 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 160 70 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 160 71 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 160 72 . . . work_nu5xpentbrcxdlcdt3lmatbur4 161 1 Observe observe VB work_nu5xpentbrcxdlcdt3lmatbur4 161 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 161 3 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 161 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 161 5 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 161 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 161 7 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 161 8 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 161 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 161 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 161 11 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 161 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 161 13 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 161 14 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 161 15 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 161 16 simply simply RB work_nu5xpentbrcxdlcdt3lmatbur4 161 17 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 161 18 multiclass multiclass NN work_nu5xpentbrcxdlcdt3lmatbur4 161 19 classification classification NN work_nu5xpentbrcxdlcdt3lmatbur4 161 20 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 161 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 162 1 Thus thus RB work_nu5xpentbrcxdlcdt3lmatbur4 162 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 162 3 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 162 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 162 5 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 162 6 convention convention NN work_nu5xpentbrcxdlcdt3lmatbur4 162 7 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 162 8 multiclass multiclass NN work_nu5xpentbrcxdlcdt3lmatbur4 162 9 classification classification NN work_nu5xpentbrcxdlcdt3lmatbur4 162 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 162 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 162 12 overall overall JJ work_nu5xpentbrcxdlcdt3lmatbur4 162 13 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 162 14 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 162 15 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 162 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 162 17 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 162 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 162 19 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 162 20 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 162 21 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 162 22 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 162 23 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 162 24 conjoining conjoin VBG work_nu5xpentbrcxdlcdt3lmatbur4 162 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 162 26 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 162 27 r r NN work_nu5xpentbrcxdlcdt3lmatbur4 162 28 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 162 29 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 162 30 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 162 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 162 32 corresponding correspond VBG work_nu5xpentbrcxdlcdt3lmatbur4 162 33 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 162 34 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 162 35 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 162 36 , , , work_nu5xpentbrcxdlcdt3lmatbur4 162 37 φ φ NN work_nu5xpentbrcxdlcdt3lmatbur4 162 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 163 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 163 2 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 163 3 us -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 163 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 163 5 full full JJ work_nu5xpentbrcxdlcdt3lmatbur4 163 6 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 163 7 representa- representa- JJ work_nu5xpentbrcxdlcdt3lmatbur4 163 8 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 163 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 163 10 Φ(x Φ(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 163 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 163 12 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 163 13 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 163 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 164 1 4.2 4.2 CD work_nu5xpentbrcxdlcdt3lmatbur4 164 2 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 164 3 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 164 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 164 5 Predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 164 6 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 164 7 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 164 8 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 164 9 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 164 10 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 164 11 aims aim VBZ work_nu5xpentbrcxdlcdt3lmatbur4 164 12 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 164 13 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 164 14 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 164 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 164 16 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 164 17 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 164 18 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 164 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 164 20 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 164 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 164 22 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 164 23 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 164 24 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 164 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 165 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 165 2 falls fall VBZ work_nu5xpentbrcxdlcdt3lmatbur4 165 3 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 165 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 165 5 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 165 6 multiclass multiclass NN work_nu5xpentbrcxdlcdt3lmatbur4 165 7 classification classification NN work_nu5xpentbrcxdlcdt3lmatbur4 165 8 set- set- IN work_nu5xpentbrcxdlcdt3lmatbur4 165 9 ting ting NNP work_nu5xpentbrcxdlcdt3lmatbur4 165 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 165 11 where where WRB work_nu5xpentbrcxdlcdt3lmatbur4 165 12 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 165 13 wish wish VBP work_nu5xpentbrcxdlcdt3lmatbur4 165 14 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 165 15 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 165 16 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 165 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 165 18 32 32 CD work_nu5xpentbrcxdlcdt3lmatbur4 165 19 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 165 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 166 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 166 2 do do VB work_nu5xpentbrcxdlcdt3lmatbur4 166 3 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 166 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 166 6 sum sum VBP work_nu5xpentbrcxdlcdt3lmatbur4 166 7 over over RP work_nu5xpentbrcxdlcdt3lmatbur4 166 8 all all PDT work_nu5xpentbrcxdlcdt3lmatbur4 166 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 10 possible possible JJ work_nu5xpentbrcxdlcdt3lmatbur4 166 11 assignments assignment NNS work_nu5xpentbrcxdlcdt3lmatbur4 166 12 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 166 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 14 rest rest NN work_nu5xpentbrcxdlcdt3lmatbur4 166 15 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 166 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 17 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 166 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 166 19 define define NN work_nu5xpentbrcxdlcdt3lmatbur4 166 20 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 166 21 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 166 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 23 inputs input NNS work_nu5xpentbrcxdlcdt3lmatbur4 166 24 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 166 25 φ̂(x φ̂(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 26 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 166 27 = = NFP work_nu5xpentbrcxdlcdt3lmatbur4 166 28 ∑ ∑ . work_nu5xpentbrcxdlcdt3lmatbur4 166 29 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 166 30 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 31 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 166 32 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 33 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 35 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 166 36 φ(x φ(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 37 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 38 g g NN work_nu5xpentbrcxdlcdt3lmatbur4 166 39 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 40 o o NN work_nu5xpentbrcxdlcdt3lmatbur4 166 41 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 42 tg tg NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 43 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 44 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 166 45 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 166 46 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 166 47 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 166 48 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 166 49 Effectively effectively RB work_nu5xpentbrcxdlcdt3lmatbur4 166 50 , , , work_nu5xpentbrcxdlcdt3lmatbur4 166 51 doing do VBG work_nu5xpentbrcxdlcdt3lmatbur4 166 52 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 166 53 uses use VBZ work_nu5xpentbrcxdlcdt3lmatbur4 166 54 all all PDT work_nu5xpentbrcxdlcdt3lmatbur4 166 55 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 56 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 166 57 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 166 58 ob- ob- NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 59 ject ject NNP work_nu5xpentbrcxdlcdt3lmatbur4 166 60 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 166 61 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 166 62 all all PDT work_nu5xpentbrcxdlcdt3lmatbur4 166 63 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 166 64 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 166 65 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 166 66 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 166 67 get get VB work_nu5xpentbrcxdlcdt3lmatbur4 166 68 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 166 69 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 166 70 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 166 71 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 166 72 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 166 73 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 166 74 classifica- classifica- NN work_nu5xpentbrcxdlcdt3lmatbur4 166 75 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 166 76 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 166 77 . . . work_nu5xpentbrcxdlcdt3lmatbur4 167 1 Once once RB work_nu5xpentbrcxdlcdt3lmatbur4 167 2 again again RB work_nu5xpentbrcxdlcdt3lmatbur4 167 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 167 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 167 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 167 6 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 167 7 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 167 8 r r NN work_nu5xpentbrcxdlcdt3lmatbur4 167 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 167 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 167 11 overall overall JJ work_nu5xpentbrcxdlcdt3lmatbur4 167 12 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 167 13 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 167 14 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 167 15 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 167 16 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 167 17 conjoin- conjoin- NNP work_nu5xpentbrcxdlcdt3lmatbur4 167 18 ing ing NNP work_nu5xpentbrcxdlcdt3lmatbur4 167 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 167 20 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 167 21 r r NN work_nu5xpentbrcxdlcdt3lmatbur4 167 22 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 167 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 167 24 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 167 25 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 167 26 that that DT work_nu5xpentbrcxdlcdt3lmatbur4 167 27 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 167 28 φ̂ φ̂ NNP work_nu5xpentbrcxdlcdt3lmatbur4 167 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 167 30 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 167 31 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 167 32 write write VBP work_nu5xpentbrcxdlcdt3lmatbur4 167 33 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 167 34 φR(x φr(x NN work_nu5xpentbrcxdlcdt3lmatbur4 167 35 , , , work_nu5xpentbrcxdlcdt3lmatbur4 167 36 r r NNP work_nu5xpentbrcxdlcdt3lmatbur4 167 37 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 167 38 . . . work_nu5xpentbrcxdlcdt3lmatbur4 168 1 Note note VB work_nu5xpentbrcxdlcdt3lmatbur4 168 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 168 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 168 4 sum- sum- JJ work_nu5xpentbrcxdlcdt3lmatbur4 168 5 mation mation NN work_nu5xpentbrcxdlcdt3lmatbur4 168 6 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 168 7 computationally computationally RB work_nu5xpentbrcxdlcdt3lmatbur4 168 8 inexpensive inexpensive JJ work_nu5xpentbrcxdlcdt3lmatbur4 168 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 168 10 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 168 11 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 168 12 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 168 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 168 14 sum sum NN work_nu5xpentbrcxdlcdt3lmatbur4 168 15 decomposes decompose VBZ work_nu5xpentbrcxdlcdt3lmatbur4 168 16 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 168 17 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 168 18 equation equation NN work_nu5xpentbrcxdlcdt3lmatbur4 168 19 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 168 20 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 168 21 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 168 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 169 1 With with IN work_nu5xpentbrcxdlcdt3lmatbur4 169 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 169 3 learned learned JJ work_nu5xpentbrcxdlcdt3lmatbur4 169 4 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 169 5 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 169 6 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 169 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 169 9 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 169 10 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 169 11 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 169 12 predicted predict VBN work_nu5xpentbrcxdlcdt3lmatbur4 169 13 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 169 14 r r NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 15 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 169 16 arg arg NN work_nu5xpentbrcxdlcdt3lmatbur4 169 17 max max NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 18 r′ r′ NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 19 wT wT NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 20 φR(x φR(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 169 22 r r NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 23 ′ ′ XX work_nu5xpentbrcxdlcdt3lmatbur4 169 24 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 169 25 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 169 26 3 3 LS work_nu5xpentbrcxdlcdt3lmatbur4 169 27 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 169 28 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 169 29 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 169 30 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 169 31 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 169 32 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 33 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 169 34 Tsochantaridis Tsochantaridis NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 35 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 169 36 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 37 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 38 , , , work_nu5xpentbrcxdlcdt3lmatbur4 169 39 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 169 40 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 169 41 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 169 42 train train VB work_nu5xpentbrcxdlcdt3lmatbur4 169 43 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 169 44 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 169 45 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 169 46 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 169 47 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 169 48 predicts predict VBZ work_nu5xpentbrcxdlcdt3lmatbur4 169 49 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 169 50 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 169 51 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 169 52 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 169 53 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 169 54 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 169 55 . . . work_nu5xpentbrcxdlcdt3lmatbur4 170 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 170 2 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 170 3 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 170 4 parameterized parameterize VBN work_nu5xpentbrcxdlcdt3lmatbur4 170 5 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 170 6 C C NNP work_nu5xpentbrcxdlcdt3lmatbur4 170 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 170 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 170 9 represents represent VBZ work_nu5xpentbrcxdlcdt3lmatbur4 170 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 170 11 tradeoff tradeoff NN work_nu5xpentbrcxdlcdt3lmatbur4 170 12 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 170 13 gener- gener- NNP work_nu5xpentbrcxdlcdt3lmatbur4 170 14 alization alization NNP work_nu5xpentbrcxdlcdt3lmatbur4 170 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 170 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 170 17 hinge hinge NN work_nu5xpentbrcxdlcdt3lmatbur4 170 18 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 170 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 171 1 236 236 CD work_nu5xpentbrcxdlcdt3lmatbur4 171 2 4.3 4.3 CD work_nu5xpentbrcxdlcdt3lmatbur4 171 3 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 171 4 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 171 5 : : : work_nu5xpentbrcxdlcdt3lmatbur4 171 6 Learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 171 7 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 171 8 partial partial JJ work_nu5xpentbrcxdlcdt3lmatbur4 171 9 annotations annotation NNS work_nu5xpentbrcxdlcdt3lmatbur4 171 10 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 171 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 171 12 second second JJ work_nu5xpentbrcxdlcdt3lmatbur4 171 13 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 171 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 171 15 even even RB work_nu5xpentbrcxdlcdt3lmatbur4 171 16 though though IN work_nu5xpentbrcxdlcdt3lmatbur4 171 17 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 171 18 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 171 19 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 171 20 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 171 21 provide provide VB work_nu5xpentbrcxdlcdt3lmatbur4 171 22 gold gold NN work_nu5xpentbrcxdlcdt3lmatbur4 171 23 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 171 24 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 171 25 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 171 26 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 171 27 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 171 28 , , , work_nu5xpentbrcxdlcdt3lmatbur4 171 29 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 171 30 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 171 31 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 171 32 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 171 33 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 171 34 them -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 171 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 172 1 At at IN work_nu5xpentbrcxdlcdt3lmatbur4 172 2 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 172 3 time time NN work_nu5xpentbrcxdlcdt3lmatbur4 172 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 172 5 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 172 6 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 172 7 had have VBD work_nu5xpentbrcxdlcdt3lmatbur4 172 8 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 172 9 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 172 10 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 172 11 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 172 13 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 172 14 could could MD work_nu5xpentbrcxdlcdt3lmatbur4 172 15 predict predict VB work_nu5xpentbrcxdlcdt3lmatbur4 172 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 172 17 full full JJ work_nu5xpentbrcxdlcdt3lmatbur4 172 18 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 172 19 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 172 20 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 172 21 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 172 22 follows follow VBZ work_nu5xpentbrcxdlcdt3lmatbur4 172 23 : : : work_nu5xpentbrcxdlcdt3lmatbur4 172 24 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 25 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 172 26 arg arg NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 27 max max NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 28 y′ y′ NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 29 wT wT NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 30 Φ(x Φ(x NNS work_nu5xpentbrcxdlcdt3lmatbur4 172 31 , , , work_nu5xpentbrcxdlcdt3lmatbur4 172 32 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 172 33 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 172 34 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 172 35 4 4 LS work_nu5xpentbrcxdlcdt3lmatbur4 172 36 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 172 37 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 172 38 propose propose VBP work_nu5xpentbrcxdlcdt3lmatbur4 172 39 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 172 40 iterative iterative JJ work_nu5xpentbrcxdlcdt3lmatbur4 172 41 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 172 42 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 172 43 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 172 44 learn learn VB work_nu5xpentbrcxdlcdt3lmatbur4 172 45 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 172 46 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 172 47 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 172 48 . . . work_nu5xpentbrcxdlcdt3lmatbur4 173 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 173 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 173 3 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 173 4 discussion discussion NN work_nu5xpentbrcxdlcdt3lmatbur4 173 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 173 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 173 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 173 8 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 173 9 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 173 10 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 173 11 x x NNS work_nu5xpentbrcxdlcdt3lmatbur4 173 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 173 13 y∗ y∗ ADD work_nu5xpentbrcxdlcdt3lmatbur4 173 14 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 173 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 173 16 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 173 17 refer refer VBP work_nu5xpentbrcxdlcdt3lmatbur4 173 18 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 173 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 173 20 missing miss VBG work_nu5xpentbrcxdlcdt3lmatbur4 173 21 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 173 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 173 23 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 173 24 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 173 25 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 173 26 h(y∗ h(y∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 173 27 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 173 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 174 1 That that RB work_nu5xpentbrcxdlcdt3lmatbur4 174 2 is is RB work_nu5xpentbrcxdlcdt3lmatbur4 174 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 174 4 h(y∗ h(y∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 174 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 174 6 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 174 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 174 8 assignment assignment NN work_nu5xpentbrcxdlcdt3lmatbur4 174 9 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 174 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 174 11 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 174 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 174 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 174 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 174 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 174 16 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 174 17 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 174 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 175 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 175 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 175 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 175 4 notation notation NN work_nu5xpentbrcxdlcdt3lmatbur4 175 5 r(y r(y NNP work_nu5xpentbrcxdlcdt3lmatbur4 175 6 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 175 7 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 175 8 denote denote VB work_nu5xpentbrcxdlcdt3lmatbur4 175 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 175 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 175 11 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 175 12 specified specify VBN work_nu5xpentbrcxdlcdt3lmatbur4 175 13 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 175 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 175 15 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 175 16 y. y. NN work_nu5xpentbrcxdlcdt3lmatbur4 176 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 176 2 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 176 3 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 176 4 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 176 5 closely closely RB work_nu5xpentbrcxdlcdt3lmatbur4 176 6 related relate VBN work_nu5xpentbrcxdlcdt3lmatbur4 176 7 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 176 8 re- re- RB work_nu5xpentbrcxdlcdt3lmatbur4 176 9 cently cently RB work_nu5xpentbrcxdlcdt3lmatbur4 176 10 developed develop VBN work_nu5xpentbrcxdlcdt3lmatbur4 176 11 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 176 12 variable variable NN work_nu5xpentbrcxdlcdt3lmatbur4 176 13 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 176 14 frameworks framework NNS work_nu5xpentbrcxdlcdt3lmatbur4 176 15 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 176 16 Yu Yu NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 17 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 176 18 Joachims Joachims NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 176 20 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 176 21 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 176 22 Chang Chang NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 23 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 176 24 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 25 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 176 27 2010a 2010a CD work_nu5xpentbrcxdlcdt3lmatbur4 176 28 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 176 29 Chang Chang NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 30 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 176 31 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 32 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 176 33 , , , work_nu5xpentbrcxdlcdt3lmatbur4 176 34 2010b 2010b CD work_nu5xpentbrcxdlcdt3lmatbur4 176 35 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 176 36 , , , work_nu5xpentbrcxdlcdt3lmatbur4 176 37 where where WRB work_nu5xpentbrcxdlcdt3lmatbur4 176 38 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 176 39 supervision supervision NN work_nu5xpentbrcxdlcdt3lmatbur4 176 40 provides provide VBZ work_nu5xpentbrcxdlcdt3lmatbur4 176 41 only only JJ work_nu5xpentbrcxdlcdt3lmatbur4 176 42 partial partial JJ work_nu5xpentbrcxdlcdt3lmatbur4 176 43 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 176 44 . . . work_nu5xpentbrcxdlcdt3lmatbur4 177 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 177 2 begin begin VBP work_nu5xpentbrcxdlcdt3lmatbur4 177 3 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 177 4 defining define VBG work_nu5xpentbrcxdlcdt3lmatbur4 177 5 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 177 6 addi- addi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 177 7 tional tional JJ work_nu5xpentbrcxdlcdt3lmatbur4 177 8 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 177 9 procedures procedure NNS work_nu5xpentbrcxdlcdt3lmatbur4 177 10 : : : work_nu5xpentbrcxdlcdt3lmatbur4 177 11 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 177 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 178 1 Latent Latent NNP work_nu5xpentbrcxdlcdt3lmatbur4 178 2 Inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 178 3 : : : work_nu5xpentbrcxdlcdt3lmatbur4 178 4 Given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 178 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 178 6 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 178 7 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 178 8 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 178 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 178 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 178 11 partially partially RB work_nu5xpentbrcxdlcdt3lmatbur4 178 12 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 178 13 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 178 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 178 15 x x NNP work_nu5xpentbrcxdlcdt3lmatbur4 178 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 178 17 y∗ y∗ ADD work_nu5xpentbrcxdlcdt3lmatbur4 178 18 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 178 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 178 20 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 178 21 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 178 22 ‘ ' `` work_nu5xpentbrcxdlcdt3lmatbur4 178 23 complete complete VB work_nu5xpentbrcxdlcdt3lmatbur4 178 24 ’ ' '' work_nu5xpentbrcxdlcdt3lmatbur4 178 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 178 26 rest rest NN work_nu5xpentbrcxdlcdt3lmatbur4 178 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 178 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 178 29 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 178 30 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 178 31 infer- infer- NN work_nu5xpentbrcxdlcdt3lmatbur4 178 32 ring re VBG work_nu5xpentbrcxdlcdt3lmatbur4 178 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 178 34 highest high JJS work_nu5xpentbrcxdlcdt3lmatbur4 178 35 scoring score VBG work_nu5xpentbrcxdlcdt3lmatbur4 178 36 assignment assignment NN work_nu5xpentbrcxdlcdt3lmatbur4 178 37 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 178 38 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 178 39 miss- miss- JJ work_nu5xpentbrcxdlcdt3lmatbur4 178 40 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 178 41 parts part NNS work_nu5xpentbrcxdlcdt3lmatbur4 178 42 . . . work_nu5xpentbrcxdlcdt3lmatbur4 179 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 179 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 179 3 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 179 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 179 6 call call VBP work_nu5xpentbrcxdlcdt3lmatbur4 179 7 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 179 8 pro- pro- NN work_nu5xpentbrcxdlcdt3lmatbur4 179 9 cedure cedure VB work_nu5xpentbrcxdlcdt3lmatbur4 179 10 LatentInf(w latentinf(w NN work_nu5xpentbrcxdlcdt3lmatbur4 179 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 12 x x NN work_nu5xpentbrcxdlcdt3lmatbur4 179 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 14 y∗ y∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 15 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 179 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 17 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 179 18 solves solve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 179 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 179 20 following follow VBG work_nu5xpentbrcxdlcdt3lmatbur4 179 21 maximization maximization NN work_nu5xpentbrcxdlcdt3lmatbur4 179 22 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 179 23 : : : work_nu5xpentbrcxdlcdt3lmatbur4 179 24 ŷ ŷ NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 25 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 179 26 arg arg NN work_nu5xpentbrcxdlcdt3lmatbur4 179 27 maxy maxy NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 28 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 29 T T NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 30 Φ(x Φ(x NNS work_nu5xpentbrcxdlcdt3lmatbur4 179 31 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 32 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 33 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 179 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 179 35 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 179 36 5 5 LS work_nu5xpentbrcxdlcdt3lmatbur4 179 37 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 179 38 s.t s.t NNP work_nu5xpentbrcxdlcdt3lmatbur4 179 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 180 1 r(y r(y NNP work_nu5xpentbrcxdlcdt3lmatbur4 180 2 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 180 3 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 180 4 r(y∗ r(y∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 180 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 180 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 181 1 2 2 LS work_nu5xpentbrcxdlcdt3lmatbur4 181 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 182 1 Loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 182 2 augmented augment VBN work_nu5xpentbrcxdlcdt3lmatbur4 182 3 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 182 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 182 5 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 182 6 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 182 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 182 8 variant variant NN work_nu5xpentbrcxdlcdt3lmatbur4 182 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 182 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 182 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 182 12 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 182 13 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 182 14 augmented augment VBN work_nu5xpentbrcxdlcdt3lmatbur4 182 15 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 182 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 182 17 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 182 18 SVMs svm NNS work_nu5xpentbrcxdlcdt3lmatbur4 182 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 182 20 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 182 21 solves solve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 182 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 182 23 follow- follow- JJ work_nu5xpentbrcxdlcdt3lmatbur4 182 24 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 182 25 maximization maximization NN work_nu5xpentbrcxdlcdt3lmatbur4 182 26 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 182 27 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 182 28 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 182 29 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 182 30 x x NN work_nu5xpentbrcxdlcdt3lmatbur4 182 31 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 182 32 fully fully RB work_nu5xpentbrcxdlcdt3lmatbur4 182 33 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 182 34 y∗ y∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 35 : : : work_nu5xpentbrcxdlcdt3lmatbur4 182 36 arg arg NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 37 max max NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 38 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 39 wT wT NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 40 Φ(x Φ(x NNS work_nu5xpentbrcxdlcdt3lmatbur4 182 41 , , , work_nu5xpentbrcxdlcdt3lmatbur4 182 42 y y NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 43 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 182 44 + + NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 45 ∆(y ∆(y NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 46 , , , work_nu5xpentbrcxdlcdt3lmatbur4 182 47 y∗ y∗ ADD work_nu5xpentbrcxdlcdt3lmatbur4 182 48 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 182 49 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 182 50 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 182 51 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 182 52 Here here RB work_nu5xpentbrcxdlcdt3lmatbur4 182 53 , , , work_nu5xpentbrcxdlcdt3lmatbur4 182 54 ∆(y ∆(y NNP work_nu5xpentbrcxdlcdt3lmatbur4 182 55 , , , work_nu5xpentbrcxdlcdt3lmatbur4 182 56 y∗ y∗ ADD work_nu5xpentbrcxdlcdt3lmatbur4 182 57 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 182 58 denotes denote VBZ work_nu5xpentbrcxdlcdt3lmatbur4 182 59 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 182 60 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 182 61 function function NN work_nu5xpentbrcxdlcdt3lmatbur4 182 62 . . . work_nu5xpentbrcxdlcdt3lmatbur4 183 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 183 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 183 3 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 183 4 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 183 5 SVMs svm NNS work_nu5xpentbrcxdlcdt3lmatbur4 183 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 183 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 183 8 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 183 9 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 183 10 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 183 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 183 12 entire entire JJ work_nu5xpentbrcxdlcdt3lmatbur4 183 13 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 183 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 184 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 184 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 184 3 Latent Latent NNP work_nu5xpentbrcxdlcdt3lmatbur4 184 4 Structural Structural NNP work_nu5xpentbrcxdlcdt3lmatbur4 184 5 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 184 6 formulation formulation NN work_nu5xpentbrcxdlcdt3lmatbur4 184 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 184 8 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 184 9 Yu Yu NNP work_nu5xpentbrcxdlcdt3lmatbur4 184 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 184 11 Joachims Joachims NNP work_nu5xpentbrcxdlcdt3lmatbur4 184 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 184 13 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 184 14 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 184 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 184 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 184 17 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 184 18 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 184 19 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 184 20 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 184 21 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 184 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 184 23 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 184 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 184 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 184 26 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 184 27 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 184 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 184 29 gold gold JJ work_nu5xpentbrcxdlcdt3lmatbur4 184 30 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 184 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 185 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 185 2 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 185 3 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 185 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 185 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 185 6 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 185 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 185 8 standard standard JJ work_nu5xpentbrcxdlcdt3lmatbur4 185 9 Hamming Hamming NNP work_nu5xpentbrcxdlcdt3lmatbur4 185 10 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 185 11 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 185 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 185 13 entire entire JJ work_nu5xpentbrcxdlcdt3lmatbur4 185 14 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 185 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 185 16 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 185 17 scale scale VB work_nu5xpentbrcxdlcdt3lmatbur4 185 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 185 19 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 185 20 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 185 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 185 22 elements element NNS work_nu5xpentbrcxdlcdt3lmatbur4 185 23 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 185 24 h(y h(y NNP work_nu5xpentbrcxdlcdt3lmatbur4 185 25 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 185 26 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 185 27 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 185 28 parameter parameter NN work_nu5xpentbrcxdlcdt3lmatbur4 185 29 α α NNP work_nu5xpentbrcxdlcdt3lmatbur4 185 30 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 185 31 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 185 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 186 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 186 2 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 186 3 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 186 4 gen- gen- NN work_nu5xpentbrcxdlcdt3lmatbur4 186 5 eralization eralization NN work_nu5xpentbrcxdlcdt3lmatbur4 186 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 186 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 186 8 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 186 9 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 186 10 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 186 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 186 12 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 186 13 corresponds correspond VBZ work_nu5xpentbrcxdlcdt3lmatbur4 186 14 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 186 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 186 16 setting setting NN work_nu5xpentbrcxdlcdt3lmatbur4 186 17 α α XX work_nu5xpentbrcxdlcdt3lmatbur4 186 18 = = NNP work_nu5xpentbrcxdlcdt3lmatbur4 186 19 0 0 CD work_nu5xpentbrcxdlcdt3lmatbur4 186 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 187 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 2 intu- intu- JJ work_nu5xpentbrcxdlcdt3lmatbur4 187 3 ition ition NN work_nu5xpentbrcxdlcdt3lmatbur4 187 4 behind behind IN work_nu5xpentbrcxdlcdt3lmatbur4 187 5 having have VBG work_nu5xpentbrcxdlcdt3lmatbur4 187 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 187 7 non non JJ work_nu5xpentbrcxdlcdt3lmatbur4 187 8 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 187 9 zero zero JJ work_nu5xpentbrcxdlcdt3lmatbur4 187 10 α α NN work_nu5xpentbrcxdlcdt3lmatbur4 187 11 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 187 12 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 187 13 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 187 14 ad- ad- CC work_nu5xpentbrcxdlcdt3lmatbur4 187 15 dition dition NN work_nu5xpentbrcxdlcdt3lmatbur4 187 16 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 187 17 penalizing penalize VBG work_nu5xpentbrcxdlcdt3lmatbur4 187 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 19 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 187 20 algorithm algorithm RB work_nu5xpentbrcxdlcdt3lmatbur4 187 21 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 187 22 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 187 23 violates violate VBZ work_nu5xpentbrcxdlcdt3lmatbur4 187 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 25 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 187 26 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 187 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 187 28 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 29 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 187 30 , , , work_nu5xpentbrcxdlcdt3lmatbur4 187 31 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 187 32 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 187 33 incorporate incorporate VBP work_nu5xpentbrcxdlcdt3lmatbur4 187 34 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 187 35 small small JJ work_nu5xpentbrcxdlcdt3lmatbur4 187 36 penalty penalty NN work_nu5xpentbrcxdlcdt3lmatbur4 187 37 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 187 38 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 39 rest rest NN work_nu5xpentbrcxdlcdt3lmatbur4 187 40 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 187 41 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 187 42 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 187 43 . . . work_nu5xpentbrcxdlcdt3lmatbur4 188 1 Using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 188 2 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 188 3 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 188 4 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 188 5 procedures procedure NNS work_nu5xpentbrcxdlcdt3lmatbur4 188 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 188 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 188 8 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 188 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 188 10 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 188 11 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 188 12 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 188 13 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 188 14 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 188 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 189 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 189 2 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 189 3 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 189 4 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 189 5 initialized initialize VBN work_nu5xpentbrcxdlcdt3lmatbur4 189 6 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 189 7 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 189 8 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 189 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 190 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 190 2 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 190 3 then then RB work_nu5xpentbrcxdlcdt3lmatbur4 190 4 finds find VBZ work_nu5xpentbrcxdlcdt3lmatbur4 190 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 190 6 best good JJS work_nu5xpentbrcxdlcdt3lmatbur4 190 7 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 190 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 190 9 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 190 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 190 11 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 190 12 ex- ex- XX work_nu5xpentbrcxdlcdt3lmatbur4 190 13 amples ample NNS work_nu5xpentbrcxdlcdt3lmatbur4 190 14 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 190 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 190 16 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 190 17 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 190 18 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 190 19 steps step NNS work_nu5xpentbrcxdlcdt3lmatbur4 190 20 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 190 21 - - SYM work_nu5xpentbrcxdlcdt3lmatbur4 190 22 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 190 23 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 190 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 191 1 Doing do VBG work_nu5xpentbrcxdlcdt3lmatbur4 191 2 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 191 3 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 191 4 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 191 5 estimate estimate NN work_nu5xpentbrcxdlcdt3lmatbur4 191 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 191 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 191 8 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 191 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 191 10 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 191 11 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 191 12 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 191 13 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 191 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 191 15 giving give VBG work_nu5xpentbrcxdlcdt3lmatbur4 191 16 us -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 191 17 ‘ ' `` work_nu5xpentbrcxdlcdt3lmatbur4 191 18 fully fully RB work_nu5xpentbrcxdlcdt3lmatbur4 191 19 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 191 20 ’ ' '' work_nu5xpentbrcxdlcdt3lmatbur4 191 21 structured structured JJ work_nu5xpentbrcxdlcdt3lmatbur4 191 22 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 191 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 192 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 192 2 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 192 3 then then RB work_nu5xpentbrcxdlcdt3lmatbur4 192 4 proceeds proceed VBZ work_nu5xpentbrcxdlcdt3lmatbur4 192 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 192 6 use use VB work_nu5xpentbrcxdlcdt3lmatbur4 192 7 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 192 8 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 192 9 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 192 10 train train VB work_nu5xpentbrcxdlcdt3lmatbur4 192 11 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 192 12 new new JJ work_nu5xpentbrcxdlcdt3lmatbur4 192 13 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 192 14 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 192 15 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 192 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 192 17 standard standard NN work_nu5xpentbrcxdlcdt3lmatbur4 192 18 struc- struc- . work_nu5xpentbrcxdlcdt3lmatbur4 192 19 tural tural JJ work_nu5xpentbrcxdlcdt3lmatbur4 192 20 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 192 21 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 192 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 192 23 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 192 24 augmented augment VBN work_nu5xpentbrcxdlcdt3lmatbur4 192 25 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 192 26 listed list VBN work_nu5xpentbrcxdlcdt3lmatbur4 192 27 above above IN work_nu5xpentbrcxdlcdt3lmatbur4 192 28 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 192 29 step step NN work_nu5xpentbrcxdlcdt3lmatbur4 192 30 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 192 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 192 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 193 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 193 2 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 193 3 steps step NNS work_nu5xpentbrcxdlcdt3lmatbur4 193 4 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 193 5 repeated repeat VBN work_nu5xpentbrcxdlcdt3lmatbur4 193 6 several several JJ work_nu5xpentbrcxdlcdt3lmatbur4 193 7 times time NNS work_nu5xpentbrcxdlcdt3lmatbur4 193 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 194 1 Note note VB work_nu5xpentbrcxdlcdt3lmatbur4 194 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 194 3 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 194 4 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 194 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 194 6 summation summation NN work_nu5xpentbrcxdlcdt3lmatbur4 194 7 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 194 8 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 194 9 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 194 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 194 11 solving solve VBG work_nu5xpentbrcxdlcdt3lmatbur4 194 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 194 13 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 194 14 problems problem NNS work_nu5xpentbrcxdlcdt3lmatbur4 194 15 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 194 16 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 194 17 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 194 18 computationally computationally RB work_nu5xpentbrcxdlcdt3lmatbur4 194 19 inexpensive inexpensive JJ work_nu5xpentbrcxdlcdt3lmatbur4 194 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 195 1 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 195 2 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 195 3 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 195 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 195 5 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 195 6 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 195 7 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 195 8 Input input NN work_nu5xpentbrcxdlcdt3lmatbur4 195 9 : : : work_nu5xpentbrcxdlcdt3lmatbur4 195 10 Examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 195 11 D d NN work_nu5xpentbrcxdlcdt3lmatbur4 195 12 = = NFP work_nu5xpentbrcxdlcdt3lmatbur4 195 13 { { -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 195 14 xi xi NNP work_nu5xpentbrcxdlcdt3lmatbur4 195 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 195 16 r(y∗i r(y∗i LS work_nu5xpentbrcxdlcdt3lmatbur4 195 17 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 195 18 } } -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 195 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 195 20 where where WRB work_nu5xpentbrcxdlcdt3lmatbur4 195 21 exam- exam- JJ work_nu5xpentbrcxdlcdt3lmatbur4 195 22 ples ple NNS work_nu5xpentbrcxdlcdt3lmatbur4 195 23 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 195 24 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 195 25 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 195 26 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 195 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 195 28 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 195 29 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 195 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 196 1 1 1 LS work_nu5xpentbrcxdlcdt3lmatbur4 196 2 : : : work_nu5xpentbrcxdlcdt3lmatbur4 196 3 Initialize initialize VB work_nu5xpentbrcxdlcdt3lmatbur4 196 4 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 196 5 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 196 6 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 7 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 196 8 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 9 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 10 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 11 : : : work_nu5xpentbrcxdlcdt3lmatbur4 196 12 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 196 13 t t NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 14 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 196 15 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 196 17 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 196 19 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 196 20 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 196 21 · · NFP work_nu5xpentbrcxdlcdt3lmatbur4 196 22 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 196 23 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 24 : : : work_nu5xpentbrcxdlcdt3lmatbur4 196 25 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 196 26 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 196 27 xi xi NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 28 , , , work_nu5xpentbrcxdlcdt3lmatbur4 196 29 y∗i y∗i NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 30 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 196 31 ∈ ∈ NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 32 D D NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 33 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 196 34 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 196 35 : : : work_nu5xpentbrcxdlcdt3lmatbur4 196 36 ŷi ŷi NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 37 ← ← NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 38 LatentInf(w latentinf(w CD work_nu5xpentbrcxdlcdt3lmatbur4 196 39 , , , work_nu5xpentbrcxdlcdt3lmatbur4 196 40 xi xi NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 41 , , , work_nu5xpentbrcxdlcdt3lmatbur4 196 42 y∗i y∗i NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 43 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 196 44 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 196 45 Eq Eq NNP work_nu5xpentbrcxdlcdt3lmatbur4 196 46 . . . work_nu5xpentbrcxdlcdt3lmatbur4 197 1 5 5 LS work_nu5xpentbrcxdlcdt3lmatbur4 197 2 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 197 3 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 197 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 197 5 end end NN work_nu5xpentbrcxdlcdt3lmatbur4 197 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 197 7 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 197 8 : : SYM work_nu5xpentbrcxdlcdt3lmatbur4 197 9 w w NN work_nu5xpentbrcxdlcdt3lmatbur4 197 10 ← ← NNS work_nu5xpentbrcxdlcdt3lmatbur4 197 11 LearnSSV LearnSSV NNP work_nu5xpentbrcxdlcdt3lmatbur4 197 12 M({xi m({xi NN work_nu5xpentbrcxdlcdt3lmatbur4 197 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 197 14 ŷi ŷi NNP work_nu5xpentbrcxdlcdt3lmatbur4 197 15 } } -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 197 16 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 197 17 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 197 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 197 19 loss loss NN work_nu5xpentbrcxdlcdt3lmatbur4 197 20 augmented augment VBN work_nu5xpentbrcxdlcdt3lmatbur4 197 21 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 197 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 197 23 Eq Eq NNP work_nu5xpentbrcxdlcdt3lmatbur4 197 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 198 1 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 198 2 7 7 CD work_nu5xpentbrcxdlcdt3lmatbur4 198 3 : : : work_nu5xpentbrcxdlcdt3lmatbur4 198 4 end end NN work_nu5xpentbrcxdlcdt3lmatbur4 198 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 198 6 8 8 CD work_nu5xpentbrcxdlcdt3lmatbur4 198 7 : : : work_nu5xpentbrcxdlcdt3lmatbur4 198 8 return return NN work_nu5xpentbrcxdlcdt3lmatbur4 198 9 w w NNP work_nu5xpentbrcxdlcdt3lmatbur4 198 10 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 198 11 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 198 12 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 198 13 parameterized parameterize VBN work_nu5xpentbrcxdlcdt3lmatbur4 198 14 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 198 15 C C NNP work_nu5xpentbrcxdlcdt3lmatbur4 198 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 198 17 α α NNP work_nu5xpentbrcxdlcdt3lmatbur4 198 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 199 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 199 2 parameter parameter NN work_nu5xpentbrcxdlcdt3lmatbur4 199 3 α α LS work_nu5xpentbrcxdlcdt3lmatbur4 199 4 controls control NNS work_nu5xpentbrcxdlcdt3lmatbur4 199 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 199 6 extent extent NN work_nu5xpentbrcxdlcdt3lmatbur4 199 7 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 199 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 199 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 199 10 hypoth- hypoth- JJ work_nu5xpentbrcxdlcdt3lmatbur4 199 11 esized esize VBN work_nu5xpentbrcxdlcdt3lmatbur4 199 12 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 199 13 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 199 14 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 199 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 199 16 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 199 17 iteration iteration NN work_nu5xpentbrcxdlcdt3lmatbur4 199 18 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 199 19 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 199 20 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 199 21 influence influence NN work_nu5xpentbrcxdlcdt3lmatbur4 199 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 199 23 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 199 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 200 1 237 237 CD work_nu5xpentbrcxdlcdt3lmatbur4 200 2 4.4 4.4 CD work_nu5xpentbrcxdlcdt3lmatbur4 200 3 Joint Joint NNP work_nu5xpentbrcxdlcdt3lmatbur4 200 4 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 200 5 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 200 6 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 200 7 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 200 9 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 10 By by IN work_nu5xpentbrcxdlcdt3lmatbur4 200 11 defining define VBG work_nu5xpentbrcxdlcdt3lmatbur4 200 12 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 200 13 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 14 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 200 15 disjoint disjoint NN work_nu5xpentbrcxdlcdt3lmatbur4 200 16 sets set NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 200 18 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 200 19 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 200 21 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 200 22 effectively effectively RB work_nu5xpentbrcxdlcdt3lmatbur4 200 23 have have VBP work_nu5xpentbrcxdlcdt3lmatbur4 200 24 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 200 25 hierarchi- hierarchi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 200 26 cal cal NN work_nu5xpentbrcxdlcdt3lmatbur4 200 27 relationship relationship NN work_nu5xpentbrcxdlcdt3lmatbur4 200 28 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 200 29 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 200 31 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 200 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 201 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 201 2 suggests suggest VBZ work_nu5xpentbrcxdlcdt3lmatbur4 201 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 201 4 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 201 5 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 201 6 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 201 7 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 201 8 employed employ VBN work_nu5xpentbrcxdlcdt3lmatbur4 201 9 be- be- RB work_nu5xpentbrcxdlcdt3lmatbur4 201 10 tween tween NN work_nu5xpentbrcxdlcdt3lmatbur4 201 11 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 201 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 201 13 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 201 14 predictions prediction NNS work_nu5xpentbrcxdlcdt3lmatbur4 201 15 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 201 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 201 17 validity validity NN work_nu5xpentbrcxdlcdt3lmatbur4 201 18 constraint constraint NN work_nu5xpentbrcxdlcdt3lmatbur4 201 19 connecting connect VBG work_nu5xpentbrcxdlcdt3lmatbur4 201 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 201 21 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 201 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 202 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 202 2 idea idea NN work_nu5xpentbrcxdlcdt3lmatbur4 202 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 202 4 employ- employ- XX work_nu5xpentbrcxdlcdt3lmatbur4 202 5 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 202 6 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 202 7 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 202 8 combine combine VB work_nu5xpentbrcxdlcdt3lmatbur4 202 9 independently independently RB work_nu5xpentbrcxdlcdt3lmatbur4 202 10 trained train VBN work_nu5xpentbrcxdlcdt3lmatbur4 202 11 pre- pre- NN work_nu5xpentbrcxdlcdt3lmatbur4 202 12 dictors dictor NNS work_nu5xpentbrcxdlcdt3lmatbur4 202 13 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 202 14 obtain obtain VB work_nu5xpentbrcxdlcdt3lmatbur4 202 15 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 202 16 coherent coherent JJ work_nu5xpentbrcxdlcdt3lmatbur4 202 17 output output NN work_nu5xpentbrcxdlcdt3lmatbur4 202 18 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 202 19 has have VBZ work_nu5xpentbrcxdlcdt3lmatbur4 202 20 been be VBN work_nu5xpentbrcxdlcdt3lmatbur4 202 21 used use VBN work_nu5xpentbrcxdlcdt3lmatbur4 202 22 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 202 23 various various JJ work_nu5xpentbrcxdlcdt3lmatbur4 202 24 NLP NLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 202 25 tasks task NNS work_nu5xpentbrcxdlcdt3lmatbur4 202 26 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 202 27 recent recent JJ work_nu5xpentbrcxdlcdt3lmatbur4 202 28 years year NNS work_nu5xpentbrcxdlcdt3lmatbur4 202 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 202 30 starting start VBG work_nu5xpentbrcxdlcdt3lmatbur4 202 31 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 202 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 202 33 work work NN work_nu5xpentbrcxdlcdt3lmatbur4 202 34 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 202 35 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 202 36 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 202 37 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 202 38 Yih Yih NNP work_nu5xpentbrcxdlcdt3lmatbur4 202 39 , , , work_nu5xpentbrcxdlcdt3lmatbur4 202 40 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 202 41 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 202 42 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 202 43 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 202 44 Yih Yih NNP work_nu5xpentbrcxdlcdt3lmatbur4 202 45 , , , work_nu5xpentbrcxdlcdt3lmatbur4 202 46 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 202 47 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 202 48 . . . work_nu5xpentbrcxdlcdt3lmatbur4 203 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 203 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 203 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 203 4 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 203 5 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 203 6 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 203 7 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 203 8 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 9 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 203 10 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 11 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 203 13 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 203 14 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 203 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 203 16 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 203 17 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 203 18 write write VBP work_nu5xpentbrcxdlcdt3lmatbur4 203 19 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 203 20 φs(x φs(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 203 22 s s LS work_nu5xpentbrcxdlcdt3lmatbur4 203 23 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 203 24 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 203 25 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 203 26 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 203 27 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 203 28 x x NNS work_nu5xpentbrcxdlcdt3lmatbur4 203 29 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 203 30 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 203 31 label label NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 32 s s NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 33 , , , work_nu5xpentbrcxdlcdt3lmatbur4 203 34 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 203 35 train train VB work_nu5xpentbrcxdlcdt3lmatbur4 203 36 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 203 37 separate separate JJ work_nu5xpentbrcxdlcdt3lmatbur4 203 38 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 203 39 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 203 40 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 203 41 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 203 42 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 203 43 SemEval SemEval NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 44 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 203 45 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 203 46 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 203 47 φs(x φs(x NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 48 , , , work_nu5xpentbrcxdlcdt3lmatbur4 203 49 s s LS work_nu5xpentbrcxdlcdt3lmatbur4 203 50 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 203 51 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 203 52 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 203 53 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 203 54 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 55 algorithm algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 203 56 . . . work_nu5xpentbrcxdlcdt3lmatbur4 204 1 Thus thus RB work_nu5xpentbrcxdlcdt3lmatbur4 204 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 204 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 204 4 have have VBP work_nu5xpentbrcxdlcdt3lmatbur4 204 5 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 204 6 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 204 7 vectors vector NNS work_nu5xpentbrcxdlcdt3lmatbur4 204 8 – – : work_nu5xpentbrcxdlcdt3lmatbur4 204 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 204 10 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 204 11 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 204 12 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 204 13 preposi- preposi- NNP work_nu5xpentbrcxdlcdt3lmatbur4 204 14 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 204 15 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 204 16 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 204 17 earlier early RBR work_nu5xpentbrcxdlcdt3lmatbur4 204 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 204 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 204 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 204 21 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 204 22 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 204 23 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 204 24 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 204 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 205 1 At at IN work_nu5xpentbrcxdlcdt3lmatbur4 205 2 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 205 3 time time NN work_nu5xpentbrcxdlcdt3lmatbur4 205 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 205 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 205 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 205 7 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 205 8 input input NN work_nu5xpentbrcxdlcdt3lmatbur4 205 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 205 10 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 205 11 find find VBP work_nu5xpentbrcxdlcdt3lmatbur4 205 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 13 highest high JJS work_nu5xpentbrcxdlcdt3lmatbur4 205 14 scoring score VBG work_nu5xpentbrcxdlcdt3lmatbur4 205 15 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 205 16 assignment assignment NN work_nu5xpentbrcxdlcdt3lmatbur4 205 17 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 205 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 19 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 205 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 205 21 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 205 22 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 205 23 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 205 24 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 205 25 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 26 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 205 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 205 28 sub- sub- DT work_nu5xpentbrcxdlcdt3lmatbur4 205 29 ject ject NN work_nu5xpentbrcxdlcdt3lmatbur4 205 30 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 205 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 32 constraint constraint NN work_nu5xpentbrcxdlcdt3lmatbur4 205 33 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 205 34 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 35 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 205 36 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 205 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 38 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 205 39 agree agree VBP work_nu5xpentbrcxdlcdt3lmatbur4 205 40 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 205 41 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 205 42 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 43 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 205 44 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 205 45 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 205 46 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 205 47 . . . work_nu5xpentbrcxdlcdt3lmatbur4 206 1 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 206 2 Experiments Experiments NNPS work_nu5xpentbrcxdlcdt3lmatbur4 206 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 206 4 Results result NNS work_nu5xpentbrcxdlcdt3lmatbur4 206 5 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 206 6 primary primary JJ work_nu5xpentbrcxdlcdt3lmatbur4 206 7 research research NN work_nu5xpentbrcxdlcdt3lmatbur4 206 8 goal goal NN work_nu5xpentbrcxdlcdt3lmatbur4 206 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 206 10 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 206 11 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 206 12 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 206 13 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 206 14 evaluate evaluate VB work_nu5xpentbrcxdlcdt3lmatbur4 206 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 206 16 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 206 17 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 206 18 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 206 19 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 206 20 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 206 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 206 22 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 206 23 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 206 24 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 206 25 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 206 26 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 206 27 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 206 28 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 206 29 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 206 30 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 206 31 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 206 32 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 206 33 prepo- prepo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 206 34 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 206 35 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 206 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 207 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 207 2 additional additional JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 3 analysis analysis NN work_nu5xpentbrcxdlcdt3lmatbur4 207 4 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 207 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 207 6 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 207 7 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 207 8 show show VBP work_nu5xpentbrcxdlcdt3lmatbur4 207 9 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 207 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 207 11 definition definition NN work_nu5xpentbrcxdlcdt3lmatbur4 207 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 207 13 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 207 14 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 15 tions tion NNS work_nu5xpentbrcxdlcdt3lmatbur4 207 16 indeed indeed RB work_nu5xpentbrcxdlcdt3lmatbur4 207 17 captures capture VBZ work_nu5xpentbrcxdlcdt3lmatbur4 207 18 cross cross JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 19 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 20 preposition preposition JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 21 semantics semantic NNS work_nu5xpentbrcxdlcdt3lmatbur4 207 22 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 207 23 taking take VBG work_nu5xpentbrcxdlcdt3lmatbur4 207 24 advantage advantage NN work_nu5xpentbrcxdlcdt3lmatbur4 207 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 207 26 shared shared JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 27 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 207 28 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 207 29 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 207 30 high- high- JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 31 light light NN work_nu5xpentbrcxdlcdt3lmatbur4 207 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 207 33 need need NN work_nu5xpentbrcxdlcdt3lmatbur4 207 34 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 207 35 going go VBG work_nu5xpentbrcxdlcdt3lmatbur4 207 36 beyond beyond IN work_nu5xpentbrcxdlcdt3lmatbur4 207 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 207 38 syntactic syntactic JJ work_nu5xpentbrcxdlcdt3lmatbur4 207 39 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 207 40 . . . work_nu5xpentbrcxdlcdt3lmatbur4 208 1 5.1 5.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 208 2 Types Types NNPS work_nu5xpentbrcxdlcdt3lmatbur4 208 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 208 4 Features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 208 5 Types Types NNPS work_nu5xpentbrcxdlcdt3lmatbur4 208 6 As as IN work_nu5xpentbrcxdlcdt3lmatbur4 208 7 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 208 8 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 208 9 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 208 10 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 208 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 208 12 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 208 13 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 208 14 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 208 15 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 208 16 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 208 17 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 208 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 208 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 208 20 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 208 21 categories category NNS work_nu5xpentbrcxdlcdt3lmatbur4 208 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 209 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 209 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 209 3 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 209 4 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 209 5 within within IN work_nu5xpentbrcxdlcdt3lmatbur4 209 6 four four CD work_nu5xpentbrcxdlcdt3lmatbur4 209 7 levels level NNS work_nu5xpentbrcxdlcdt3lmatbur4 209 8 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 209 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 209 10 hypernym hypernym NN work_nu5xpentbrcxdlcdt3lmatbur4 209 11 hier- hier- NNP work_nu5xpentbrcxdlcdt3lmatbur4 209 12 archy archy NNP work_nu5xpentbrcxdlcdt3lmatbur4 209 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 209 14 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 209 15 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 209 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 210 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 210 2 second second JJ work_nu5xpentbrcxdlcdt3lmatbur4 210 3 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 210 4 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 210 5 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 210 6 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 210 7 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 210 8 word- word- NNP work_nu5xpentbrcxdlcdt3lmatbur4 210 9 similarity similarity NNP work_nu5xpentbrcxdlcdt3lmatbur4 210 10 driven drive VBN work_nu5xpentbrcxdlcdt3lmatbur4 210 11 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 210 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 211 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 211 2 briefly briefly RB work_nu5xpentbrcxdlcdt3lmatbur4 211 3 describe describe VBP work_nu5xpentbrcxdlcdt3lmatbur4 211 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 211 5 clustering clustering NN work_nu5xpentbrcxdlcdt3lmatbur4 211 6 process process NN work_nu5xpentbrcxdlcdt3lmatbur4 211 7 here here RB work_nu5xpentbrcxdlcdt3lmatbur4 211 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 212 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 212 2 thesaurus thesaurus NN work_nu5xpentbrcxdlcdt3lmatbur4 212 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 212 4 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 212 5 Lin Lin NNP work_nu5xpentbrcxdlcdt3lmatbur4 212 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 212 7 1998 1998 CD work_nu5xpentbrcxdlcdt3lmatbur4 212 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 212 9 specifies specify VBZ work_nu5xpentbrcxdlcdt3lmatbur4 212 10 similar similar JJ work_nu5xpentbrcxdlcdt3lmatbur4 212 11 lexical lexical JJ work_nu5xpentbrcxdlcdt3lmatbur4 212 12 items item NNS work_nu5xpentbrcxdlcdt3lmatbur4 212 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 212 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 212 15 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 212 16 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 212 17 along along IN work_nu5xpentbrcxdlcdt3lmatbur4 212 18 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 212 19 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 212 20 similarity similarity NN work_nu5xpentbrcxdlcdt3lmatbur4 212 21 score score NN work_nu5xpentbrcxdlcdt3lmatbur4 212 22 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 212 23 0 0 CD work_nu5xpentbrcxdlcdt3lmatbur4 212 24 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 212 25 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 212 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 213 1 It -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 213 2 treats treat VBZ work_nu5xpentbrcxdlcdt3lmatbur4 213 3 nouns noun NNS work_nu5xpentbrcxdlcdt3lmatbur4 213 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 213 5 verbs verb NNS work_nu5xpentbrcxdlcdt3lmatbur4 213 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 213 7 adjectives adjective NNS work_nu5xpentbrcxdlcdt3lmatbur4 213 8 separately separately RB work_nu5xpentbrcxdlcdt3lmatbur4 213 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 214 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 214 2 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 214 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 214 4 score score NN work_nu5xpentbrcxdlcdt3lmatbur4 214 5 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 214 6 cluster cluster VB work_nu5xpentbrcxdlcdt3lmatbur4 214 7 groups group NNS work_nu5xpentbrcxdlcdt3lmatbur4 214 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 214 9 similar similar JJ work_nu5xpentbrcxdlcdt3lmatbur4 214 10 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 214 11 us- us- XX work_nu5xpentbrcxdlcdt3lmatbur4 214 12 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 214 13 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 214 14 greedy greedy JJ work_nu5xpentbrcxdlcdt3lmatbur4 214 15 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 214 16 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 214 17 covering cover VBG work_nu5xpentbrcxdlcdt3lmatbur4 214 18 approach approach NN work_nu5xpentbrcxdlcdt3lmatbur4 214 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 215 1 Specifically specifically RB work_nu5xpentbrcxdlcdt3lmatbur4 215 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 215 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 215 4 randomly randomly RB work_nu5xpentbrcxdlcdt3lmatbur4 215 5 select select VBP work_nu5xpentbrcxdlcdt3lmatbur4 215 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 215 7 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 215 8 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 215 9 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 215 10 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 215 11 yet yet RB work_nu5xpentbrcxdlcdt3lmatbur4 215 12 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 215 13 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 215 14 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 215 15 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 215 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 215 17 center center NN work_nu5xpentbrcxdlcdt3lmatbur4 215 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 215 19 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 215 20 new new JJ work_nu5xpentbrcxdlcdt3lmatbur4 215 21 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 215 22 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 215 23 add add VB work_nu5xpentbrcxdlcdt3lmatbur4 215 24 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 215 25 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 215 26 whose whose WP$ work_nu5xpentbrcxdlcdt3lmatbur4 215 27 score score NN work_nu5xpentbrcxdlcdt3lmatbur4 215 28 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 215 29 greater great JJR work_nu5xpentbrcxdlcdt3lmatbur4 215 30 than than IN work_nu5xpentbrcxdlcdt3lmatbur4 215 31 σ σ NNS work_nu5xpentbrcxdlcdt3lmatbur4 215 32 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 215 33 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 215 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 216 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 216 2 re- re- RB work_nu5xpentbrcxdlcdt3lmatbur4 216 3 peat peat VBP work_nu5xpentbrcxdlcdt3lmatbur4 216 4 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 216 5 process process NN work_nu5xpentbrcxdlcdt3lmatbur4 216 6 till till IN work_nu5xpentbrcxdlcdt3lmatbur4 216 7 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 216 8 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 216 9 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 216 10 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 216 11 some some DT work_nu5xpentbrcxdlcdt3lmatbur4 216 12 clus- clus- NN work_nu5xpentbrcxdlcdt3lmatbur4 216 13 ter ter NN work_nu5xpentbrcxdlcdt3lmatbur4 216 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 217 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 217 2 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 217 3 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 217 4 appear appear VB work_nu5xpentbrcxdlcdt3lmatbur4 217 5 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 217 6 more more JJR work_nu5xpentbrcxdlcdt3lmatbur4 217 7 than than IN work_nu5xpentbrcxdlcdt3lmatbur4 217 8 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 217 9 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 217 10 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 217 11 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 217 12 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 217 13 similar similar JJ work_nu5xpentbrcxdlcdt3lmatbur4 217 14 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 217 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 217 16 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 217 17 center center NN work_nu5xpentbrcxdlcdt3lmatbur4 217 18 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 217 19 added add VBN work_nu5xpentbrcxdlcdt3lmatbur4 217 20 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 217 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 217 22 cluster cluster NN work_nu5xpentbrcxdlcdt3lmatbur4 217 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 218 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 218 2 repeat repeat VBP work_nu5xpentbrcxdlcdt3lmatbur4 218 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 218 4 process process NN work_nu5xpentbrcxdlcdt3lmatbur4 218 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 218 6 σ σ NN work_nu5xpentbrcxdlcdt3lmatbur4 218 7 ∈{0.1 ∈{0.1 NNS work_nu5xpentbrcxdlcdt3lmatbur4 218 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 218 9 0.125 0.125 CD work_nu5xpentbrcxdlcdt3lmatbur4 218 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 218 11 0.15 0.15 CD work_nu5xpentbrcxdlcdt3lmatbur4 218 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 218 13 0.175 0.175 CD work_nu5xpentbrcxdlcdt3lmatbur4 218 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 218 15 0.2 0.2 CD work_nu5xpentbrcxdlcdt3lmatbur4 218 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 218 17 0.25 0.25 CD work_nu5xpentbrcxdlcdt3lmatbur4 218 18 } } -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 218 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 219 1 By by IN work_nu5xpentbrcxdlcdt3lmatbur4 219 2 increas- increas- NNP work_nu5xpentbrcxdlcdt3lmatbur4 219 3 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 219 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 219 5 value value NN work_nu5xpentbrcxdlcdt3lmatbur4 219 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 219 7 σ σ NN work_nu5xpentbrcxdlcdt3lmatbur4 219 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 219 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 219 10 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 219 11 become become VBP work_nu5xpentbrcxdlcdt3lmatbur4 219 12 more more RBR work_nu5xpentbrcxdlcdt3lmatbur4 219 13 selec- selec- JJ work_nu5xpentbrcxdlcdt3lmatbur4 219 14 tive tive JJ work_nu5xpentbrcxdlcdt3lmatbur4 219 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 219 16 hence hence RB work_nu5xpentbrcxdlcdt3lmatbur4 219 17 smaller small JJR work_nu5xpentbrcxdlcdt3lmatbur4 219 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 220 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 220 2 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 220 3 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 220 4 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 220 5 noun noun JJ work_nu5xpentbrcxdlcdt3lmatbur4 220 6 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 220 7 created create VBD work_nu5xpentbrcxdlcdt3lmatbur4 220 8 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 220 9 σ σ NNP work_nu5xpentbrcxdlcdt3lmatbur4 220 10 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 220 11 0.15 0.15 CD work_nu5xpentbrcxdlcdt3lmatbur4 220 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 221 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 221 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 221 3 given give VBN work_nu5xpentbrcxdlcdt3lmatbur4 221 4 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 221 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 221 6 identifiers identifier NNS work_nu5xpentbrcxdlcdt3lmatbur4 221 7 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 221 8 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 221 9 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 221 10 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 221 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 221 12 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 221 13 belongs belong VBZ work_nu5xpentbrcxdlcdt3lmatbur4 221 14 serve serve VB work_nu5xpentbrcxdlcdt3lmatbur4 221 15 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 221 16 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 221 17 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 221 18 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 221 19 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 221 20 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 221 21 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 221 22 category5 category5 NN work_nu5xpentbrcxdlcdt3lmatbur4 221 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 222 1 Features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 222 2 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 222 3 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 222 4 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 222 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 222 6 denoted denote VBN work_nu5xpentbrcxdlcdt3lmatbur4 222 7 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 222 8 φA φA NNP work_nu5xpentbrcxdlcdt3lmatbur4 222 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 222 10 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 222 11 4.1 4.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 222 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 222 13 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 222 14 derived derive VBN work_nu5xpentbrcxdlcdt3lmatbur4 222 15 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 222 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 222 17 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 222 18 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 222 19 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 222 20 set set VBN work_nu5xpentbrcxdlcdt3lmatbur4 222 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 222 22 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 222 23 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 222 24 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 222 25 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 222 26 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 222 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 222 28 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 222 29 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 222 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 222 31 extract extract VB work_nu5xpentbrcxdlcdt3lmatbur4 222 32 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 222 33 following following NN work_nu5xpentbrcxdlcdt3lmatbur4 222 34 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 222 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 222 36 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 222 37 : : : work_nu5xpentbrcxdlcdt3lmatbur4 222 38 1 1 LS work_nu5xpentbrcxdlcdt3lmatbur4 222 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 223 1 Word word NN work_nu5xpentbrcxdlcdt3lmatbur4 223 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 223 3 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 223 4 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 223 5 of- of- CD work_nu5xpentbrcxdlcdt3lmatbur4 223 6 speech speech NN work_nu5xpentbrcxdlcdt3lmatbur4 223 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 223 8 lemma lemma NN work_nu5xpentbrcxdlcdt3lmatbur4 223 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 223 10 capitalization capitalization NN work_nu5xpentbrcxdlcdt3lmatbur4 223 11 indicator indicator NN work_nu5xpentbrcxdlcdt3lmatbur4 223 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 223 13 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 223 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 224 1 Con- Con- NNP work_nu5xpentbrcxdlcdt3lmatbur4 224 2 flated flate VBD work_nu5xpentbrcxdlcdt3lmatbur4 224 3 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 224 4 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 224 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 224 6 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 224 7 speech speech NN work_nu5xpentbrcxdlcdt3lmatbur4 224 8 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 224 9 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 224 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 224 11 Noun Noun NNP work_nu5xpentbrcxdlcdt3lmatbur4 224 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 224 13 Verb Verb NNP work_nu5xpentbrcxdlcdt3lmatbur4 224 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 224 15 Adjective Adjective NNP work_nu5xpentbrcxdlcdt3lmatbur4 224 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 224 17 Adverb Adverb NNP work_nu5xpentbrcxdlcdt3lmatbur4 224 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 224 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 224 20 Other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 224 21 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 224 22 , , , work_nu5xpentbrcxdlcdt3lmatbur4 224 23 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 224 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 225 1 Indicator indicator NN work_nu5xpentbrcxdlcdt3lmatbur4 225 2 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 225 3 existence existence NN work_nu5xpentbrcxdlcdt3lmatbur4 225 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 225 5 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 225 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 225 7 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 225 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 226 1 WordNet wordnet NN work_nu5xpentbrcxdlcdt3lmatbur4 226 2 synsets synset NNS work_nu5xpentbrcxdlcdt3lmatbur4 226 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 226 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 226 5 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 226 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 226 7 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 226 8 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 226 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 226 10 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 226 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 227 1 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 227 2 lemma lemma VBD work_nu5xpentbrcxdlcdt3lmatbur4 227 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 227 4 lexicographer lexicographer NNP work_nu5xpentbrcxdlcdt3lmatbur4 227 5 file file VBP work_nu5xpentbrcxdlcdt3lmatbur4 227 6 names name NNS work_nu5xpentbrcxdlcdt3lmatbur4 227 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 227 8 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 227 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 227 10 member member NN work_nu5xpentbrcxdlcdt3lmatbur4 227 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 227 12 substance substance NN work_nu5xpentbrcxdlcdt3lmatbur4 227 13 holonyms holonyms NN work_nu5xpentbrcxdlcdt3lmatbur4 227 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 227 15 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 227 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 228 1 Roget roget VB work_nu5xpentbrcxdlcdt3lmatbur4 228 2 thesaurus thesaurus JJ work_nu5xpentbrcxdlcdt3lmatbur4 228 3 divisions division NNS work_nu5xpentbrcxdlcdt3lmatbur4 228 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 228 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 228 6 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 228 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 228 8 7 7 CD work_nu5xpentbrcxdlcdt3lmatbur4 228 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 229 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 229 2 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 229 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 229 4 last last JJ work_nu5xpentbrcxdlcdt3lmatbur4 229 5 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 229 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 229 7 three three CD work_nu5xpentbrcxdlcdt3lmatbur4 229 8 letters letter NNS work_nu5xpentbrcxdlcdt3lmatbur4 229 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 229 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 229 11 8 8 CD work_nu5xpentbrcxdlcdt3lmatbur4 229 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 230 1 Indicators indicator NNS work_nu5xpentbrcxdlcdt3lmatbur4 230 2 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 230 3 known known JJ work_nu5xpentbrcxdlcdt3lmatbur4 230 4 af- af- NN work_nu5xpentbrcxdlcdt3lmatbur4 230 5 fixes fix NNS work_nu5xpentbrcxdlcdt3lmatbur4 230 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 231 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 231 2 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 231 3 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 231 4 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 231 5 φT φt NN work_nu5xpentbrcxdlcdt3lmatbur4 231 6 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 231 7 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 231 8 simply simply RB work_nu5xpentbrcxdlcdt3lmatbur4 231 9 indicators indicator NNS work_nu5xpentbrcxdlcdt3lmatbur4 231 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 231 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 231 12 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 231 13 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 231 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 231 15 conjoined conjoin VBN work_nu5xpentbrcxdlcdt3lmatbur4 231 16 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 231 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 231 18 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 231 19 category category NN work_nu5xpentbrcxdlcdt3lmatbur4 231 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 232 1 One one CD work_nu5xpentbrcxdlcdt3lmatbur4 232 2 advantage advantage NN work_nu5xpentbrcxdlcdt3lmatbur4 232 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 232 4 abstracting abstract VBG work_nu5xpentbrcxdlcdt3lmatbur4 232 5 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 232 6 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 232 7 into into IN work_nu5xpentbrcxdlcdt3lmatbur4 232 8 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 232 9 lations lation NNS work_nu5xpentbrcxdlcdt3lmatbur4 232 10 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 232 11 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 232 12 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 232 13 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 232 14 share share VB work_nu5xpentbrcxdlcdt3lmatbur4 232 15 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 232 16 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 232 17 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 232 18 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 232 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 233 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 233 2 base base NN work_nu5xpentbrcxdlcdt3lmatbur4 233 3 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 233 4 set set VBN work_nu5xpentbrcxdlcdt3lmatbur4 233 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 233 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 233 7 both both DT work_nu5xpentbrcxdlcdt3lmatbur4 233 8 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 233 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 233 10 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 233 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 233 12 defined define VBN work_nu5xpentbrcxdlcdt3lmatbur4 233 13 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 233 14 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 233 15 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 233 16 encode encode VB work_nu5xpentbrcxdlcdt3lmatbur4 233 17 in- in- JJ work_nu5xpentbrcxdlcdt3lmatbur4 233 18 formation formation NN work_nu5xpentbrcxdlcdt3lmatbur4 233 19 about about IN work_nu5xpentbrcxdlcdt3lmatbur4 233 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 233 21 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 233 22 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 233 23 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 233 24 classified classify VBN work_nu5xpentbrcxdlcdt3lmatbur4 233 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 234 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 234 2 do do VBP work_nu5xpentbrcxdlcdt3lmatbur4 234 3 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 234 4 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 234 5 conjoining conjoin VBG work_nu5xpentbrcxdlcdt3lmatbur4 234 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 234 7 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 234 8 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 234 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 234 10 preposi- preposi- JJ work_nu5xpentbrcxdlcdt3lmatbur4 234 11 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 234 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 235 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 235 2 addition addition NN work_nu5xpentbrcxdlcdt3lmatbur4 235 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 235 4 since since IN work_nu5xpentbrcxdlcdt3lmatbur4 235 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 235 6 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 235 7 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 235 8 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 235 9 shared share VBN work_nu5xpentbrcxdlcdt3lmatbur4 235 10 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 235 11 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 235 12 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 235 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 235 14 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 235 15 include include VBP work_nu5xpentbrcxdlcdt3lmatbur4 235 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 235 17 base base NN work_nu5xpentbrcxdlcdt3lmatbur4 235 18 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 235 19 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 235 20 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 235 21 shared share VBN work_nu5xpentbrcxdlcdt3lmatbur4 235 22 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 235 23 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 235 24 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 235 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 236 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 236 2 consider consider VBP work_nu5xpentbrcxdlcdt3lmatbur4 236 3 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 236 4 variants variant NNS work_nu5xpentbrcxdlcdt3lmatbur4 236 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 236 6 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 236 7 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 236 8 sets set NNS work_nu5xpentbrcxdlcdt3lmatbur4 236 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 237 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 237 2 refer refer VBP work_nu5xpentbrcxdlcdt3lmatbur4 237 3 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 237 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 237 5 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 237 6 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 237 7 above above RB work_nu5xpentbrcxdlcdt3lmatbur4 237 8 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 237 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 237 10 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 237 11 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 237 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 238 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 238 2 addition addition NN work_nu5xpentbrcxdlcdt3lmatbur4 238 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 238 4 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 238 5 define define VBP work_nu5xpentbrcxdlcdt3lmatbur4 238 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 238 7 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 238 8 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 238 9 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 238 10 conjoining conjoin VBG work_nu5xpentbrcxdlcdt3lmatbur4 238 11 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 238 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 238 13 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 238 14 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 238 15 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 238 16 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 238 17 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 238 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 238 19 name name NN work_nu5xpentbrcxdlcdt3lmatbur4 238 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 238 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 238 22 genera- genera- JJ work_nu5xpentbrcxdlcdt3lmatbur4 238 23 tor tor NN work_nu5xpentbrcxdlcdt3lmatbur4 238 24 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 238 25 proposes propose VBZ work_nu5xpentbrcxdlcdt3lmatbur4 238 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 238 27 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 238 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 239 1 Recall recall VB work_nu5xpentbrcxdlcdt3lmatbur4 239 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 239 3 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 239 4 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 239 5 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 239 6 proposed propose VBN work_nu5xpentbrcxdlcdt3lmatbur4 239 7 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 239 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 239 9 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 239 10 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 239 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 239 12 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 239 13 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 239 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 239 15 heuristics heuristic NNS work_nu5xpentbrcxdlcdt3lmatbur4 239 16 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 239 17 earlier early RBR work_nu5xpentbrcxdlcdt3lmatbur4 239 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 240 1 Hence hence RB work_nu5xpentbrcxdlcdt3lmatbur4 240 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 240 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 240 4 5The 5the CD work_nu5xpentbrcxdlcdt3lmatbur4 240 5 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 240 6 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 240 7 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 240 8 downloaded download VBN work_nu5xpentbrcxdlcdt3lmatbur4 240 9 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 240 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 240 11 authors author NNS work_nu5xpentbrcxdlcdt3lmatbur4 240 12 ’ ’ POS work_nu5xpentbrcxdlcdt3lmatbur4 240 13 website website NN work_nu5xpentbrcxdlcdt3lmatbur4 240 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 241 1 238 238 CD work_nu5xpentbrcxdlcdt3lmatbur4 241 2 Jimmy Jimmy NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 3 Carter Carter NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 4 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 5 Ronald Ronald NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 6 Reagan Reagan NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 7 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 8 richard richard NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 9 nixon nixon NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 10 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 11 George George NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 12 Bush Bush NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 13 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 14 Lyndon Lyndon NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 15 Johnson Johnson NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 16 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 17 Richard Richard NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 18 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 19 Nixon Nixon NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 20 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 21 Gerald Gerald NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 22 Ford Ford NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 23 metalwork metalwork NN work_nu5xpentbrcxdlcdt3lmatbur4 241 24 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 25 porcelain porcelain NN work_nu5xpentbrcxdlcdt3lmatbur4 241 26 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 27 handicraft handicraft NN work_nu5xpentbrcxdlcdt3lmatbur4 241 28 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 29 jade jade NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 30 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 31 bronzeware bronzeware NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 32 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 33 carving carving NN work_nu5xpentbrcxdlcdt3lmatbur4 241 34 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 35 pottery pottery NN work_nu5xpentbrcxdlcdt3lmatbur4 241 36 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 37 ceramic ceramic NN work_nu5xpentbrcxdlcdt3lmatbur4 241 38 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 39 earthenware earthenware NN work_nu5xpentbrcxdlcdt3lmatbur4 241 40 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 41 jewelry jewelry NN work_nu5xpentbrcxdlcdt3lmatbur4 241 42 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 43 stoneware stoneware NN work_nu5xpentbrcxdlcdt3lmatbur4 241 44 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 45 lacquerware lacquerware NN work_nu5xpentbrcxdlcdt3lmatbur4 241 46 degradation degradation NN work_nu5xpentbrcxdlcdt3lmatbur4 241 47 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 48 erosion erosion NN work_nu5xpentbrcxdlcdt3lmatbur4 241 49 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 50 pollution pollution NN work_nu5xpentbrcxdlcdt3lmatbur4 241 51 ; ; , work_nu5xpentbrcxdlcdt3lmatbur4 241 52 logging log VBG work_nu5xpentbrcxdlcdt3lmatbur4 241 53 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 54 desertification desertification NN work_nu5xpentbrcxdlcdt3lmatbur4 241 55 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 56 siltation siltation NN work_nu5xpentbrcxdlcdt3lmatbur4 241 57 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 58 urbanization urbanization NN work_nu5xpentbrcxdlcdt3lmatbur4 241 59 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 60 felling felling NN work_nu5xpentbrcxdlcdt3lmatbur4 241 61 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 62 poaching poaching NN work_nu5xpentbrcxdlcdt3lmatbur4 241 63 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 64 soil soil NN work_nu5xpentbrcxdlcdt3lmatbur4 241 65 erosion erosion NN work_nu5xpentbrcxdlcdt3lmatbur4 241 66 ; ; , work_nu5xpentbrcxdlcdt3lmatbur4 241 67 depletion depletion NN work_nu5xpentbrcxdlcdt3lmatbur4 241 68 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 69 water water NN work_nu5xpentbrcxdlcdt3lmatbur4 241 70 pollution pollution NN work_nu5xpentbrcxdlcdt3lmatbur4 241 71 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 72 deforestation deforestation NN work_nu5xpentbrcxdlcdt3lmatbur4 241 73 expert expert NN work_nu5xpentbrcxdlcdt3lmatbur4 241 74 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 75 Wall Wall NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 76 Street Street NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 77 analyst analyst NN work_nu5xpentbrcxdlcdt3lmatbur4 241 78 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 79 analyst analyst NN work_nu5xpentbrcxdlcdt3lmatbur4 241 80 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 81 economist economist NN work_nu5xpentbrcxdlcdt3lmatbur4 241 82 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 83 telecommunications telecommunications NN work_nu5xpentbrcxdlcdt3lmatbur4 241 84 analyst analyst NN work_nu5xpentbrcxdlcdt3lmatbur4 241 85 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 86 strategist strategist NN work_nu5xpentbrcxdlcdt3lmatbur4 241 87 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 88 media medium NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 89 analyst analyst NN work_nu5xpentbrcxdlcdt3lmatbur4 241 90 fox fox NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 91 news news NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 92 channel channel NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 93 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 94 NBC NBC NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 95 News News NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 96 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 97 MSNBC MSNBC NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 98 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 99 Fox Fox NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 100 News News NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 101 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 102 CNBC CNBC NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 103 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 104 CNNfn CNNfn NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 105 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 106 C C NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 107 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 108 Span Span NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 109 Tuesdays Tuesdays NNPS work_nu5xpentbrcxdlcdt3lmatbur4 241 110 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 111 Wednesdays wednesday NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 112 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 113 weekday weekday NN work_nu5xpentbrcxdlcdt3lmatbur4 241 114 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 115 Mondays Mondays NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 116 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 117 Fridays friday NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 118 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 119 Thursdays thursday NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 120 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 121 sundays sunday NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 122 ; ; : work_nu5xpentbrcxdlcdt3lmatbur4 241 123 Saturdays Saturdays NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 124 Table Table NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 125 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 241 126 : : : work_nu5xpentbrcxdlcdt3lmatbur4 241 127 Examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 128 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 241 129 noun noun JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 130 clusters cluster NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 131 generated generate VBN work_nu5xpentbrcxdlcdt3lmatbur4 241 132 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 241 133 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 241 134 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 241 135 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 136 covering cover VBG work_nu5xpentbrcxdlcdt3lmatbur4 241 137 approach approach NN work_nu5xpentbrcxdlcdt3lmatbur4 241 138 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 241 139 σ σ NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 140 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 241 141 0.15 0.15 CD work_nu5xpentbrcxdlcdt3lmatbur4 241 142 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 241 143 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 241 144 , , , work_nu5xpentbrcxdlcdt3lmatbur4 241 145 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 241 146 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 241 147 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 241 148 would would MD work_nu5xpentbrcxdlcdt3lmatbur4 241 149 conjoin conjoin VB work_nu5xpentbrcxdlcdt3lmatbur4 241 150 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 241 151 corresponding correspond VBG work_nu5xpentbrcxdlcdt3lmatbur4 241 152 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 241 153 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 241 154 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 241 155 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 241 156 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 241 157 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 241 158 , , , work_nu5xpentbrcxdlcdt3lmatbur4 241 159 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 160 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 161 verb verb JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 162 , , , work_nu5xpentbrcxdlcdt3lmatbur4 241 163 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 164 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 165 noun noun NN work_nu5xpentbrcxdlcdt3lmatbur4 241 166 , , , work_nu5xpentbrcxdlcdt3lmatbur4 241 167 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 168 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 169 adjective adjective NN work_nu5xpentbrcxdlcdt3lmatbur4 241 170 , , , work_nu5xpentbrcxdlcdt3lmatbur4 241 171 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 241 172 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 241 173 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 241 174 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 241 175 . . . work_nu5xpentbrcxdlcdt3lmatbur4 242 1 5.2 5.2 CD work_nu5xpentbrcxdlcdt3lmatbur4 242 2 Experimental experimental JJ work_nu5xpentbrcxdlcdt3lmatbur4 242 3 setup setup NN work_nu5xpentbrcxdlcdt3lmatbur4 242 4 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 242 5 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 6 All all PDT work_nu5xpentbrcxdlcdt3lmatbur4 242 7 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 242 8 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 9 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 242 10 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 242 11 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 242 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 242 13 Sem- Sem- NNP work_nu5xpentbrcxdlcdt3lmatbur4 242 14 Eval eval NN work_nu5xpentbrcxdlcdt3lmatbur4 242 15 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 242 16 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 17 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 242 18 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 242 19 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 242 20 disambigua- disambigua- FW work_nu5xpentbrcxdlcdt3lmatbur4 242 21 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 242 22 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 242 23 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 242 24 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 242 25 Hargraves Hargraves NNP work_nu5xpentbrcxdlcdt3lmatbur4 242 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 242 27 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 242 28 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 242 29 comprising comprise VBG work_nu5xpentbrcxdlcdt3lmatbur4 242 30 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 242 31 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 242 32 annotation annotation NN work_nu5xpentbrcxdlcdt3lmatbur4 242 33 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 242 34 16176 16176 CD work_nu5xpentbrcxdlcdt3lmatbur4 242 35 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 242 36 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 242 37 8058 8058 CD work_nu5xpentbrcxdlcdt3lmatbur4 242 38 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 39 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 242 40 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 41 labeled label VBN work_nu5xpentbrcxdlcdt3lmatbur4 242 42 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 242 43 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 242 44 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 242 45 . . . work_nu5xpentbrcxdlcdt3lmatbur4 243 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 243 2 pre pre VBP work_nu5xpentbrcxdlcdt3lmatbur4 243 3 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 243 4 processed process VBN work_nu5xpentbrcxdlcdt3lmatbur4 243 5 sentences sentence NNS work_nu5xpentbrcxdlcdt3lmatbur4 243 6 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 243 7 part part NN work_nu5xpentbrcxdlcdt3lmatbur4 243 8 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 243 9 of- of- VBN work_nu5xpentbrcxdlcdt3lmatbur4 243 10 speech speech NN work_nu5xpentbrcxdlcdt3lmatbur4 243 11 tags tag NNS work_nu5xpentbrcxdlcdt3lmatbur4 243 12 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 243 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 243 14 Illinois Illinois NNP work_nu5xpentbrcxdlcdt3lmatbur4 243 15 POS POS NNP work_nu5xpentbrcxdlcdt3lmatbur4 243 16 tagger tagger NN work_nu5xpentbrcxdlcdt3lmatbur4 243 17 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 243 18 de- de- VBP work_nu5xpentbrcxdlcdt3lmatbur4 243 19 pendency pendency NN work_nu5xpentbrcxdlcdt3lmatbur4 243 20 graphs graph NNS work_nu5xpentbrcxdlcdt3lmatbur4 243 21 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 243 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 243 23 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 243 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 243 25 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 243 26 Goldberg Goldberg NNP work_nu5xpentbrcxdlcdt3lmatbur4 243 27 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 243 28 Elhadad Elhadad NNP work_nu5xpentbrcxdlcdt3lmatbur4 243 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 243 30 2010)6 2010)6 CD work_nu5xpentbrcxdlcdt3lmatbur4 243 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 244 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 244 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 244 3 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 244 4 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 244 5 be- be- XX work_nu5xpentbrcxdlcdt3lmatbur4 244 6 low low NN work_nu5xpentbrcxdlcdt3lmatbur4 244 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 244 8 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 244 9 used use VBD work_nu5xpentbrcxdlcdt3lmatbur4 244 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 244 11 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 244 12 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 244 13 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 244 14 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 244 15 set set VBN work_nu5xpentbrcxdlcdt3lmatbur4 244 16 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 244 17 train train VB work_nu5xpentbrcxdlcdt3lmatbur4 244 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 244 19 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 244 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 244 21 evaluate evaluate VB work_nu5xpentbrcxdlcdt3lmatbur4 244 22 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 244 23 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 244 24 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 244 25 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 244 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 244 27 test test NN work_nu5xpentbrcxdlcdt3lmatbur4 244 28 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 244 29 . . . work_nu5xpentbrcxdlcdt3lmatbur4 245 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 245 2 chose choose VBD work_nu5xpentbrcxdlcdt3lmatbur4 245 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 245 4 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 245 5 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 245 6 parameter parameter NN work_nu5xpentbrcxdlcdt3lmatbur4 245 7 C C NNP work_nu5xpentbrcxdlcdt3lmatbur4 245 8 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 245 9 five five CD work_nu5xpentbrcxdlcdt3lmatbur4 245 10 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 245 11 fold fold JJ work_nu5xpentbrcxdlcdt3lmatbur4 245 12 cross cross NN work_nu5xpentbrcxdlcdt3lmatbur4 245 13 - - NN work_nu5xpentbrcxdlcdt3lmatbur4 245 14 validation validation NN work_nu5xpentbrcxdlcdt3lmatbur4 245 15 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 245 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 245 17 1000 1000 CD work_nu5xpentbrcxdlcdt3lmatbur4 245 18 random random JJ work_nu5xpentbrcxdlcdt3lmatbur4 245 19 exam- exam- JJ work_nu5xpentbrcxdlcdt3lmatbur4 245 20 ples ple NNS work_nu5xpentbrcxdlcdt3lmatbur4 245 21 chosen choose VBN work_nu5xpentbrcxdlcdt3lmatbur4 245 22 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 245 23 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 245 24 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 245 25 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 245 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 246 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 246 2 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 246 3 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 246 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 246 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 246 6 picked pick VBD work_nu5xpentbrcxdlcdt3lmatbur4 246 7 α α NNP work_nu5xpentbrcxdlcdt3lmatbur4 246 8 = = SYM work_nu5xpentbrcxdlcdt3lmatbur4 246 9 0.1 0.1 CD work_nu5xpentbrcxdlcdt3lmatbur4 246 10 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 246 11 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 246 12 validation validation NN work_nu5xpentbrcxdlcdt3lmatbur4 246 13 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 246 14 consisting consist VBG work_nu5xpentbrcxdlcdt3lmatbur4 246 15 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 246 16 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 246 17 separate separate JJ work_nu5xpentbrcxdlcdt3lmatbur4 246 18 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 246 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 246 20 1000 1000 CD work_nu5xpentbrcxdlcdt3lmatbur4 246 21 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 246 22 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 246 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 247 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 247 2 ran run VBD work_nu5xpentbrcxdlcdt3lmatbur4 247 3 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 247 4 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 247 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 247 6 20 20 CD work_nu5xpentbrcxdlcdt3lmatbur4 247 7 rounds round NNS work_nu5xpentbrcxdlcdt3lmatbur4 247 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 248 1 Predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 248 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 248 3 most most RBS work_nu5xpentbrcxdlcdt3lmatbur4 248 4 frequent frequent JJ work_nu5xpentbrcxdlcdt3lmatbur4 248 5 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 248 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 248 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 248 8 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 248 9 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 248 10 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 248 11 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 248 12 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 248 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 248 14 21.18 21.18 CD work_nu5xpentbrcxdlcdt3lmatbur4 248 15 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 248 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 249 1 Even even RB work_nu5xpentbrcxdlcdt3lmatbur4 249 2 though though IN work_nu5xpentbrcxdlcdt3lmatbur4 249 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 249 4 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 249 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 249 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 249 7 most most RBS work_nu5xpentbrcxdlcdt3lmatbur4 249 8 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 249 9 frequent frequent JJ work_nu5xpentbrcxdlcdt3lmatbur4 249 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 249 11 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 249 12 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 249 13 poor poor JJ work_nu5xpentbrcxdlcdt3lmatbur4 249 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 249 15 it -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 249 16 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 249 17 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 249 18 represent represent VB work_nu5xpentbrcxdlcdt3lmatbur4 249 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 249 20 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 249 21 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 249 22 difficulty difficulty NN work_nu5xpentbrcxdlcdt3lmatbur4 249 23 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 249 24 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 249 25 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 249 26 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 249 27 good good JJ work_nu5xpentbrcxdlcdt3lmatbur4 249 28 baseline baseline NN work_nu5xpentbrcxdlcdt3lmatbur4 249 29 . . . work_nu5xpentbrcxdlcdt3lmatbur4 250 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 250 2 compare compare VB work_nu5xpentbrcxdlcdt3lmatbur4 250 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 250 5 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 250 6 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 250 7 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 250 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 9 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 250 10 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 250 11 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 250 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 250 13 neighboring neighboring NN work_nu5xpentbrcxdlcdt3lmatbur4 250 14 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 250 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 16 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 250 17 Ye Ye NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 18 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 250 19 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 21 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 250 22 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 250 23 obtained obtain VBD work_nu5xpentbrcxdlcdt3lmatbur4 250 24 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 250 25 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 250 26 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 250 27 69.3 69.3 CD work_nu5xpentbrcxdlcdt3lmatbur4 250 28 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 250 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 250 31 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 250 32 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 250 33 designed design VBN work_nu5xpentbrcxdlcdt3lmatbur4 250 34 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 250 35 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 250 36 prepo- prepo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 37 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 250 38 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 250 39 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 250 40 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 41 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 250 42 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 43 et et FW work_nu5xpentbrcxdlcdt3lmatbur4 250 44 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 45 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 250 46 , , , work_nu5xpentbrcxdlcdt3lmatbur4 250 47 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 250 48 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 250 49 get get VB work_nu5xpentbrcxdlcdt3lmatbur4 250 50 up up IN work_nu5xpentbrcxdlcdt3lmatbur4 250 51 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 250 52 84.8 84.8 CD work_nu5xpentbrcxdlcdt3lmatbur4 250 53 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 250 54 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 250 55 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 250 56 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 250 57 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 250 58 . . . work_nu5xpentbrcxdlcdt3lmatbur4 251 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 251 2 re re NN work_nu5xpentbrcxdlcdt3lmatbur4 251 3 - - NN work_nu5xpentbrcxdlcdt3lmatbur4 251 4 implementation implementation NN work_nu5xpentbrcxdlcdt3lmatbur4 251 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 251 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 251 7 latter latter JJ work_nu5xpentbrcxdlcdt3lmatbur4 251 8 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 251 9 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 251 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 251 11 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 251 12 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 251 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 251 14 pre pre NN work_nu5xpentbrcxdlcdt3lmatbur4 251 15 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 251 16 processing processing JJ work_nu5xpentbrcxdlcdt3lmatbur4 251 17 tools tool NNS work_nu5xpentbrcxdlcdt3lmatbur4 251 18 gets get VBZ work_nu5xpentbrcxdlcdt3lmatbur4 251 19 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 251 20 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 251 21 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 251 22 83.53 83.53 CD work_nu5xpentbrcxdlcdt3lmatbur4 251 23 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 251 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 252 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 252 2 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 252 3 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 252 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 252 5 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 252 6 baseline baseline NN work_nu5xpentbrcxdlcdt3lmatbur4 252 7 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 252 8 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 252 9 6We 6we CD work_nu5xpentbrcxdlcdt3lmatbur4 252 10 used use VBD work_nu5xpentbrcxdlcdt3lmatbur4 252 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 252 12 Curator Curator NNP work_nu5xpentbrcxdlcdt3lmatbur4 252 13 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 252 14 Clarke Clarke NNP work_nu5xpentbrcxdlcdt3lmatbur4 252 15 et et NNP work_nu5xpentbrcxdlcdt3lmatbur4 252 16 al al NNP work_nu5xpentbrcxdlcdt3lmatbur4 252 17 . . NNP work_nu5xpentbrcxdlcdt3lmatbur4 252 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 252 19 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 252 20 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 252 21 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 252 22 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 252 23 pre- pre- NN work_nu5xpentbrcxdlcdt3lmatbur4 252 24 processing processing NN work_nu5xpentbrcxdlcdt3lmatbur4 252 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 253 1 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 253 2 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 253 3 uses use VBZ work_nu5xpentbrcxdlcdt3lmatbur4 253 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 253 5 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 253 6 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 253 7 set set VBN work_nu5xpentbrcxdlcdt3lmatbur4 253 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 253 9 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 253 10 with- with- VB work_nu5xpentbrcxdlcdt3lmatbur4 253 11 out out RP work_nu5xpentbrcxdlcdt3lmatbur4 253 12 any any DT work_nu5xpentbrcxdlcdt3lmatbur4 253 13 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 253 14 information information NN work_nu5xpentbrcxdlcdt3lmatbur4 253 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 254 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 254 2 produces produce VBZ work_nu5xpentbrcxdlcdt3lmatbur4 254 3 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 254 4 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 254 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 254 6 88.01 88.01 CD work_nu5xpentbrcxdlcdt3lmatbur4 254 7 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 254 8 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 254 9 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 254 10 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 254 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 254 12 88.64 88.64 CD work_nu5xpentbrcxdlcdt3lmatbur4 254 13 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 254 14 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 254 15 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 254 16 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 254 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 255 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 255 2 report report VBP work_nu5xpentbrcxdlcdt3lmatbur4 255 3 statistical statistical JJ work_nu5xpentbrcxdlcdt3lmatbur4 255 4 significance significance NN work_nu5xpentbrcxdlcdt3lmatbur4 255 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 255 6 results result NNS work_nu5xpentbrcxdlcdt3lmatbur4 255 7 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 255 8 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 255 9 implementation implementation NN work_nu5xpentbrcxdlcdt3lmatbur4 255 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 255 11 Dan Dan NNP work_nu5xpentbrcxdlcdt3lmatbur4 255 12 Bikel Bikel NNP work_nu5xpentbrcxdlcdt3lmatbur4 255 13 ’s ’s POS work_nu5xpentbrcxdlcdt3lmatbur4 255 14 stratified stratify VBN work_nu5xpentbrcxdlcdt3lmatbur4 255 15 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 255 16 shuffling shuffling NN work_nu5xpentbrcxdlcdt3lmatbur4 255 17 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 255 18 statistical statistical JJ work_nu5xpentbrcxdlcdt3lmatbur4 255 19 significance significance NN work_nu5xpentbrcxdlcdt3lmatbur4 255 20 tester7 tester7 NN work_nu5xpentbrcxdlcdt3lmatbur4 255 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 256 1 5.3 5.3 CD work_nu5xpentbrcxdlcdt3lmatbur4 256 2 Main main JJ work_nu5xpentbrcxdlcdt3lmatbur4 256 3 results result NNS work_nu5xpentbrcxdlcdt3lmatbur4 256 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 256 5 Relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 256 6 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 256 7 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 256 8 main main JJ work_nu5xpentbrcxdlcdt3lmatbur4 256 9 result result NN work_nu5xpentbrcxdlcdt3lmatbur4 256 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 256 11 presented present VBN work_nu5xpentbrcxdlcdt3lmatbur4 256 12 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 256 13 Table Table NNP work_nu5xpentbrcxdlcdt3lmatbur4 256 14 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 256 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 256 16 compares compare VBZ work_nu5xpentbrcxdlcdt3lmatbur4 256 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 256 18 baseline baseline NN work_nu5xpentbrcxdlcdt3lmatbur4 256 19 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 256 20 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 256 21 without without IN work_nu5xpentbrcxdlcdt3lmatbur4 256 22 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 256 23 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 256 24 against against IN work_nu5xpentbrcxdlcdt3lmatbur4 256 25 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 256 26 sys- sys- NN work_nu5xpentbrcxdlcdt3lmatbur4 256 27 tems tem NNS work_nu5xpentbrcxdlcdt3lmatbur4 256 28 , , , work_nu5xpentbrcxdlcdt3lmatbur4 256 29 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 256 30 both both DT work_nu5xpentbrcxdlcdt3lmatbur4 256 31 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 256 32 described describe VBN work_nu5xpentbrcxdlcdt3lmatbur4 256 33 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 256 34 Section section NN work_nu5xpentbrcxdlcdt3lmatbur4 256 35 4 4 CD work_nu5xpentbrcxdlcdt3lmatbur4 256 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 257 1 First first RB work_nu5xpentbrcxdlcdt3lmatbur4 257 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 257 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 257 4 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 257 5 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 257 6 adding add VBG work_nu5xpentbrcxdlcdt3lmatbur4 257 7 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 257 8 information information NN work_nu5xpentbrcxdlcdt3lmatbur4 257 9 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 257 10 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 257 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 257 12 improves improve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 257 13 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 257 14 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 257 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 257 16 baseline baseline NN work_nu5xpentbrcxdlcdt3lmatbur4 257 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 258 1 Expand- Expand- NNP work_nu5xpentbrcxdlcdt3lmatbur4 258 2 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 258 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 258 4 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 258 5 space space NN work_nu5xpentbrcxdlcdt3lmatbur4 258 6 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 258 7 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 258 8 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 258 9 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 258 10 further further RB work_nu5xpentbrcxdlcdt3lmatbur4 258 11 im- im- JJ work_nu5xpentbrcxdlcdt3lmatbur4 258 12 provements provement NNS work_nu5xpentbrcxdlcdt3lmatbur4 258 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 259 1 Finally finally RB work_nu5xpentbrcxdlcdt3lmatbur4 259 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 259 3 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 259 4 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 259 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 259 6 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 259 7 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 259 8 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 259 9 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 259 10 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 259 11 another another DT work_nu5xpentbrcxdlcdt3lmatbur4 259 12 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 259 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 260 1 Setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 260 2 Accuracy Accuracy NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 3 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 4 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 5 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 260 6 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 7 No no DT work_nu5xpentbrcxdlcdt3lmatbur4 260 8 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 260 9 88.01 88.01 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 10 88.64 88.64 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 11 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 260 12 88.77 88.77 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 13 89.14 89.14 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 14 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 15 89.90∗ 89.90∗ CD work_nu5xpentbrcxdlcdt3lmatbur4 260 16 89.43∗ 89.43∗ CD work_nu5xpentbrcxdlcdt3lmatbur4 260 17 Joint Joint NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 18 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 19 & & CC work_nu5xpentbrcxdlcdt3lmatbur4 260 20 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 260 21 89.99∗ 89.99∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 260 22 90.26∗† 90.26∗† CD work_nu5xpentbrcxdlcdt3lmatbur4 260 23 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 260 24 5 5 CD work_nu5xpentbrcxdlcdt3lmatbur4 260 25 : : : work_nu5xpentbrcxdlcdt3lmatbur4 260 26 Main main JJ work_nu5xpentbrcxdlcdt3lmatbur4 260 27 results result NNS work_nu5xpentbrcxdlcdt3lmatbur4 260 28 : : : work_nu5xpentbrcxdlcdt3lmatbur4 260 29 Accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 260 30 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 260 31 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 260 32 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 260 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 261 1 Results result NNS work_nu5xpentbrcxdlcdt3lmatbur4 261 2 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 261 3 bold bold JJ work_nu5xpentbrcxdlcdt3lmatbur4 261 4 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 261 5 statistically statistically RB work_nu5xpentbrcxdlcdt3lmatbur4 261 6 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 261 7 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 261 8 p p NN work_nu5xpentbrcxdlcdt3lmatbur4 261 9 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 261 10 0.01 0.01 XX work_nu5xpentbrcxdlcdt3lmatbur4 261 11 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 261 12 improvements improvement NNS work_nu5xpentbrcxdlcdt3lmatbur4 261 13 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 261 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 261 15 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 261 16 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 261 17 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 261 18 unaware unaware JJ work_nu5xpentbrcxdlcdt3lmatbur4 261 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 261 20 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 261 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 262 1 Superscripts Superscripts NNPS work_nu5xpentbrcxdlcdt3lmatbur4 262 2 ∗ ∗ NNP work_nu5xpentbrcxdlcdt3lmatbur4 262 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 262 4 † † NNS work_nu5xpentbrcxdlcdt3lmatbur4 262 5 indicate indicate VBP work_nu5xpentbrcxdlcdt3lmatbur4 262 6 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 262 7 improvements improvement NNS work_nu5xpentbrcxdlcdt3lmatbur4 262 8 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 262 9 typed typed JJ work_nu5xpentbrcxdlcdt3lmatbur4 262 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 262 11 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 262 12 respectively respectively RB work_nu5xpentbrcxdlcdt3lmatbur4 262 13 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 262 14 p p NN work_nu5xpentbrcxdlcdt3lmatbur4 262 15 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 262 16 0.01 0.01 XX work_nu5xpentbrcxdlcdt3lmatbur4 262 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 263 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 263 2 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 263 3 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 263 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 263 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 263 6 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 263 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 263 8 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 263 9 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 263 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 263 11 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 263 12 with- with- VBG work_nu5xpentbrcxdlcdt3lmatbur4 263 13 out out RP work_nu5xpentbrcxdlcdt3lmatbur4 263 14 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 263 15 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 263 16 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 263 17 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 263 18 p p NN work_nu5xpentbrcxdlcdt3lmatbur4 263 19 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 263 20 0.05 0.05 CD work_nu5xpentbrcxdlcdt3lmatbur4 263 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 264 1 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 264 2 objective objective NN work_nu5xpentbrcxdlcdt3lmatbur4 264 3 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 264 4 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 264 5 predicting predict VBG work_nu5xpentbrcxdlcdt3lmatbur4 264 6 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 264 7 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 264 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 265 1 However however RB work_nu5xpentbrcxdlcdt3lmatbur4 265 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 265 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 265 4 observe observe VBP work_nu5xpentbrcxdlcdt3lmatbur4 265 5 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 265 6 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 265 7 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 265 8 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 265 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 265 10 jointly jointly RB work_nu5xpentbrcxdlcdt3lmatbur4 265 11 pre- pre- RB work_nu5xpentbrcxdlcdt3lmatbur4 265 12 dicting dicte VBG work_nu5xpentbrcxdlcdt3lmatbur4 265 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 265 14 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 265 15 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 265 16 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 265 17 improves improve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 265 18 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 265 19 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 265 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 265 21 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 265 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 265 23 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 265 24 identification identification NN work_nu5xpentbrcxdlcdt3lmatbur4 265 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 265 26 but but CC work_nu5xpentbrcxdlcdt3lmatbur4 265 27 via via IN work_nu5xpentbrcxdlcdt3lmatbur4 265 28 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 265 29 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 265 30 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 265 31 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 265 32 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 265 33 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 265 34 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 265 35 leads lead VBZ work_nu5xpentbrcxdlcdt3lmatbur4 265 36 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 265 37 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 265 38 large large JJ work_nu5xpentbrcxdlcdt3lmatbur4 265 39 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 265 40 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 265 41 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 265 42 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 265 43 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 265 44 . . . work_nu5xpentbrcxdlcdt3lmatbur4 266 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 266 2 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 266 3 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 266 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 266 5 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 266 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 266 7 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 266 8 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 266 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 267 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 267 2 7http://www.cis.upenn.edu/∼dbikel/software.html 7http://www.cis.upenn.edu/∼dbikel/software.html NNP work_nu5xpentbrcxdlcdt3lmatbur4 267 3 239 239 CD work_nu5xpentbrcxdlcdt3lmatbur4 267 4 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 267 5 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 267 6 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 267 7 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 267 8 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 267 9 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 267 10 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 267 11 lead lead VB work_nu5xpentbrcxdlcdt3lmatbur4 267 12 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 267 13 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 267 14 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 267 15 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 267 16 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 267 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 267 18 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 267 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 267 20 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 267 21 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 267 22 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 267 23 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 267 24 ab- ab- JJ work_nu5xpentbrcxdlcdt3lmatbur4 267 25 solute solute JJ work_nu5xpentbrcxdlcdt3lmatbur4 267 26 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 267 27 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 267 28 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 267 29 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 267 30 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 267 31 . . . work_nu5xpentbrcxdlcdt3lmatbur4 268 1 Setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 268 2 Sense Sense NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 3 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 268 4 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 5 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 268 6 re re NN work_nu5xpentbrcxdlcdt3lmatbur4 268 7 - - NN work_nu5xpentbrcxdlcdt3lmatbur4 268 8 implementation implementation JJ work_nu5xpentbrcxdlcdt3lmatbur4 268 9 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 268 10 83.53 83.53 CD work_nu5xpentbrcxdlcdt3lmatbur4 268 11 Joint Joint NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 12 + + SYM work_nu5xpentbrcxdlcdt3lmatbur4 268 13 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 14 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 268 15 83.78 83.78 CD work_nu5xpentbrcxdlcdt3lmatbur4 268 16 Joint Joint NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 17 + + SYM work_nu5xpentbrcxdlcdt3lmatbur4 268 18 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 268 19 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 268 20 84.78∗ 84.78∗ CD work_nu5xpentbrcxdlcdt3lmatbur4 268 21 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 268 22 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 268 23 : : : work_nu5xpentbrcxdlcdt3lmatbur4 268 24 Sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 268 25 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 268 26 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 268 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 269 1 Joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 269 2 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 269 3 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 269 4 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 269 5 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 269 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 269 7 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 269 8 improving improve VBG work_nu5xpentbrcxdlcdt3lmatbur4 269 9 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 269 10 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 269 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 269 12 does do VBZ work_nu5xpentbrcxdlcdt3lmatbur4 269 13 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 269 14 help help VB work_nu5xpentbrcxdlcdt3lmatbur4 269 15 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 269 16 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 269 17 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 269 18 comparison comparison NN work_nu5xpentbrcxdlcdt3lmatbur4 269 19 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 269 20 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 269 21 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 269 22 implementation implementation NN work_nu5xpentbrcxdlcdt3lmatbur4 269 23 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 269 24 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 269 25 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 269 26 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 269 27 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 269 28 sys- sys- NNP work_nu5xpentbrcxdlcdt3lmatbur4 269 29 tem tem NNP work_nu5xpentbrcxdlcdt3lmatbur4 269 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 270 1 However however RB work_nu5xpentbrcxdlcdt3lmatbur4 270 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 270 3 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 270 4 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 270 5 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 270 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 270 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 270 8 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 270 9 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 270 10 statis- statis- JJ work_nu5xpentbrcxdlcdt3lmatbur4 270 11 tically tically RB work_nu5xpentbrcxdlcdt3lmatbur4 270 12 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 270 13 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 270 14 p p NN work_nu5xpentbrcxdlcdt3lmatbur4 270 15 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 270 16 0.01 0.01 XX work_nu5xpentbrcxdlcdt3lmatbur4 270 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 271 1 5.4 5.4 CD work_nu5xpentbrcxdlcdt3lmatbur4 271 2 Ablation ablation NN work_nu5xpentbrcxdlcdt3lmatbur4 271 3 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 271 4 Feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 271 5 sharing share VBG work_nu5xpentbrcxdlcdt3lmatbur4 271 6 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 271 7 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 271 8 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 271 9 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 271 10 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 271 11 analysis analysis NN work_nu5xpentbrcxdlcdt3lmatbur4 271 12 experiment experiment NN work_nu5xpentbrcxdlcdt3lmatbur4 271 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 271 14 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 271 15 seek seek VBP work_nu5xpentbrcxdlcdt3lmatbur4 271 16 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 271 17 highlight highlight VB work_nu5xpentbrcxdlcdt3lmatbur4 271 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 271 19 utility utility NN work_nu5xpentbrcxdlcdt3lmatbur4 271 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 271 21 sharing share VBG work_nu5xpentbrcxdlcdt3lmatbur4 271 22 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 271 23 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 271 24 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 271 25 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 271 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 272 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 272 2 do do VB work_nu5xpentbrcxdlcdt3lmatbur4 272 3 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 272 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 272 5 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 272 6 compare compare VBP work_nu5xpentbrcxdlcdt3lmatbur4 272 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 272 8 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 272 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 272 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 272 11 sys- sys- NN work_nu5xpentbrcxdlcdt3lmatbur4 272 12 tem tem NN work_nu5xpentbrcxdlcdt3lmatbur4 272 13 trained train VBN work_nu5xpentbrcxdlcdt3lmatbur4 272 14 without without IN work_nu5xpentbrcxdlcdt3lmatbur4 272 15 shared shared JJ work_nu5xpentbrcxdlcdt3lmatbur4 272 16 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 272 17 against against IN work_nu5xpentbrcxdlcdt3lmatbur4 272 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 272 19 type- type- NNP work_nu5xpentbrcxdlcdt3lmatbur4 272 20 independent independent JJ work_nu5xpentbrcxdlcdt3lmatbur4 272 21 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 272 22 , , , work_nu5xpentbrcxdlcdt3lmatbur4 272 23 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 272 24 uses use VBZ work_nu5xpentbrcxdlcdt3lmatbur4 272 25 shared shared JJ work_nu5xpentbrcxdlcdt3lmatbur4 272 26 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 272 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 273 1 To to TO work_nu5xpentbrcxdlcdt3lmatbur4 273 2 discount discount VB work_nu5xpentbrcxdlcdt3lmatbur4 273 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 273 4 influence influence NN work_nu5xpentbrcxdlcdt3lmatbur4 273 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 273 6 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 273 7 factors factor NNS work_nu5xpentbrcxdlcdt3lmatbur4 273 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 273 9 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 273 10 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 273 11 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 273 12 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 273 13 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 273 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 273 15 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 273 16 setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 273 17 without without IN work_nu5xpentbrcxdlcdt3lmatbur4 273 18 any any DT work_nu5xpentbrcxdlcdt3lmatbur4 273 19 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 273 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 274 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 274 2 7 7 CD work_nu5xpentbrcxdlcdt3lmatbur4 274 3 reports report VBZ work_nu5xpentbrcxdlcdt3lmatbur4 274 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 274 5 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 274 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 274 7 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 274 8 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 274 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 274 10 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 274 11 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 274 12 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 274 13 sets set NNS work_nu5xpentbrcxdlcdt3lmatbur4 274 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 275 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 275 2 observed observe VBD work_nu5xpentbrcxdlcdt3lmatbur4 275 3 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 275 4 similar similar JJ work_nu5xpentbrcxdlcdt3lmatbur4 275 5 improve- improve- NN work_nu5xpentbrcxdlcdt3lmatbur4 275 6 ment ment NN work_nu5xpentbrcxdlcdt3lmatbur4 275 7 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 275 8 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 275 9 even even RB work_nu5xpentbrcxdlcdt3lmatbur4 275 10 when when WRB work_nu5xpentbrcxdlcdt3lmatbur4 275 11 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 275 12 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 275 13 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 275 14 added add VBN work_nu5xpentbrcxdlcdt3lmatbur4 275 15 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 275 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 275 17 setting setting NN work_nu5xpentbrcxdlcdt3lmatbur4 275 18 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 275 19 changed change VBN work_nu5xpentbrcxdlcdt3lmatbur4 275 20 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 275 21 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 275 22 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 275 23 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 275 24 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 275 25 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 275 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 276 1 Setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 276 2 Accuracy Accuracy NNP work_nu5xpentbrcxdlcdt3lmatbur4 276 3 Independent Independent NNP work_nu5xpentbrcxdlcdt3lmatbur4 276 4 87.17 87.17 CD work_nu5xpentbrcxdlcdt3lmatbur4 276 5 + + CD work_nu5xpentbrcxdlcdt3lmatbur4 276 6 Shared share VBN work_nu5xpentbrcxdlcdt3lmatbur4 276 7 88.01 88.01 CD work_nu5xpentbrcxdlcdt3lmatbur4 276 8 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 276 9 7 7 CD work_nu5xpentbrcxdlcdt3lmatbur4 276 10 : : : work_nu5xpentbrcxdlcdt3lmatbur4 276 11 Comparing compare VBG work_nu5xpentbrcxdlcdt3lmatbur4 276 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 276 13 effect effect NN work_nu5xpentbrcxdlcdt3lmatbur4 276 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 276 15 feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 276 16 sharing share VBG work_nu5xpentbrcxdlcdt3lmatbur4 276 17 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 276 18 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 276 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 277 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 277 2 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 277 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 277 4 having have VBG work_nu5xpentbrcxdlcdt3lmatbur4 277 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 277 6 shared share VBN work_nu5xpentbrcxdlcdt3lmatbur4 277 7 representation representation NN work_nu5xpentbrcxdlcdt3lmatbur4 277 8 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 277 9 goes go VBZ work_nu5xpentbrcxdlcdt3lmatbur4 277 10 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 277 11 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 277 12 improves improve VBZ work_nu5xpentbrcxdlcdt3lmatbur4 277 13 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 277 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 277 15 rela- rela- NNP work_nu5xpentbrcxdlcdt3lmatbur4 277 16 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 277 17 prediction prediction NNP work_nu5xpentbrcxdlcdt3lmatbur4 277 18 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 277 19 p p NNP work_nu5xpentbrcxdlcdt3lmatbur4 277 20 < < XX work_nu5xpentbrcxdlcdt3lmatbur4 277 21 0.01 0.01 XX work_nu5xpentbrcxdlcdt3lmatbur4 277 22 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 277 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 278 1 Different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 278 2 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 278 3 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 278 4 generators generator VBZ work_nu5xpentbrcxdlcdt3lmatbur4 278 5 Our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 278 6 second second JJ work_nu5xpentbrcxdlcdt3lmatbur4 278 7 ablation ablation NN work_nu5xpentbrcxdlcdt3lmatbur4 278 8 study study NN work_nu5xpentbrcxdlcdt3lmatbur4 278 9 looks look VBZ work_nu5xpentbrcxdlcdt3lmatbur4 278 10 at at IN work_nu5xpentbrcxdlcdt3lmatbur4 278 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 278 12 effect effect NN work_nu5xpentbrcxdlcdt3lmatbur4 278 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 278 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 278 15 var- var- NNP work_nu5xpentbrcxdlcdt3lmatbur4 278 16 ious ious JJ work_nu5xpentbrcxdlcdt3lmatbur4 278 17 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 278 18 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 278 19 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 278 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 279 1 Recall recall VB work_nu5xpentbrcxdlcdt3lmatbur4 279 2 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 279 3 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 279 4 addition addition NN work_nu5xpentbrcxdlcdt3lmatbur4 279 5 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 279 6 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 279 7 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 279 8 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 279 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 279 10 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 279 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 279 12 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 279 13 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 279 14 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 279 15 use use VBP work_nu5xpentbrcxdlcdt3lmatbur4 279 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 279 17 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 279 18 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 279 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 279 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 279 21 previous previous JJ work_nu5xpentbrcxdlcdt3lmatbur4 279 22 noun noun NN work_nu5xpentbrcxdlcdt3lmatbur4 279 23 , , , work_nu5xpentbrcxdlcdt3lmatbur4 279 24 adjective adjective JJ work_nu5xpentbrcxdlcdt3lmatbur4 279 25 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 279 26 verb verb JJ work_nu5xpentbrcxdlcdt3lmatbur4 279 27 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 279 28 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 279 29 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 279 30 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 279 31 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 279 32 next next JJ work_nu5xpentbrcxdlcdt3lmatbur4 279 33 noun noun NN work_nu5xpentbrcxdlcdt3lmatbur4 279 34 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 279 35 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 279 36 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 279 37 . . . work_nu5xpentbrcxdlcdt3lmatbur4 280 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 280 2 refer refer VBP work_nu5xpentbrcxdlcdt3lmatbur4 280 3 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 280 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 280 5 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 280 6 generated generate VBN work_nu5xpentbrcxdlcdt3lmatbur4 280 7 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 280 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 280 9 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 280 10 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 280 11 Parser Parser NNP work_nu5xpentbrcxdlcdt3lmatbur4 280 12 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 280 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 280 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 280 15 others other NNS work_nu5xpentbrcxdlcdt3lmatbur4 280 16 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 280 17 Heuristics Heuristics NNP work_nu5xpentbrcxdlcdt3lmatbur4 280 18 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 280 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 281 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 281 2 8 8 CD work_nu5xpentbrcxdlcdt3lmatbur4 281 3 compares compare VBZ work_nu5xpentbrcxdlcdt3lmatbur4 281 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 281 5 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 281 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 281 7 these these DT work_nu5xpentbrcxdlcdt3lmatbur4 281 8 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 281 9 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 281 10 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 281 11 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 281 12 against against IN work_nu5xpentbrcxdlcdt3lmatbur4 281 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 281 14 full full JJ work_nu5xpentbrcxdlcdt3lmatbur4 281 15 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 281 16 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 281 17 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 281 18 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 281 19 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 281 20 both both CC work_nu5xpentbrcxdlcdt3lmatbur4 281 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 281 22 typed typed JJ work_nu5xpentbrcxdlcdt3lmatbur4 281 23 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 281 24 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 281 25 settings setting NNS work_nu5xpentbrcxdlcdt3lmatbur4 281 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 282 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 282 2 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 282 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 282 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 282 5 heuristics heuristic NNS work_nu5xpentbrcxdlcdt3lmatbur4 282 6 give give VBP work_nu5xpentbrcxdlcdt3lmatbur4 282 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 282 8 better well JJR work_nu5xpentbrcxdlcdt3lmatbur4 282 9 accu- accu- NN work_nu5xpentbrcxdlcdt3lmatbur4 282 10 racy racy NN work_nu5xpentbrcxdlcdt3lmatbur4 282 11 than than IN work_nu5xpentbrcxdlcdt3lmatbur4 282 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 282 13 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 282 14 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 282 15 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 282 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 283 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 283 2 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 283 3 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 283 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 283 5 heuristics heuristic NNS work_nu5xpentbrcxdlcdt3lmatbur4 283 6 often often RB work_nu5xpentbrcxdlcdt3lmatbur4 283 7 contain contain VBP work_nu5xpentbrcxdlcdt3lmatbur4 283 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 283 9 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 283 10 / / SYM work_nu5xpentbrcxdlcdt3lmatbur4 283 11 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 283 12 pre- pre- NN work_nu5xpentbrcxdlcdt3lmatbur4 283 13 dicted dicte VBN work_nu5xpentbrcxdlcdt3lmatbur4 283 14 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 283 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 283 16 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 283 17 . . . work_nu5xpentbrcxdlcdt3lmatbur4 284 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 284 2 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 284 3 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 284 4 always always RB work_nu5xpentbrcxdlcdt3lmatbur4 284 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 284 6 case case NN work_nu5xpentbrcxdlcdt3lmatbur4 284 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 284 8 though though RB work_nu5xpentbrcxdlcdt3lmatbur4 284 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 284 10 because because IN work_nu5xpentbrcxdlcdt3lmatbur4 284 11 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 284 12 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 284 13 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 284 14 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 284 15 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 284 16 slightly slightly RB work_nu5xpentbrcxdlcdt3lmatbur4 284 17 better well JJR work_nu5xpentbrcxdlcdt3lmatbur4 284 18 performing perform VBG work_nu5xpentbrcxdlcdt3lmatbur4 284 19 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 284 20 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 284 21 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 284 22 statistically statistically RB work_nu5xpentbrcxdlcdt3lmatbur4 284 23 significant significant JJ work_nu5xpentbrcxdlcdt3lmatbur4 284 24 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 284 25 . . . work_nu5xpentbrcxdlcdt3lmatbur4 285 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 285 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 285 3 overall overall JJ work_nu5xpentbrcxdlcdt3lmatbur4 285 4 system system NN work_nu5xpentbrcxdlcdt3lmatbur4 285 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 285 6 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 285 7 retain retain VBP work_nu5xpentbrcxdlcdt3lmatbur4 285 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 285 9 de- de- NN work_nu5xpentbrcxdlcdt3lmatbur4 285 10 pendency pendency NN work_nu5xpentbrcxdlcdt3lmatbur4 285 11 parser parser NN work_nu5xpentbrcxdlcdt3lmatbur4 285 12 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 285 13 one one CD work_nu5xpentbrcxdlcdt3lmatbur4 285 14 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 285 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 285 16 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 285 17 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 285 18 order order NN work_nu5xpentbrcxdlcdt3lmatbur4 285 19 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 285 20 capture capture VB work_nu5xpentbrcxdlcdt3lmatbur4 285 21 long long JJ work_nu5xpentbrcxdlcdt3lmatbur4 285 22 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 285 23 range range NN work_nu5xpentbrcxdlcdt3lmatbur4 285 24 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 285 25 / / SYM work_nu5xpentbrcxdlcdt3lmatbur4 285 26 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 285 27 candidates candidate NNS work_nu5xpentbrcxdlcdt3lmatbur4 285 28 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 285 29 may may MD work_nu5xpentbrcxdlcdt3lmatbur4 285 30 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 285 31 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 285 32 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 285 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 285 34 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 285 35 selected select VBN work_nu5xpentbrcxdlcdt3lmatbur4 285 36 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 285 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 285 38 heuristics heuristics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 285 39 . . . work_nu5xpentbrcxdlcdt3lmatbur4 286 1 Feature feature NN work_nu5xpentbrcxdlcdt3lmatbur4 286 2 sets set NNS work_nu5xpentbrcxdlcdt3lmatbur4 286 3 Generator generator NN work_nu5xpentbrcxdlcdt3lmatbur4 286 4 typed type VBD work_nu5xpentbrcxdlcdt3lmatbur4 286 5 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 286 6 Parser Parser NNP work_nu5xpentbrcxdlcdt3lmatbur4 286 7 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 286 8 87.12 87.12 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 9 87.12 87.12 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 10 Heuristics Heuristics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 286 11 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 286 12 87.63 87.63 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 13 88.84 88.84 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 14 All all DT work_nu5xpentbrcxdlcdt3lmatbur4 286 15 88.01 88.01 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 16 89.12 89.12 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 17 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 286 18 8 8 CD work_nu5xpentbrcxdlcdt3lmatbur4 286 19 : : : work_nu5xpentbrcxdlcdt3lmatbur4 286 20 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 286 21 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 286 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 286 23 different different JJ work_nu5xpentbrcxdlcdt3lmatbur4 286 24 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 286 25 candi- candi- NN work_nu5xpentbrcxdlcdt3lmatbur4 286 26 date date NN work_nu5xpentbrcxdlcdt3lmatbur4 286 27 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 286 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 287 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 287 2 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 287 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 287 4 considering consider VBG work_nu5xpentbrcxdlcdt3lmatbur4 287 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 287 6 larger large JJR work_nu5xpentbrcxdlcdt3lmatbur4 287 7 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 287 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 287 9 candidate candidate NN work_nu5xpentbrcxdlcdt3lmatbur4 287 10 generators generator NNS work_nu5xpentbrcxdlcdt3lmatbur4 287 11 gives give VBZ work_nu5xpentbrcxdlcdt3lmatbur4 287 12 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 287 13 big big JJ work_nu5xpentbrcxdlcdt3lmatbur4 287 14 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 287 15 improvement improvement NN work_nu5xpentbrcxdlcdt3lmatbur4 287 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 288 1 6 6 CD work_nu5xpentbrcxdlcdt3lmatbur4 288 2 Discussion Discussion NNP work_nu5xpentbrcxdlcdt3lmatbur4 288 3 There there EX work_nu5xpentbrcxdlcdt3lmatbur4 288 4 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 288 5 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 288 6 key key JJ work_nu5xpentbrcxdlcdt3lmatbur4 288 7 differences difference NNS work_nu5xpentbrcxdlcdt3lmatbur4 288 8 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 288 9 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 288 10 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 288 11 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 288 12 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 288 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 289 1 First first RB work_nu5xpentbrcxdlcdt3lmatbur4 289 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 289 3 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 289 4 former former JJ work_nu5xpentbrcxdlcdt3lmatbur4 289 5 predicts predict NNS work_nu5xpentbrcxdlcdt3lmatbur4 289 6 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 289 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 289 8 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 289 9 label label NN work_nu5xpentbrcxdlcdt3lmatbur4 289 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 289 11 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 289 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 289 13 latter latter JJ work_nu5xpentbrcxdlcdt3lmatbur4 289 14 predicts predict VBZ work_nu5xpentbrcxdlcdt3lmatbur4 289 15 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 289 16 entire entire JJ work_nu5xpentbrcxdlcdt3lmatbur4 289 17 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 289 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 290 1 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 290 2 9 9 CD work_nu5xpentbrcxdlcdt3lmatbur4 290 3 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 290 4 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 290 5 predictions prediction NNS work_nu5xpentbrcxdlcdt3lmatbur4 290 6 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 290 7 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 290 8 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 290 9 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 290 10 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 290 11 label label NNP work_nu5xpentbrcxdlcdt3lmatbur4 290 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 290 13 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 290 14 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 290 15 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 290 16 . . . work_nu5xpentbrcxdlcdt3lmatbur4 291 1 These these DT work_nu5xpentbrcxdlcdt3lmatbur4 291 2 examples example NNS work_nu5xpentbrcxdlcdt3lmatbur4 291 3 show show VBP work_nu5xpentbrcxdlcdt3lmatbur4 291 4 how how WRB work_nu5xpentbrcxdlcdt3lmatbur4 291 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 291 6 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 291 7 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 291 8 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 291 9 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 291 10 thought think VBN work_nu5xpentbrcxdlcdt3lmatbur4 291 11 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 291 12 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 291 13 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 291 14 explanation explanation NN work_nu5xpentbrcxdlcdt3lmatbur4 291 15 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 291 16 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 291 17 choice choice NN work_nu5xpentbrcxdlcdt3lmatbur4 291 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 291 19 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 291 20 label label NNP work_nu5xpentbrcxdlcdt3lmatbur4 291 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 292 1 Input Input NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 2 Relation Relation NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 3 Hypernyms Hypernyms NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 4 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 292 5 object object NN work_nu5xpentbrcxdlcdt3lmatbur4 292 6 died die VBD work_nu5xpentbrcxdlcdt3lmatbur4 292 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 292 8 pneumonia pneumonia NN work_nu5xpentbrcxdlcdt3lmatbur4 292 9 Cause cause NN work_nu5xpentbrcxdlcdt3lmatbur4 292 10 experience experience NN work_nu5xpentbrcxdlcdt3lmatbur4 292 11 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 292 12 suffered suffer VBD work_nu5xpentbrcxdlcdt3lmatbur4 292 13 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 292 14 flu flu NN work_nu5xpentbrcxdlcdt3lmatbur4 292 15 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 16 experience experience NN work_nu5xpentbrcxdlcdt3lmatbur4 292 17 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 292 18 recovered recover VBD work_nu5xpentbrcxdlcdt3lmatbur4 292 19 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 292 20 flu flu NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 21 StartState StartState NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 22 change change NN work_nu5xpentbrcxdlcdt3lmatbur4 292 23 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 292 24 Table table NN work_nu5xpentbrcxdlcdt3lmatbur4 292 25 9 9 CD work_nu5xpentbrcxdlcdt3lmatbur4 292 26 : : : work_nu5xpentbrcxdlcdt3lmatbur4 292 27 Example example NN work_nu5xpentbrcxdlcdt3lmatbur4 292 28 predictions prediction NNS work_nu5xpentbrcxdlcdt3lmatbur4 292 29 according accord VBG work_nu5xpentbrcxdlcdt3lmatbur4 292 30 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 292 31 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 292 32 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 292 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 293 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 293 2 hypernyms hypernyms NN work_nu5xpentbrcxdlcdt3lmatbur4 293 3 column column NN work_nu5xpentbrcxdlcdt3lmatbur4 293 4 shows show VBZ work_nu5xpentbrcxdlcdt3lmatbur4 293 5 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 293 6 representative representative NN work_nu5xpentbrcxdlcdt3lmatbur4 293 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 293 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 293 9 synset synset NN work_nu5xpentbrcxdlcdt3lmatbur4 293 10 chosen choose VBN work_nu5xpentbrcxdlcdt3lmatbur4 293 11 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 293 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 293 13 WordNet WordNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 293 14 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 293 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 294 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 294 2 see see VBP work_nu5xpentbrcxdlcdt3lmatbur4 294 3 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 294 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 294 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 294 6 com- com- NN work_nu5xpentbrcxdlcdt3lmatbur4 294 7 bination bination NN work_nu5xpentbrcxdlcdt3lmatbur4 294 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 294 9 experience experience NN work_nu5xpentbrcxdlcdt3lmatbur4 294 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 294 11 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 294 12 suggests suggest VBZ work_nu5xpentbrcxdlcdt3lmatbur4 294 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 294 14 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 294 15 Cause Cause NNP work_nu5xpentbrcxdlcdt3lmatbur4 294 16 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 294 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 294 18 change change NN work_nu5xpentbrcxdlcdt3lmatbur4 294 19 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 294 20 disease disease NN work_nu5xpentbrcxdlcdt3lmatbur4 294 21 indicate indicate VBP work_nu5xpentbrcxdlcdt3lmatbur4 294 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 294 23 rela- rela- JJ work_nu5xpentbrcxdlcdt3lmatbur4 294 24 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 294 25 StartState StartState NNP work_nu5xpentbrcxdlcdt3lmatbur4 294 26 . . . work_nu5xpentbrcxdlcdt3lmatbur4 295 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 2 main main JJ work_nu5xpentbrcxdlcdt3lmatbur4 295 3 difference difference NN work_nu5xpentbrcxdlcdt3lmatbur4 295 4 between between IN work_nu5xpentbrcxdlcdt3lmatbur4 295 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 6 two two CD work_nu5xpentbrcxdlcdt3lmatbur4 295 7 models model NNS work_nu5xpentbrcxdlcdt3lmatbur4 295 8 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 295 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 295 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 11 treatment treatment NN work_nu5xpentbrcxdlcdt3lmatbur4 295 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 295 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 14 unlabeled unlabeled JJ work_nu5xpentbrcxdlcdt3lmatbur4 295 15 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 295 16 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 295 17 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 295 18 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 295 19 parts part NNS work_nu5xpentbrcxdlcdt3lmatbur4 295 20 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 295 21 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 22 structure structure NN work_nu5xpentbrcxdlcdt3lmatbur4 295 23 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 295 24 namely namely RB work_nu5xpentbrcxdlcdt3lmatbur4 295 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 295 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 27 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 295 28 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 295 29 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 295 30 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 295 31 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 295 32 during during IN work_nu5xpentbrcxdlcdt3lmatbur4 295 33 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 295 34 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 295 35 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 295 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 296 1 During during IN work_nu5xpentbrcxdlcdt3lmatbur4 296 2 training training NN work_nu5xpentbrcxdlcdt3lmatbur4 296 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 296 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 296 5 240 240 CD work_nu5xpentbrcxdlcdt3lmatbur4 296 6 each each DT work_nu5xpentbrcxdlcdt3lmatbur4 296 7 example example NN work_nu5xpentbrcxdlcdt3lmatbur4 296 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 296 9 Model model NN work_nu5xpentbrcxdlcdt3lmatbur4 296 10 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 296 11 aggregates aggregate NNS work_nu5xpentbrcxdlcdt3lmatbur4 296 12 features feature VBZ work_nu5xpentbrcxdlcdt3lmatbur4 296 13 from from IN work_nu5xpentbrcxdlcdt3lmatbur4 296 14 all all DT work_nu5xpentbrcxdlcdt3lmatbur4 296 15 governors governor NNS work_nu5xpentbrcxdlcdt3lmatbur4 296 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 296 17 objects object NNS work_nu5xpentbrcxdlcdt3lmatbur4 296 18 even even RB work_nu5xpentbrcxdlcdt3lmatbur4 296 19 if if IN work_nu5xpentbrcxdlcdt3lmatbur4 296 20 they -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 296 21 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 296 22 possibly possibly RB work_nu5xpentbrcxdlcdt3lmatbur4 296 23 ir- ir- RB work_nu5xpentbrcxdlcdt3lmatbur4 296 24 relevant relevant JJ work_nu5xpentbrcxdlcdt3lmatbur4 296 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 296 26 which which WDT work_nu5xpentbrcxdlcdt3lmatbur4 296 27 may may MD work_nu5xpentbrcxdlcdt3lmatbur4 296 28 lead lead VB work_nu5xpentbrcxdlcdt3lmatbur4 296 29 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 296 30 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 296 31 much much RB work_nu5xpentbrcxdlcdt3lmatbur4 296 32 bigger big JJR work_nu5xpentbrcxdlcdt3lmatbur4 296 33 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 296 34 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 296 35 terms term NNS work_nu5xpentbrcxdlcdt3lmatbur4 296 36 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 296 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 296 38 number number NN work_nu5xpentbrcxdlcdt3lmatbur4 296 39 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 296 40 active active JJ work_nu5xpentbrcxdlcdt3lmatbur4 296 41 weights weight NNS work_nu5xpentbrcxdlcdt3lmatbur4 296 42 . . . work_nu5xpentbrcxdlcdt3lmatbur4 297 1 On on IN work_nu5xpentbrcxdlcdt3lmatbur4 297 2 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 297 3 other other JJ work_nu5xpentbrcxdlcdt3lmatbur4 297 4 hand hand NN work_nu5xpentbrcxdlcdt3lmatbur4 297 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 297 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 297 7 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 297 8 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 297 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 297 10 Algorithm Algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 297 11 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 297 12 uses use VBZ work_nu5xpentbrcxdlcdt3lmatbur4 297 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 297 14 single single JJ work_nu5xpentbrcxdlcdt3lmatbur4 297 15 high- high- NN work_nu5xpentbrcxdlcdt3lmatbur4 297 16 est est NNP work_nu5xpentbrcxdlcdt3lmatbur4 297 17 scoring score VBG work_nu5xpentbrcxdlcdt3lmatbur4 297 18 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 297 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 297 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 297 21 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 297 22 variables variable NNS work_nu5xpentbrcxdlcdt3lmatbur4 297 23 , , , work_nu5xpentbrcxdlcdt3lmatbur4 297 24 accord- accord- NN work_nu5xpentbrcxdlcdt3lmatbur4 297 25 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 297 26 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 297 27 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 297 28 current current JJ work_nu5xpentbrcxdlcdt3lmatbur4 297 29 parameters parameter NNS work_nu5xpentbrcxdlcdt3lmatbur4 297 30 , , , work_nu5xpentbrcxdlcdt3lmatbur4 297 31 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 297 32 refine refine VB work_nu5xpentbrcxdlcdt3lmatbur4 297 33 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 297 34 parame- parame- NN work_nu5xpentbrcxdlcdt3lmatbur4 297 35 ters ter NNS work_nu5xpentbrcxdlcdt3lmatbur4 297 36 . . . work_nu5xpentbrcxdlcdt3lmatbur4 298 1 Indeed indeed RB work_nu5xpentbrcxdlcdt3lmatbur4 298 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 298 3 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 298 4 our -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 298 5 experiments experiment NNS work_nu5xpentbrcxdlcdt3lmatbur4 298 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 298 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 298 8 observed observe VBD work_nu5xpentbrcxdlcdt3lmatbur4 298 9 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 298 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 298 11 number number NN work_nu5xpentbrcxdlcdt3lmatbur4 298 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 298 13 non non JJ work_nu5xpentbrcxdlcdt3lmatbur4 298 14 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 298 15 zero zero JJ work_nu5xpentbrcxdlcdt3lmatbur4 298 16 weights weight NNS work_nu5xpentbrcxdlcdt3lmatbur4 298 17 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 298 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 298 19 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 298 20 vec- vec- NN work_nu5xpentbrcxdlcdt3lmatbur4 298 21 tor tor NN work_nu5xpentbrcxdlcdt3lmatbur4 298 22 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 298 23 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 298 24 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 298 25 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 298 26 much much RB work_nu5xpentbrcxdlcdt3lmatbur4 298 27 smaller small JJR work_nu5xpentbrcxdlcdt3lmatbur4 298 28 than than IN work_nu5xpentbrcxdlcdt3lmatbur4 298 29 that that DT work_nu5xpentbrcxdlcdt3lmatbur4 298 30 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 298 31 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 298 32 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 298 33 . . . work_nu5xpentbrcxdlcdt3lmatbur4 299 1 For for IN work_nu5xpentbrcxdlcdt3lmatbur4 299 2 instance instance NN work_nu5xpentbrcxdlcdt3lmatbur4 299 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 299 4 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 299 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 299 6 typed type VBN work_nu5xpentbrcxdlcdt3lmatbur4 299 7 setting setting NN work_nu5xpentbrcxdlcdt3lmatbur4 299 8 , , , work_nu5xpentbrcxdlcdt3lmatbur4 299 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 299 10 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 299 11 vec- vec- NN work_nu5xpentbrcxdlcdt3lmatbur4 299 12 tor tor NN work_nu5xpentbrcxdlcdt3lmatbur4 299 13 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 299 14 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 299 15 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 299 16 had have VBD work_nu5xpentbrcxdlcdt3lmatbur4 299 17 2.57 2.57 CD work_nu5xpentbrcxdlcdt3lmatbur4 299 18 million million CD work_nu5xpentbrcxdlcdt3lmatbur4 299 19 elements element NNS work_nu5xpentbrcxdlcdt3lmatbur4 299 20 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 299 21 that that DT work_nu5xpentbrcxdlcdt3lmatbur4 299 22 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 299 23 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 299 24 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 299 25 had have VBD work_nu5xpentbrcxdlcdt3lmatbur4 299 26 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 299 27 1.0 1.0 CD work_nu5xpentbrcxdlcdt3lmatbur4 299 28 million million CD work_nu5xpentbrcxdlcdt3lmatbur4 299 29 weights weight NNS work_nu5xpentbrcxdlcdt3lmatbur4 299 30 . . . work_nu5xpentbrcxdlcdt3lmatbur4 300 1 Similarly similarly RB work_nu5xpentbrcxdlcdt3lmatbur4 300 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 300 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 300 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 300 5 typed+gen typed+gen NNP work_nu5xpentbrcxdlcdt3lmatbur4 300 6 setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 300 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 300 8 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 300 9 1 1 CD work_nu5xpentbrcxdlcdt3lmatbur4 300 10 had have VBD work_nu5xpentbrcxdlcdt3lmatbur4 300 11 5.41 5.41 CD work_nu5xpentbrcxdlcdt3lmatbur4 300 12 million million CD work_nu5xpentbrcxdlcdt3lmatbur4 300 13 non non JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 14 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 15 zero zero JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 16 elements element NNS work_nu5xpentbrcxdlcdt3lmatbur4 300 17 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 300 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 300 19 weight weight NN work_nu5xpentbrcxdlcdt3lmatbur4 300 20 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 300 21 while while IN work_nu5xpentbrcxdlcdt3lmatbur4 300 22 Model Model NNP work_nu5xpentbrcxdlcdt3lmatbur4 300 23 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 300 24 had have VBD work_nu5xpentbrcxdlcdt3lmatbur4 300 25 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 300 26 2.21 2.21 CD work_nu5xpentbrcxdlcdt3lmatbur4 300 27 million million CD work_nu5xpentbrcxdlcdt3lmatbur4 300 28 non non JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 29 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 30 zero zero JJ work_nu5xpentbrcxdlcdt3lmatbur4 300 31 elements element NNS work_nu5xpentbrcxdlcdt3lmatbur4 300 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 301 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 301 2 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 301 3 algorithm algorithm NN work_nu5xpentbrcxdlcdt3lmatbur4 301 4 itself -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 301 5 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 301 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 301 7 generalization generalization NN work_nu5xpentbrcxdlcdt3lmatbur4 301 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 301 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 301 10 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 301 11 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 301 12 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 301 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 301 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 301 15 Yu Yu NNP work_nu5xpentbrcxdlcdt3lmatbur4 301 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 301 17 Joachims Joachims NNP work_nu5xpentbrcxdlcdt3lmatbur4 301 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 301 19 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 301 20 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 301 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 302 1 By by IN work_nu5xpentbrcxdlcdt3lmatbur4 302 2 setting set VBG work_nu5xpentbrcxdlcdt3lmatbur4 302 3 α α XX work_nu5xpentbrcxdlcdt3lmatbur4 302 4 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 302 5 zero zero CD work_nu5xpentbrcxdlcdt3lmatbur4 302 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 302 7 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 302 8 get get VBP work_nu5xpentbrcxdlcdt3lmatbur4 302 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 302 10 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 302 11 struc- struc- FW work_nu5xpentbrcxdlcdt3lmatbur4 302 12 ture ture NNP work_nu5xpentbrcxdlcdt3lmatbur4 302 13 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 302 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 303 1 However however RB work_nu5xpentbrcxdlcdt3lmatbur4 303 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 303 3 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 303 4 found find VBD work_nu5xpentbrcxdlcdt3lmatbur4 303 5 via via IN work_nu5xpentbrcxdlcdt3lmatbur4 303 6 cross cross NN work_nu5xpentbrcxdlcdt3lmatbur4 303 7 - - NN work_nu5xpentbrcxdlcdt3lmatbur4 303 8 validation validation NN work_nu5xpentbrcxdlcdt3lmatbur4 303 9 that that IN work_nu5xpentbrcxdlcdt3lmatbur4 303 10 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 303 11 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 303 12 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 303 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 303 14 best good JJS work_nu5xpentbrcxdlcdt3lmatbur4 303 15 setting setting NN work_nu5xpentbrcxdlcdt3lmatbur4 303 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 303 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 303 18 parameter parameter NN work_nu5xpentbrcxdlcdt3lmatbur4 303 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 304 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 304 2 theoretical theoretical JJ work_nu5xpentbrcxdlcdt3lmatbur4 304 3 understanding understanding NN work_nu5xpentbrcxdlcdt3lmatbur4 304 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 304 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 304 6 sparsity sparsity NN work_nu5xpentbrcxdlcdt3lmatbur4 304 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 304 8 weights weight NNS work_nu5xpentbrcxdlcdt3lmatbur4 304 9 learned learn VBN work_nu5xpentbrcxdlcdt3lmatbur4 304 10 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 304 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 304 12 algorithm algorithm NNP work_nu5xpentbrcxdlcdt3lmatbur4 304 13 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 304 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 304 15 study study NN work_nu5xpentbrcxdlcdt3lmatbur4 304 16 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 304 17 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 304 18 conver- conver- JJ work_nu5xpentbrcxdlcdt3lmatbur4 304 19 gence gence NN work_nu5xpentbrcxdlcdt3lmatbur4 304 20 properties property NNS work_nu5xpentbrcxdlcdt3lmatbur4 304 21 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 304 22 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 304 23 avenue avenue NN work_nu5xpentbrcxdlcdt3lmatbur4 304 24 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 304 25 future future JJ work_nu5xpentbrcxdlcdt3lmatbur4 304 26 research research NN work_nu5xpentbrcxdlcdt3lmatbur4 304 27 . . . work_nu5xpentbrcxdlcdt3lmatbur4 305 1 7 7 LS work_nu5xpentbrcxdlcdt3lmatbur4 305 2 Conclusion Conclusion NNP work_nu5xpentbrcxdlcdt3lmatbur4 305 3 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 305 4 addressed address VBD work_nu5xpentbrcxdlcdt3lmatbur4 305 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 305 6 problem problem NN work_nu5xpentbrcxdlcdt3lmatbur4 305 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 305 8 modeling model VBG work_nu5xpentbrcxdlcdt3lmatbur4 305 9 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 305 10 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 305 11 lations lation NNS work_nu5xpentbrcxdlcdt3lmatbur4 305 12 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 305 13 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 305 14 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 305 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 306 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 306 2 approached approach VBD work_nu5xpentbrcxdlcdt3lmatbur4 306 3 this this DT work_nu5xpentbrcxdlcdt3lmatbur4 306 4 task task NN work_nu5xpentbrcxdlcdt3lmatbur4 306 5 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 306 6 defining define VBG work_nu5xpentbrcxdlcdt3lmatbur4 306 7 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 306 8 set set NN work_nu5xpentbrcxdlcdt3lmatbur4 306 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 306 10 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 306 11 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 306 12 that that WDT work_nu5xpentbrcxdlcdt3lmatbur4 306 13 combine combine VBP work_nu5xpentbrcxdlcdt3lmatbur4 306 14 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 306 15 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 306 16 across across IN work_nu5xpentbrcxdlcdt3lmatbur4 306 17 prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 306 18 . . . work_nu5xpentbrcxdlcdt3lmatbur4 307 1 Doing do VBG work_nu5xpentbrcxdlcdt3lmatbur4 307 2 so so RB work_nu5xpentbrcxdlcdt3lmatbur4 307 3 allowed allow VBD work_nu5xpentbrcxdlcdt3lmatbur4 307 4 us -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 307 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 307 6 leverage leverage VB work_nu5xpentbrcxdlcdt3lmatbur4 307 7 existing exist VBG work_nu5xpentbrcxdlcdt3lmatbur4 307 8 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 307 9 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 307 10 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 307 11 data datum NNS work_nu5xpentbrcxdlcdt3lmatbur4 307 12 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 307 13 induce induce VB work_nu5xpentbrcxdlcdt3lmatbur4 307 14 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 307 15 corpus corpus NN work_nu5xpentbrcxdlcdt3lmatbur4 307 16 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 307 17 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 307 18 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 307 19 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 307 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 308 1 We -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 308 2 modeled model VBD work_nu5xpentbrcxdlcdt3lmatbur4 308 3 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 308 4 relations relation NNS work_nu5xpentbrcxdlcdt3lmatbur4 308 5 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 308 6 terms term NNS work_nu5xpentbrcxdlcdt3lmatbur4 308 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 308 8 its -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 308 9 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 308 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 308 11 namely namely RB work_nu5xpentbrcxdlcdt3lmatbur4 308 12 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 308 13 governor governor NN work_nu5xpentbrcxdlcdt3lmatbur4 308 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 308 15 ob- ob- NNP work_nu5xpentbrcxdlcdt3lmatbur4 308 16 ject ject NNP work_nu5xpentbrcxdlcdt3lmatbur4 308 17 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 308 18 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 308 19 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 308 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 308 21 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 308 22 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 308 23 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 308 24 types type NNS work_nu5xpentbrcxdlcdt3lmatbur4 308 25 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 308 26 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 308 27 arguments argument NNS work_nu5xpentbrcxdlcdt3lmatbur4 308 28 . . . work_nu5xpentbrcxdlcdt3lmatbur4 309 1 Using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 309 2 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 309 3 generalization generalization NN work_nu5xpentbrcxdlcdt3lmatbur4 309 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 309 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 309 6 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 309 7 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 309 8 SVM SVM NNP work_nu5xpentbrcxdlcdt3lmatbur4 309 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 309 10 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 309 11 trained train VBD work_nu5xpentbrcxdlcdt3lmatbur4 309 12 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 309 13 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 309 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 309 15 argument argument NN work_nu5xpentbrcxdlcdt3lmatbur4 309 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 309 17 type type NN work_nu5xpentbrcxdlcdt3lmatbur4 309 18 predictor predictor NN work_nu5xpentbrcxdlcdt3lmatbur4 309 19 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 309 20 only only RB work_nu5xpentbrcxdlcdt3lmatbur4 309 21 annotated annotate VBN work_nu5xpentbrcxdlcdt3lmatbur4 309 22 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 309 23 labels label NNS work_nu5xpentbrcxdlcdt3lmatbur4 309 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 310 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 310 2 allowed allow VBD work_nu5xpentbrcxdlcdt3lmatbur4 310 3 us -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 310 4 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 310 5 get get VB work_nu5xpentbrcxdlcdt3lmatbur4 310 6 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 310 7 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 310 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 310 9 89.43 89.43 CD work_nu5xpentbrcxdlcdt3lmatbur4 310 10 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 310 11 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 310 12 re- re- JJ work_nu5xpentbrcxdlcdt3lmatbur4 310 13 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 310 14 prediction prediction NN work_nu5xpentbrcxdlcdt3lmatbur4 310 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 311 1 By by IN work_nu5xpentbrcxdlcdt3lmatbur4 311 2 employing employ VBG work_nu5xpentbrcxdlcdt3lmatbur4 311 3 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 311 4 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 311 5 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 311 6 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 311 7 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 311 8 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 311 9 predictor predictor NN work_nu5xpentbrcxdlcdt3lmatbur4 311 10 , , , work_nu5xpentbrcxdlcdt3lmatbur4 311 11 we -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 311 12 further further RB work_nu5xpentbrcxdlcdt3lmatbur4 311 13 improved improve VBD work_nu5xpentbrcxdlcdt3lmatbur4 311 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 311 15 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 311 16 accuracy accuracy NN work_nu5xpentbrcxdlcdt3lmatbur4 311 17 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 311 18 90.23 90.23 CD work_nu5xpentbrcxdlcdt3lmatbur4 311 19 % % NN work_nu5xpentbrcxdlcdt3lmatbur4 311 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 312 1 Acknowledgments acknowledgment NNS work_nu5xpentbrcxdlcdt3lmatbur4 312 2 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 312 3 authors author NNS work_nu5xpentbrcxdlcdt3lmatbur4 312 4 wish wish VBP work_nu5xpentbrcxdlcdt3lmatbur4 312 5 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 312 6 thank thank VB work_nu5xpentbrcxdlcdt3lmatbur4 312 7 Martha Martha NNP work_nu5xpentbrcxdlcdt3lmatbur4 312 8 Palmer Palmer NNP work_nu5xpentbrcxdlcdt3lmatbur4 312 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 312 10 Nathan Nathan NNP work_nu5xpentbrcxdlcdt3lmatbur4 312 11 Schneider Schneider NNP work_nu5xpentbrcxdlcdt3lmatbur4 312 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 312 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 312 14 anonymous anonymous JJ work_nu5xpentbrcxdlcdt3lmatbur4 312 15 reviewers reviewer NNS work_nu5xpentbrcxdlcdt3lmatbur4 312 16 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 312 17 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 312 18 editor editor NN work_nu5xpentbrcxdlcdt3lmatbur4 312 19 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 312 20 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 312 21 valuable valuable JJ work_nu5xpentbrcxdlcdt3lmatbur4 312 22 feed- feed- NN work_nu5xpentbrcxdlcdt3lmatbur4 312 23 back back RB work_nu5xpentbrcxdlcdt3lmatbur4 312 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 313 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 313 2 authors author NNS work_nu5xpentbrcxdlcdt3lmatbur4 313 3 gratefully gratefully RB work_nu5xpentbrcxdlcdt3lmatbur4 313 4 acknowledge acknowledge VBP work_nu5xpentbrcxdlcdt3lmatbur4 313 5 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 313 6 support support NN work_nu5xpentbrcxdlcdt3lmatbur4 313 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 313 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 313 9 Defense Defense NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 10 Advanced Advanced NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 11 Research Research NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 12 Projects Projects NNPS work_nu5xpentbrcxdlcdt3lmatbur4 313 13 Agency Agency NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 313 15 DARPA DARPA NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 16 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 313 17 Ma- ma- IN work_nu5xpentbrcxdlcdt3lmatbur4 313 18 chine chine NN work_nu5xpentbrcxdlcdt3lmatbur4 313 19 Reading Reading NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 20 Program Program NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 21 under under IN work_nu5xpentbrcxdlcdt3lmatbur4 313 22 Air Air NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 23 Force Force NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 24 Research Research NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 25 Laboratory Laboratory NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 26 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 313 27 AFRL AFRL NNP work_nu5xpentbrcxdlcdt3lmatbur4 313 28 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 313 29 prime prime JJ work_nu5xpentbrcxdlcdt3lmatbur4 313 30 contract contract NN work_nu5xpentbrcxdlcdt3lmatbur4 313 31 no no NN work_nu5xpentbrcxdlcdt3lmatbur4 313 32 . . . work_nu5xpentbrcxdlcdt3lmatbur4 314 1 FA8750 FA8750 NNP work_nu5xpentbrcxdlcdt3lmatbur4 314 2 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 314 3 09-C-0181 09-c-0181 NN work_nu5xpentbrcxdlcdt3lmatbur4 314 4 . . . work_nu5xpentbrcxdlcdt3lmatbur4 315 1 This this DT work_nu5xpentbrcxdlcdt3lmatbur4 315 2 material material NN work_nu5xpentbrcxdlcdt3lmatbur4 315 3 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 315 4 also also RB work_nu5xpentbrcxdlcdt3lmatbur4 315 5 based base VBN work_nu5xpentbrcxdlcdt3lmatbur4 315 6 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 315 7 research research NN work_nu5xpentbrcxdlcdt3lmatbur4 315 8 sponsored sponsor VBN work_nu5xpentbrcxdlcdt3lmatbur4 315 9 by by IN work_nu5xpentbrcxdlcdt3lmatbur4 315 10 DARPA DARPA NNP work_nu5xpentbrcxdlcdt3lmatbur4 315 11 under under IN work_nu5xpentbrcxdlcdt3lmatbur4 315 12 agree- agree- JJ work_nu5xpentbrcxdlcdt3lmatbur4 315 13 ment ment JJ work_nu5xpentbrcxdlcdt3lmatbur4 315 14 number number NN work_nu5xpentbrcxdlcdt3lmatbur4 315 15 FA8750 FA8750 NNP work_nu5xpentbrcxdlcdt3lmatbur4 315 16 - - : work_nu5xpentbrcxdlcdt3lmatbur4 315 17 13 13 CD work_nu5xpentbrcxdlcdt3lmatbur4 315 18 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 315 19 2 2 CD work_nu5xpentbrcxdlcdt3lmatbur4 315 20 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 315 21 0008 0008 CD work_nu5xpentbrcxdlcdt3lmatbur4 315 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 316 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 316 2 U.S. U.S. NNP work_nu5xpentbrcxdlcdt3lmatbur4 316 3 Government Government NNP work_nu5xpentbrcxdlcdt3lmatbur4 316 4 is be VBZ work_nu5xpentbrcxdlcdt3lmatbur4 316 5 au- au- RB work_nu5xpentbrcxdlcdt3lmatbur4 316 6 thorized thorize VBN work_nu5xpentbrcxdlcdt3lmatbur4 316 7 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 316 8 reproduce reproduce VB work_nu5xpentbrcxdlcdt3lmatbur4 316 9 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 316 10 distribute distribute VB work_nu5xpentbrcxdlcdt3lmatbur4 316 11 reprints reprint NNS work_nu5xpentbrcxdlcdt3lmatbur4 316 12 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 316 13 Governmental governmental JJ work_nu5xpentbrcxdlcdt3lmatbur4 316 14 purposes purpose NNS work_nu5xpentbrcxdlcdt3lmatbur4 316 15 notwithstanding notwithstanding IN work_nu5xpentbrcxdlcdt3lmatbur4 316 16 any any DT work_nu5xpentbrcxdlcdt3lmatbur4 316 17 copyright copyright NN work_nu5xpentbrcxdlcdt3lmatbur4 316 18 notation notation NN work_nu5xpentbrcxdlcdt3lmatbur4 316 19 thereon thereon NN work_nu5xpentbrcxdlcdt3lmatbur4 316 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 317 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 317 2 views view NNS work_nu5xpentbrcxdlcdt3lmatbur4 317 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 317 4 conclusions conclusion NNS work_nu5xpentbrcxdlcdt3lmatbur4 317 5 contained contain VBD work_nu5xpentbrcxdlcdt3lmatbur4 317 6 herein herein NNP work_nu5xpentbrcxdlcdt3lmatbur4 317 7 are be VBP work_nu5xpentbrcxdlcdt3lmatbur4 317 8 those those DT work_nu5xpentbrcxdlcdt3lmatbur4 317 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 317 10 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 317 11 authors author NNS work_nu5xpentbrcxdlcdt3lmatbur4 317 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 317 13 should should MD work_nu5xpentbrcxdlcdt3lmatbur4 317 14 not not RB work_nu5xpentbrcxdlcdt3lmatbur4 317 15 be be VB work_nu5xpentbrcxdlcdt3lmatbur4 317 16 interpreted interpret VBN work_nu5xpentbrcxdlcdt3lmatbur4 317 17 as as IN work_nu5xpentbrcxdlcdt3lmatbur4 317 18 necessarily necessarily RB work_nu5xpentbrcxdlcdt3lmatbur4 317 19 representing represent VBG work_nu5xpentbrcxdlcdt3lmatbur4 317 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 317 21 of- of- CD work_nu5xpentbrcxdlcdt3lmatbur4 317 22 ficial ficial JJ work_nu5xpentbrcxdlcdt3lmatbur4 317 23 policies policy NNS work_nu5xpentbrcxdlcdt3lmatbur4 317 24 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 317 25 endorsements endorsement NNS work_nu5xpentbrcxdlcdt3lmatbur4 317 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 317 27 either either CC work_nu5xpentbrcxdlcdt3lmatbur4 317 28 expressed express VBN work_nu5xpentbrcxdlcdt3lmatbur4 317 29 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 317 30 implied imply VBN work_nu5xpentbrcxdlcdt3lmatbur4 317 31 , , , work_nu5xpentbrcxdlcdt3lmatbur4 317 32 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 317 33 DARPA DARPA NNP work_nu5xpentbrcxdlcdt3lmatbur4 317 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 317 35 AFRL AFRL NNP work_nu5xpentbrcxdlcdt3lmatbur4 317 36 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 317 37 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 317 38 U.S. U.S. NNP work_nu5xpentbrcxdlcdt3lmatbur4 317 39 Government Government NNP work_nu5xpentbrcxdlcdt3lmatbur4 317 40 . . . work_nu5xpentbrcxdlcdt3lmatbur4 318 1 References References NNPS work_nu5xpentbrcxdlcdt3lmatbur4 318 2 E. E. NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 3 Agirre Agirre NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 318 5 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 6 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 318 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 318 9 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 10 Martinez Martinez NNP work_nu5xpentbrcxdlcdt3lmatbur4 318 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 319 1 2008 2008 CD work_nu5xpentbrcxdlcdt3lmatbur4 319 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 320 1 Improv- Improv- NNP work_nu5xpentbrcxdlcdt3lmatbur4 320 2 ing e VBG work_nu5xpentbrcxdlcdt3lmatbur4 320 3 parsing parsing NN work_nu5xpentbrcxdlcdt3lmatbur4 320 4 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 320 5 PP PP NNP work_nu5xpentbrcxdlcdt3lmatbur4 320 6 attachment attachment NN work_nu5xpentbrcxdlcdt3lmatbur4 320 7 performance performance NN work_nu5xpentbrcxdlcdt3lmatbur4 320 8 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 320 9 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 320 10 information information NN work_nu5xpentbrcxdlcdt3lmatbur4 320 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 321 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 321 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 321 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 321 5 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 6 Meeting Meeting NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 321 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 321 9 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 321 11 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 12 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 13 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 321 14 ACL ACL NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 15 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 321 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 321 17 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 321 18 317–325 317–325 CD work_nu5xpentbrcxdlcdt3lmatbur4 321 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 321 20 Columbus Columbus NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 321 22 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 321 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 322 1 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 2 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 322 4 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 5 Kordoni Kordoni NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 322 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 322 8 A. A. NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 9 Villavicencio Villavicencio NNP work_nu5xpentbrcxdlcdt3lmatbur4 322 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 323 1 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 323 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 324 1 Prepositions preposition NNS work_nu5xpentbrcxdlcdt3lmatbur4 324 2 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 324 3 applications application NNS work_nu5xpentbrcxdlcdt3lmatbur4 324 4 : : . work_nu5xpentbrcxdlcdt3lmatbur4 324 5 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 324 6 survey survey NN work_nu5xpentbrcxdlcdt3lmatbur4 324 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 324 8 introduc- introduc- JJ work_nu5xpentbrcxdlcdt3lmatbur4 324 9 tion tion NN work_nu5xpentbrcxdlcdt3lmatbur4 324 10 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 324 11 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 324 12 special special JJ work_nu5xpentbrcxdlcdt3lmatbur4 324 13 issue issue NN work_nu5xpentbrcxdlcdt3lmatbur4 324 14 . . . work_nu5xpentbrcxdlcdt3lmatbur4 325 1 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 325 2 Linguistics Linguistics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 325 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 325 4 35(2):119–149 35(2):119–149 CD work_nu5xpentbrcxdlcdt3lmatbur4 325 5 . . . work_nu5xpentbrcxdlcdt3lmatbur4 326 1 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 2 Chang Chang NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 326 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 5 Goldwasser Goldwasser NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 326 7 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 8 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 326 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 326 11 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 12 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 326 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 327 1 2010a 2010a CD work_nu5xpentbrcxdlcdt3lmatbur4 327 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 328 1 Discriminative discriminative JJ work_nu5xpentbrcxdlcdt3lmatbur4 328 2 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 328 3 over over IN work_nu5xpentbrcxdlcdt3lmatbur4 328 4 constrained constrained JJ work_nu5xpentbrcxdlcdt3lmatbur4 328 5 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 328 6 representations representation NNS work_nu5xpentbrcxdlcdt3lmatbur4 328 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 329 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 329 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 329 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 329 5 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 6 Meet- Meet- NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 7 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 329 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 329 9 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 329 10 North North NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 11 American American NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 12 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 329 14 Computa- Computa- NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 15 tional tional JJ work_nu5xpentbrcxdlcdt3lmatbur4 329 16 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 17 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 329 18 NAACL NAACL NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 19 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 329 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 329 21 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 329 22 429–437 429–437 CD work_nu5xpentbrcxdlcdt3lmatbur4 329 23 , , , work_nu5xpentbrcxdlcdt3lmatbur4 329 24 Los Los NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 25 An- An- NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 26 geles gele NNS work_nu5xpentbrcxdlcdt3lmatbur4 329 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 329 28 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 329 29 . . . work_nu5xpentbrcxdlcdt3lmatbur4 330 1 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 2 Chang Chang NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 330 4 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 5 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 330 7 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 8 Goldwasser Goldwasser NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 330 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 330 11 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 12 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 330 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 331 1 2010b 2010b CD work_nu5xpentbrcxdlcdt3lmatbur4 331 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 332 1 Structured structured JJ work_nu5xpentbrcxdlcdt3lmatbur4 332 2 output output NN work_nu5xpentbrcxdlcdt3lmatbur4 332 3 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 332 4 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 332 5 indirect indirect JJ work_nu5xpentbrcxdlcdt3lmatbur4 332 6 super- super- NN work_nu5xpentbrcxdlcdt3lmatbur4 332 7 vision vision NN work_nu5xpentbrcxdlcdt3lmatbur4 332 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 333 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 333 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 333 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 333 5 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 6 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 7 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 333 8 Machine Machine NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 9 Learning Learning NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 10 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 333 11 ICML ICML NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 333 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 333 14 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 333 15 199–206 199–206 CD work_nu5xpentbrcxdlcdt3lmatbur4 333 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 333 17 Haifa Haifa NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 333 19 Israel Israel NNP work_nu5xpentbrcxdlcdt3lmatbur4 333 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 334 1 J. J. NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 2 Clarke Clarke NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 334 4 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 5 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 334 7 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 8 Sammons Sammons NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 334 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 334 11 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 12 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 334 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 335 1 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 335 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 336 1 An an DT work_nu5xpentbrcxdlcdt3lmatbur4 336 2 NLP NLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 336 3 Curator Curator NNP work_nu5xpentbrcxdlcdt3lmatbur4 336 4 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 336 5 or or CC work_nu5xpentbrcxdlcdt3lmatbur4 336 6 : : : work_nu5xpentbrcxdlcdt3lmatbur4 336 7 How how WRB work_nu5xpentbrcxdlcdt3lmatbur4 336 8 I -PRON- PRP work_nu5xpentbrcxdlcdt3lmatbur4 336 9 Learned learn VBD work_nu5xpentbrcxdlcdt3lmatbur4 336 10 to to TO work_nu5xpentbrcxdlcdt3lmatbur4 336 11 Stop stop VB work_nu5xpentbrcxdlcdt3lmatbur4 336 12 Wor- Wor- NNP work_nu5xpentbrcxdlcdt3lmatbur4 336 13 rying rye VBG work_nu5xpentbrcxdlcdt3lmatbur4 336 14 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 336 15 Love Love NNP work_nu5xpentbrcxdlcdt3lmatbur4 336 16 NLP NLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 336 17 Pipelines Pipelines NNPS work_nu5xpentbrcxdlcdt3lmatbur4 336 18 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 336 19 . . . work_nu5xpentbrcxdlcdt3lmatbur4 337 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 337 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 337 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 337 5 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 6 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 7 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 337 8 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 9 Resources Resources NNPS work_nu5xpentbrcxdlcdt3lmatbur4 337 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 337 11 Evaluation Evaluation NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 12 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 337 13 LREC LREC NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 14 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 337 15 , , , work_nu5xpentbrcxdlcdt3lmatbur4 337 16 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 337 17 3276–3283 3276–3283 CD work_nu5xpentbrcxdlcdt3lmatbur4 337 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 337 19 Istanbul Istanbul NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 20 , , , work_nu5xpentbrcxdlcdt3lmatbur4 337 21 Turkey Turkey NNP work_nu5xpentbrcxdlcdt3lmatbur4 337 22 . . . work_nu5xpentbrcxdlcdt3lmatbur4 338 1 J. J. NNP work_nu5xpentbrcxdlcdt3lmatbur4 338 2 Cohen Cohen NNP work_nu5xpentbrcxdlcdt3lmatbur4 338 3 . . . work_nu5xpentbrcxdlcdt3lmatbur4 339 1 1960 1960 CD work_nu5xpentbrcxdlcdt3lmatbur4 339 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 340 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 340 2 coefficient coefficient NN work_nu5xpentbrcxdlcdt3lmatbur4 340 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 340 4 agreement agreement NN work_nu5xpentbrcxdlcdt3lmatbur4 340 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 340 6 nominal nominal JJ work_nu5xpentbrcxdlcdt3lmatbur4 340 7 scales scale NNS work_nu5xpentbrcxdlcdt3lmatbur4 340 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 341 1 Educational educational JJ work_nu5xpentbrcxdlcdt3lmatbur4 341 2 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 341 3 Psychological Psychological NNP work_nu5xpentbrcxdlcdt3lmatbur4 341 4 Measurement Measurement NNP work_nu5xpentbrcxdlcdt3lmatbur4 341 5 , , , work_nu5xpentbrcxdlcdt3lmatbur4 341 6 20:37–46 20:37–46 CD work_nu5xpentbrcxdlcdt3lmatbur4 341 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 342 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 2 Dahlmeier Dahlmeier NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 342 4 H. H. NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 5 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 6 Ng Ng NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 7 , , , work_nu5xpentbrcxdlcdt3lmatbur4 342 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 342 9 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 10 Schultz Schultz NNP work_nu5xpentbrcxdlcdt3lmatbur4 342 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 343 1 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 343 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 344 1 Joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 344 2 learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 344 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 344 4 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 344 5 senses sense NNS work_nu5xpentbrcxdlcdt3lmatbur4 344 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 344 7 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 344 8 roles role NNS work_nu5xpentbrcxdlcdt3lmatbur4 344 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 344 10 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 344 11 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 344 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 345 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 345 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 345 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 345 5 Confer- Confer- NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 6 ence ence NN work_nu5xpentbrcxdlcdt3lmatbur4 345 7 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 345 8 Empirical Empirical NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 9 Methods Methods NNPS work_nu5xpentbrcxdlcdt3lmatbur4 345 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 345 11 Natural Natural NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 12 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 13 Pro- Pro- NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 14 cessing cesse VBG work_nu5xpentbrcxdlcdt3lmatbur4 345 15 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 345 16 EMNLP EMNLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 17 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 345 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 345 19 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 345 20 450–458 450–458 CD work_nu5xpentbrcxdlcdt3lmatbur4 345 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 345 22 Singapore Singapore NNP work_nu5xpentbrcxdlcdt3lmatbur4 345 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 346 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 2 Das Das NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 346 4 N. N. NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 5 Schneider Schneider NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 346 7 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 8 Chen Chen NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 346 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 346 11 N. N. NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 12 Smith Smith NNP work_nu5xpentbrcxdlcdt3lmatbur4 346 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 347 1 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 347 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 348 1 Probabilistic probabilistic JJ work_nu5xpentbrcxdlcdt3lmatbur4 348 2 frame frame NN work_nu5xpentbrcxdlcdt3lmatbur4 348 3 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 348 4 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 348 5 parsing parsing NN work_nu5xpentbrcxdlcdt3lmatbur4 348 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 349 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 349 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 349 4 Human Human NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 5 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 6 Technologies Technologies NNPS work_nu5xpentbrcxdlcdt3lmatbur4 349 7 : : : work_nu5xpentbrcxdlcdt3lmatbur4 349 8 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 349 9 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 349 10 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 11 241 241 CD work_nu5xpentbrcxdlcdt3lmatbur4 349 12 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 349 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 349 15 North north JJ work_nu5xpentbrcxdlcdt3lmatbur4 349 16 American american JJ work_nu5xpentbrcxdlcdt3lmatbur4 349 17 Chapter Chapter NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 349 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 349 20 As- As- NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 21 sociation sociation NN work_nu5xpentbrcxdlcdt3lmatbur4 349 22 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 349 23 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 24 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 349 26 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 349 27 948 948 CD work_nu5xpentbrcxdlcdt3lmatbur4 349 28 – – : work_nu5xpentbrcxdlcdt3lmatbur4 349 29 956 956 CD work_nu5xpentbrcxdlcdt3lmatbur4 349 30 , , , work_nu5xpentbrcxdlcdt3lmatbur4 349 31 Los Los NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 32 Angeles Angeles NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 33 , , , work_nu5xpentbrcxdlcdt3lmatbur4 349 34 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 349 35 . . . work_nu5xpentbrcxdlcdt3lmatbur4 350 1 C. C. NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 2 Fillmore Fillmore NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 350 4 C. C. NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 5 Johnson Johnson NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 350 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 350 8 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 9 Petruck Petruck NNP work_nu5xpentbrcxdlcdt3lmatbur4 350 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 351 1 2003 2003 CD work_nu5xpentbrcxdlcdt3lmatbur4 351 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 352 1 Back- Back- NNP work_nu5xpentbrcxdlcdt3lmatbur4 352 2 ground grind VBD work_nu5xpentbrcxdlcdt3lmatbur4 352 3 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 352 4 FrameNet FrameNet NNP work_nu5xpentbrcxdlcdt3lmatbur4 352 5 . . . work_nu5xpentbrcxdlcdt3lmatbur4 353 1 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 353 2 Journal Journal NNP work_nu5xpentbrcxdlcdt3lmatbur4 353 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 353 4 Lexi- Lexi- NNP work_nu5xpentbrcxdlcdt3lmatbur4 353 5 cography cography NN work_nu5xpentbrcxdlcdt3lmatbur4 353 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 353 7 16(3):235–250 16(3):235–250 CD work_nu5xpentbrcxdlcdt3lmatbur4 353 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 354 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 354 2 Gildea Gildea NNP work_nu5xpentbrcxdlcdt3lmatbur4 354 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 354 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 354 5 Jurafsky Jurafsky NNP work_nu5xpentbrcxdlcdt3lmatbur4 354 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 355 1 2002 2002 CD work_nu5xpentbrcxdlcdt3lmatbur4 355 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 356 1 Automatic automatic JJ work_nu5xpentbrcxdlcdt3lmatbur4 356 2 label- label- NNP work_nu5xpentbrcxdlcdt3lmatbur4 356 3 ing ing NN work_nu5xpentbrcxdlcdt3lmatbur4 356 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 356 5 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 356 6 roles role NNS work_nu5xpentbrcxdlcdt3lmatbur4 356 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 357 1 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 357 2 Linguistics Linguistics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 357 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 357 4 28(3):245–288 28(3):245–288 CD work_nu5xpentbrcxdlcdt3lmatbur4 357 5 . . . work_nu5xpentbrcxdlcdt3lmatbur4 358 1 Y. Y. NNP work_nu5xpentbrcxdlcdt3lmatbur4 358 2 Goldberg Goldberg NNP work_nu5xpentbrcxdlcdt3lmatbur4 358 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 358 4 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 358 5 Elhadad Elhadad NNP work_nu5xpentbrcxdlcdt3lmatbur4 358 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 359 1 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 359 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 360 1 An an DT work_nu5xpentbrcxdlcdt3lmatbur4 360 2 efficient efficient JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 3 algo- algo- JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 4 rithm rithm NN work_nu5xpentbrcxdlcdt3lmatbur4 360 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 360 6 easy easy JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 7 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 360 8 first first JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 9 non non JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 10 - - JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 11 directional directional JJ work_nu5xpentbrcxdlcdt3lmatbur4 360 12 dependency dependency NN work_nu5xpentbrcxdlcdt3lmatbur4 360 13 pars- pars- NNP work_nu5xpentbrcxdlcdt3lmatbur4 360 14 ing ing NNP work_nu5xpentbrcxdlcdt3lmatbur4 360 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 361 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 361 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 361 4 Human Human NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 5 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 6 Technolo- Technolo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 7 gies gi VBZ work_nu5xpentbrcxdlcdt3lmatbur4 361 8 : : : work_nu5xpentbrcxdlcdt3lmatbur4 361 9 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 361 10 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 361 11 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 12 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 13 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 361 14 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 361 15 North North NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 16 Ameri- Ameri- NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 17 can can MD work_nu5xpentbrcxdlcdt3lmatbur4 361 18 Chapter chapter NN work_nu5xpentbrcxdlcdt3lmatbur4 361 19 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 361 20 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 361 21 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 22 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 361 23 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 24 Lin- Lin- NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 25 guistics guistic NNS work_nu5xpentbrcxdlcdt3lmatbur4 361 26 , , , work_nu5xpentbrcxdlcdt3lmatbur4 361 27 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 361 28 742–750 742–750 CD work_nu5xpentbrcxdlcdt3lmatbur4 361 29 , , , work_nu5xpentbrcxdlcdt3lmatbur4 361 30 Los Los NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 31 Angeles Angeles NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 32 , , , work_nu5xpentbrcxdlcdt3lmatbur4 361 33 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 361 34 . . . work_nu5xpentbrcxdlcdt3lmatbur4 362 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 2 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 362 4 S. S. NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 5 Tratz Tratz NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 362 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 362 8 E. E. NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 9 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 362 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 363 1 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 363 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 364 1 What what WP work_nu5xpentbrcxdlcdt3lmatbur4 364 2 ’s ’ VBZ work_nu5xpentbrcxdlcdt3lmatbur4 364 3 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 364 4 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 364 5 prepo- prepo- NN work_nu5xpentbrcxdlcdt3lmatbur4 364 6 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 364 7 ? ? . work_nu5xpentbrcxdlcdt3lmatbur4 365 1 dimensions dimension NNS work_nu5xpentbrcxdlcdt3lmatbur4 365 2 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 365 3 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 365 4 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 365 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 365 6 an an DT work_nu5xpentbrcxdlcdt3lmatbur4 365 7 in- in- JJ work_nu5xpentbrcxdlcdt3lmatbur4 365 8 teresting teresting JJ work_nu5xpentbrcxdlcdt3lmatbur4 365 9 word word NN work_nu5xpentbrcxdlcdt3lmatbur4 365 10 class class NN work_nu5xpentbrcxdlcdt3lmatbur4 365 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 366 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 366 2 Coling Coling NNP work_nu5xpentbrcxdlcdt3lmatbur4 366 3 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 366 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 366 5 Posters poster NNS work_nu5xpentbrcxdlcdt3lmatbur4 366 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 366 7 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 366 8 454–462 454–462 CD work_nu5xpentbrcxdlcdt3lmatbur4 366 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 366 10 Beijing Beijing NNP work_nu5xpentbrcxdlcdt3lmatbur4 366 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 366 12 China China NNP work_nu5xpentbrcxdlcdt3lmatbur4 366 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 367 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 367 2 Lin Lin NNP work_nu5xpentbrcxdlcdt3lmatbur4 367 3 . . . work_nu5xpentbrcxdlcdt3lmatbur4 368 1 1998 1998 CD work_nu5xpentbrcxdlcdt3lmatbur4 368 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 369 1 Automatic automatic JJ work_nu5xpentbrcxdlcdt3lmatbur4 369 2 retrieval retrieval NN work_nu5xpentbrcxdlcdt3lmatbur4 369 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 369 4 clustering clustering NN work_nu5xpentbrcxdlcdt3lmatbur4 369 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 369 6 sim- sim- NNP work_nu5xpentbrcxdlcdt3lmatbur4 369 7 ilar ilar JJ work_nu5xpentbrcxdlcdt3lmatbur4 369 8 words word NNS work_nu5xpentbrcxdlcdt3lmatbur4 369 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 370 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 370 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 370 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 370 5 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 6 Meeting Meeting NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 7 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 370 8 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 370 9 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 10 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 370 11 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 12 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 13 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 370 14 ACL ACL NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 15 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 370 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 370 17 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 370 18 768–774 768–774 CD work_nu5xpentbrcxdlcdt3lmatbur4 370 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 370 20 Montreal Montreal NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 370 22 Canada Canada NNP work_nu5xpentbrcxdlcdt3lmatbur4 370 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 371 1 K. K. NNP work_nu5xpentbrcxdlcdt3lmatbur4 371 2 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 371 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 371 4 O. O. NNP work_nu5xpentbrcxdlcdt3lmatbur4 371 5 Hargraves Hargraves NNP work_nu5xpentbrcxdlcdt3lmatbur4 371 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 372 1 2005 2005 CD work_nu5xpentbrcxdlcdt3lmatbur4 372 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 373 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 373 2 Preposition Preposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 373 3 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 373 4 . . . work_nu5xpentbrcxdlcdt3lmatbur4 374 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 374 2 ACL ACL NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 3 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 374 4 SIGSEM SIGSEM NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 5 Workshop Workshop NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 6 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 374 7 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 374 8 Linguistic linguistic JJ work_nu5xpentbrcxdlcdt3lmatbur4 374 9 Dimensions Dimensions NNPS work_nu5xpentbrcxdlcdt3lmatbur4 374 10 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 374 11 Prepositions Prepositions NNPS work_nu5xpentbrcxdlcdt3lmatbur4 374 12 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 374 13 their -PRON- PRP$ work_nu5xpentbrcxdlcdt3lmatbur4 374 14 Use Use NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 15 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 374 16 Computa- Computa- NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 17 tional tional NN work_nu5xpentbrcxdlcdt3lmatbur4 374 18 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 19 Formalisms Formalisms NNPS work_nu5xpentbrcxdlcdt3lmatbur4 374 20 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 374 21 Applications Applications NNPS work_nu5xpentbrcxdlcdt3lmatbur4 374 22 , , , work_nu5xpentbrcxdlcdt3lmatbur4 374 23 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 374 24 171–179 171–179 CD work_nu5xpentbrcxdlcdt3lmatbur4 374 25 , , , work_nu5xpentbrcxdlcdt3lmatbur4 374 26 Colchester Colchester NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 27 , , , work_nu5xpentbrcxdlcdt3lmatbur4 374 28 UK UK NNP work_nu5xpentbrcxdlcdt3lmatbur4 374 29 . . . work_nu5xpentbrcxdlcdt3lmatbur4 375 1 K. K. NNP work_nu5xpentbrcxdlcdt3lmatbur4 375 2 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 375 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 375 4 O. O. NNP work_nu5xpentbrcxdlcdt3lmatbur4 375 5 Hargraves Hargraves NNP work_nu5xpentbrcxdlcdt3lmatbur4 375 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 376 1 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 376 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 377 1 SemEval-2007 SemEval-2007 NNP work_nu5xpentbrcxdlcdt3lmatbur4 377 2 Task Task NNP work_nu5xpentbrcxdlcdt3lmatbur4 377 3 06 06 CD work_nu5xpentbrcxdlcdt3lmatbur4 377 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 377 5 Word Word NNP work_nu5xpentbrcxdlcdt3lmatbur4 377 6 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 377 7 Sense Sense NNP work_nu5xpentbrcxdlcdt3lmatbur4 377 8 Disambiguation Disambiguation NNP work_nu5xpentbrcxdlcdt3lmatbur4 377 9 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 377 10 Prepositions Prepositions NNPS work_nu5xpentbrcxdlcdt3lmatbur4 377 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 378 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 378 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 378 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 378 5 Fourth Fourth NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 6 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 7 Workshop Workshop NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 8 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 378 9 Semantic Semantic NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 10 Evaluations Evaluations NNPS work_nu5xpentbrcxdlcdt3lmatbur4 378 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 378 12 SemEval-2007 semeval-2007 JJ work_nu5xpentbrcxdlcdt3lmatbur4 378 13 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 378 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 378 15 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 378 16 24 24 CD work_nu5xpentbrcxdlcdt3lmatbur4 378 17 – – SYM work_nu5xpentbrcxdlcdt3lmatbur4 378 18 29 29 CD work_nu5xpentbrcxdlcdt3lmatbur4 378 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 378 20 Prague Prague NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 378 22 Czech Czech NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 23 Republic Republic NNP work_nu5xpentbrcxdlcdt3lmatbur4 378 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 379 1 K. K. NNP work_nu5xpentbrcxdlcdt3lmatbur4 379 2 Litkowski Litkowski NNP work_nu5xpentbrcxdlcdt3lmatbur4 379 3 . . . work_nu5xpentbrcxdlcdt3lmatbur4 380 1 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 380 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 381 1 Proposed propose VBN work_nu5xpentbrcxdlcdt3lmatbur4 381 2 Next Next NNP work_nu5xpentbrcxdlcdt3lmatbur4 381 3 Steps Steps NNPS work_nu5xpentbrcxdlcdt3lmatbur4 381 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 381 5 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 381 6 Prepo- Prepo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 381 7 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 381 8 Project Project NNP work_nu5xpentbrcxdlcdt3lmatbur4 381 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 382 1 Technical Technical NNP work_nu5xpentbrcxdlcdt3lmatbur4 382 2 Report Report NNP work_nu5xpentbrcxdlcdt3lmatbur4 382 3 12 12 CD work_nu5xpentbrcxdlcdt3lmatbur4 382 4 - - SYM work_nu5xpentbrcxdlcdt3lmatbur4 382 5 01 01 CD work_nu5xpentbrcxdlcdt3lmatbur4 382 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 382 7 CL CL NNP work_nu5xpentbrcxdlcdt3lmatbur4 382 8 Research Research NNP work_nu5xpentbrcxdlcdt3lmatbur4 382 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 383 1 A. A. NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 2 Meyers Meyers NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 383 4 R. R. NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 5 Reeves Reeves NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 383 7 C. C. NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 8 Macleod Macleod NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 383 10 R. R. NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 11 Szekely Szekely NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 383 13 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 14 Zielin- Zielin- NNP work_nu5xpentbrcxdlcdt3lmatbur4 383 15 ska ska NN work_nu5xpentbrcxdlcdt3lmatbur4 383 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 383 17 B. B. NNP work_nu5xpentbrcxdlcdt3lmatbur4 384 1 Young young JJ work_nu5xpentbrcxdlcdt3lmatbur4 384 2 , , , work_nu5xpentbrcxdlcdt3lmatbur4 384 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 384 4 R. R. NNP work_nu5xpentbrcxdlcdt3lmatbur4 384 5 Grishman Grishman NNP work_nu5xpentbrcxdlcdt3lmatbur4 384 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 385 1 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 385 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 386 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 386 2 Nom- Nom- NNP work_nu5xpentbrcxdlcdt3lmatbur4 386 3 Bank Bank NNP work_nu5xpentbrcxdlcdt3lmatbur4 386 4 project project NN work_nu5xpentbrcxdlcdt3lmatbur4 386 5 : : : work_nu5xpentbrcxdlcdt3lmatbur4 386 6 An an DT work_nu5xpentbrcxdlcdt3lmatbur4 386 7 interim interim JJ work_nu5xpentbrcxdlcdt3lmatbur4 386 8 report report NN work_nu5xpentbrcxdlcdt3lmatbur4 386 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 387 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 387 2 HLT HLT NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 3 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 387 4 NAACL NAACL NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 5 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 387 6 Workshop workshop NN work_nu5xpentbrcxdlcdt3lmatbur4 387 7 : : : work_nu5xpentbrcxdlcdt3lmatbur4 387 8 Frontiers frontier NNS work_nu5xpentbrcxdlcdt3lmatbur4 387 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 387 10 Corpus Corpus NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 11 Annotation Annotation NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 12 , , , work_nu5xpentbrcxdlcdt3lmatbur4 387 13 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 387 14 24 24 CD work_nu5xpentbrcxdlcdt3lmatbur4 387 15 – – SYM work_nu5xpentbrcxdlcdt3lmatbur4 387 16 31 31 CD work_nu5xpentbrcxdlcdt3lmatbur4 387 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 387 18 Boston Boston NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 387 20 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 387 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 388 1 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 388 2 O’Hara O’Hara NNP work_nu5xpentbrcxdlcdt3lmatbur4 388 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 388 4 J. J. NNP work_nu5xpentbrcxdlcdt3lmatbur4 388 5 Wiebe Wiebe NNP work_nu5xpentbrcxdlcdt3lmatbur4 388 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 389 1 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 389 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 390 1 Exploiting exploit VBG work_nu5xpentbrcxdlcdt3lmatbur4 390 2 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 390 3 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 390 4 resources resource NNS work_nu5xpentbrcxdlcdt3lmatbur4 390 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 390 6 preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 390 7 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 390 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 391 1 Computa- Computa- NNP work_nu5xpentbrcxdlcdt3lmatbur4 391 2 tional tional JJ work_nu5xpentbrcxdlcdt3lmatbur4 391 3 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 391 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 391 5 35(2):151–184 35(2):151–184 CD work_nu5xpentbrcxdlcdt3lmatbur4 391 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 392 1 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 2 Palmer Palmer NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 392 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 5 Gildea Gildea NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 392 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 392 8 P. P. NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 9 Kingsbury Kingsbury NNP work_nu5xpentbrcxdlcdt3lmatbur4 392 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 393 1 2005 2005 CD work_nu5xpentbrcxdlcdt3lmatbur4 393 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 394 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 394 2 Proposition Proposition NNP work_nu5xpentbrcxdlcdt3lmatbur4 394 3 Bank Bank NNP work_nu5xpentbrcxdlcdt3lmatbur4 394 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 394 5 An an DT work_nu5xpentbrcxdlcdt3lmatbur4 394 6 Annotated Annotated NNP work_nu5xpentbrcxdlcdt3lmatbur4 394 7 Corpus Corpus NNP work_nu5xpentbrcxdlcdt3lmatbur4 394 8 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 394 9 Semantic Semantic NNP work_nu5xpentbrcxdlcdt3lmatbur4 394 10 Roles Roles NNPS work_nu5xpentbrcxdlcdt3lmatbur4 394 11 . . . work_nu5xpentbrcxdlcdt3lmatbur4 395 1 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 395 2 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 395 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 395 4 31(1):71–106 31(1):71–106 CD work_nu5xpentbrcxdlcdt3lmatbur4 395 5 . . . work_nu5xpentbrcxdlcdt3lmatbur4 396 1 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 2 Palmer Palmer NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 396 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 5 Gildea Gildea NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 396 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 396 8 N. N. NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 9 Xue Xue NNP work_nu5xpentbrcxdlcdt3lmatbur4 396 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 397 1 2010 2010 CD work_nu5xpentbrcxdlcdt3lmatbur4 397 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 398 1 Semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 398 2 Role Role NNP work_nu5xpentbrcxdlcdt3lmatbur4 398 3 Labeling Labeling NNP work_nu5xpentbrcxdlcdt3lmatbur4 398 4 , , , work_nu5xpentbrcxdlcdt3lmatbur4 398 5 volume volume NN work_nu5xpentbrcxdlcdt3lmatbur4 398 6 3 3 CD work_nu5xpentbrcxdlcdt3lmatbur4 398 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 399 1 Morgan Morgan NNP work_nu5xpentbrcxdlcdt3lmatbur4 399 2 & & CC work_nu5xpentbrcxdlcdt3lmatbur4 399 3 Claypool Claypool NNP work_nu5xpentbrcxdlcdt3lmatbur4 399 4 Publishers Publishers NNPS work_nu5xpentbrcxdlcdt3lmatbur4 399 5 . . . work_nu5xpentbrcxdlcdt3lmatbur4 400 1 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 2 Punyakanok Punyakanok NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 400 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 5 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 400 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 400 8 W. W. NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 9 Yih Yih NNP work_nu5xpentbrcxdlcdt3lmatbur4 400 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 401 1 2008 2008 CD work_nu5xpentbrcxdlcdt3lmatbur4 401 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 402 1 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 402 2 impor- impor- JJ work_nu5xpentbrcxdlcdt3lmatbur4 402 3 tance tance NN work_nu5xpentbrcxdlcdt3lmatbur4 402 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 402 5 syntactic syntactic JJ work_nu5xpentbrcxdlcdt3lmatbur4 402 6 parsing parsing NN work_nu5xpentbrcxdlcdt3lmatbur4 402 7 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 402 8 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 402 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 402 10 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 402 11 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 402 12 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 402 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 403 1 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 403 2 Linguistics Linguistics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 403 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 403 4 34(2 34(2 CD work_nu5xpentbrcxdlcdt3lmatbur4 403 5 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 403 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 404 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 404 2 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 404 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 404 4 W. W. NNP work_nu5xpentbrcxdlcdt3lmatbur4 404 5 Yih Yih NNP work_nu5xpentbrcxdlcdt3lmatbur4 404 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 405 1 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 405 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 406 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 406 2 linear linear JJ work_nu5xpentbrcxdlcdt3lmatbur4 406 3 programming programming NN work_nu5xpentbrcxdlcdt3lmatbur4 406 4 formu- formu- FW work_nu5xpentbrcxdlcdt3lmatbur4 406 5 lation lation NN work_nu5xpentbrcxdlcdt3lmatbur4 406 6 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 406 7 global global JJ work_nu5xpentbrcxdlcdt3lmatbur4 406 8 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 406 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 406 10 natural natural JJ work_nu5xpentbrcxdlcdt3lmatbur4 406 11 language language NN work_nu5xpentbrcxdlcdt3lmatbur4 406 12 tasks task NNS work_nu5xpentbrcxdlcdt3lmatbur4 406 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 407 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 407 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 407 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 407 5 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 6 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 7 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 407 8 Compu- Compu- NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 9 tational tational NN work_nu5xpentbrcxdlcdt3lmatbur4 407 10 Natural Natural NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 11 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 12 Learning Learning NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 13 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 407 14 CoNLL CoNLL NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 15 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 407 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 407 17 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 407 18 1–8 1–8 CD work_nu5xpentbrcxdlcdt3lmatbur4 407 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 407 20 Boston Boston NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 407 22 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 407 23 . . . work_nu5xpentbrcxdlcdt3lmatbur4 408 1 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 408 2 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 408 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 408 4 W. W. NNP work_nu5xpentbrcxdlcdt3lmatbur4 408 5 Yih Yih NNP work_nu5xpentbrcxdlcdt3lmatbur4 408 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 409 1 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 409 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 410 1 Global global JJ work_nu5xpentbrcxdlcdt3lmatbur4 410 2 inference inference NN work_nu5xpentbrcxdlcdt3lmatbur4 410 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 410 4 en- en- XX work_nu5xpentbrcxdlcdt3lmatbur4 410 5 tity tity NN work_nu5xpentbrcxdlcdt3lmatbur4 410 6 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 410 7 relation relation NN work_nu5xpentbrcxdlcdt3lmatbur4 410 8 identification identification NN work_nu5xpentbrcxdlcdt3lmatbur4 410 9 via via IN work_nu5xpentbrcxdlcdt3lmatbur4 410 10 a a DT work_nu5xpentbrcxdlcdt3lmatbur4 410 11 linear linear JJ work_nu5xpentbrcxdlcdt3lmatbur4 410 12 program- program- NN work_nu5xpentbrcxdlcdt3lmatbur4 410 13 ming ming NNP work_nu5xpentbrcxdlcdt3lmatbur4 410 14 formulation formulation NN work_nu5xpentbrcxdlcdt3lmatbur4 410 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 411 1 Introduction introduction NN work_nu5xpentbrcxdlcdt3lmatbur4 411 2 to to IN work_nu5xpentbrcxdlcdt3lmatbur4 411 3 Statistical statistical JJ work_nu5xpentbrcxdlcdt3lmatbur4 411 4 Rela- Rela- NNP work_nu5xpentbrcxdlcdt3lmatbur4 411 5 tional tional JJ work_nu5xpentbrcxdlcdt3lmatbur4 411 6 Learning learning NN work_nu5xpentbrcxdlcdt3lmatbur4 411 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 412 1 V. V. NNP work_nu5xpentbrcxdlcdt3lmatbur4 412 2 Srikumar Srikumar NNP work_nu5xpentbrcxdlcdt3lmatbur4 412 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 412 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 412 5 Roth Roth NNP work_nu5xpentbrcxdlcdt3lmatbur4 412 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 413 1 2011 2011 CD work_nu5xpentbrcxdlcdt3lmatbur4 413 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 414 1 A a DT work_nu5xpentbrcxdlcdt3lmatbur4 414 2 joint joint JJ work_nu5xpentbrcxdlcdt3lmatbur4 414 3 model model NN work_nu5xpentbrcxdlcdt3lmatbur4 414 4 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 414 5 extended extended JJ work_nu5xpentbrcxdlcdt3lmatbur4 414 6 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 414 7 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 414 8 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 414 9 . . . work_nu5xpentbrcxdlcdt3lmatbur4 415 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 415 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 415 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 415 5 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 6 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 415 7 Empirical Empirical NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 8 Methods Methods NNPS work_nu5xpentbrcxdlcdt3lmatbur4 415 9 in in IN work_nu5xpentbrcxdlcdt3lmatbur4 415 10 Natural Natural NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 11 Lan- Lan- NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 12 guage guage NN work_nu5xpentbrcxdlcdt3lmatbur4 415 13 Processing processing NN work_nu5xpentbrcxdlcdt3lmatbur4 415 14 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 415 15 EMNLP EMNLP NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 16 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 415 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 415 18 Edinburgh Edinburgh NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 415 20 Scotland Scotland NNP work_nu5xpentbrcxdlcdt3lmatbur4 415 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 416 1 S. S. NNP work_nu5xpentbrcxdlcdt3lmatbur4 416 2 Tratz Tratz NNP work_nu5xpentbrcxdlcdt3lmatbur4 416 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 416 4 D. D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 416 5 Hovy Hovy NNP work_nu5xpentbrcxdlcdt3lmatbur4 416 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 417 1 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 417 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 418 1 Disambiguation Disambiguation NNP work_nu5xpentbrcxdlcdt3lmatbur4 418 2 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 418 3 prepo- prepo- NNP work_nu5xpentbrcxdlcdt3lmatbur4 418 4 sition sition NN work_nu5xpentbrcxdlcdt3lmatbur4 418 5 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 418 6 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 418 7 linguistically linguistically RB work_nu5xpentbrcxdlcdt3lmatbur4 418 8 motivated motivated JJ work_nu5xpentbrcxdlcdt3lmatbur4 418 9 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 418 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 419 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 419 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 419 4 Human Human NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 5 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 6 Technologies Technologies NNPS work_nu5xpentbrcxdlcdt3lmatbur4 419 7 : : : work_nu5xpentbrcxdlcdt3lmatbur4 419 8 The the DT work_nu5xpentbrcxdlcdt3lmatbur4 419 9 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 419 10 Annual Annual NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 11 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 12 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 419 13 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 419 14 North North NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 15 American American NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 16 Chap- Chap- NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 17 ter ter NN work_nu5xpentbrcxdlcdt3lmatbur4 419 18 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 419 19 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 419 20 Association Association NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 21 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 419 22 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 23 Linguistics Linguistics NNPS work_nu5xpentbrcxdlcdt3lmatbur4 419 24 , , , work_nu5xpentbrcxdlcdt3lmatbur4 419 25 Companion Companion NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 26 Volume volume NN work_nu5xpentbrcxdlcdt3lmatbur4 419 27 : : : work_nu5xpentbrcxdlcdt3lmatbur4 419 28 Student Student NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 29 Research Research NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 30 Workshop Workshop NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 31 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 419 32 Doctoral Doctoral NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 33 Consortium Consortium NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 34 , , , work_nu5xpentbrcxdlcdt3lmatbur4 419 35 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 419 36 96–100 96–100 CD work_nu5xpentbrcxdlcdt3lmatbur4 419 37 , , , work_nu5xpentbrcxdlcdt3lmatbur4 419 38 Boulder Boulder NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 39 , , , work_nu5xpentbrcxdlcdt3lmatbur4 419 40 USA USA NNP work_nu5xpentbrcxdlcdt3lmatbur4 419 41 . . . work_nu5xpentbrcxdlcdt3lmatbur4 420 1 S. S. NNP work_nu5xpentbrcxdlcdt3lmatbur4 420 2 Tratz Tratz NNP work_nu5xpentbrcxdlcdt3lmatbur4 420 3 . . . work_nu5xpentbrcxdlcdt3lmatbur4 421 1 2011 2011 CD work_nu5xpentbrcxdlcdt3lmatbur4 421 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 422 1 Semantically semantically RB work_nu5xpentbrcxdlcdt3lmatbur4 422 2 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 422 3 enriched enrich VBN work_nu5xpentbrcxdlcdt3lmatbur4 422 4 Parsing parse VBG work_nu5xpentbrcxdlcdt3lmatbur4 422 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 422 6 Natu- Natu- NNP work_nu5xpentbrcxdlcdt3lmatbur4 422 7 ral ral JJ work_nu5xpentbrcxdlcdt3lmatbur4 422 8 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 422 9 Understanding Understanding NNP work_nu5xpentbrcxdlcdt3lmatbur4 422 10 . . . work_nu5xpentbrcxdlcdt3lmatbur4 423 1 Ph.D. Ph.D. NNP work_nu5xpentbrcxdlcdt3lmatbur4 423 2 thesis thesis NNP work_nu5xpentbrcxdlcdt3lmatbur4 423 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 423 4 University University NNP work_nu5xpentbrcxdlcdt3lmatbur4 423 5 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 423 6 Southern Southern NNP work_nu5xpentbrcxdlcdt3lmatbur4 423 7 California California NNP work_nu5xpentbrcxdlcdt3lmatbur4 423 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 424 1 I. I. NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 2 Tsochantaridis Tsochantaridis NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 424 4 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 5 Hofmann Hofmann NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 424 7 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 8 Joachims Joachims NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 424 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 424 11 Y. Y. NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 12 Altun Altun NNP work_nu5xpentbrcxdlcdt3lmatbur4 424 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 425 1 2004 2004 CD work_nu5xpentbrcxdlcdt3lmatbur4 425 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 426 1 Support support NN work_nu5xpentbrcxdlcdt3lmatbur4 426 2 vector vector NN work_nu5xpentbrcxdlcdt3lmatbur4 426 3 machine machine NN work_nu5xpentbrcxdlcdt3lmatbur4 426 4 learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 426 5 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 426 6 interde- interde- JJ work_nu5xpentbrcxdlcdt3lmatbur4 426 7 pendent pendent NN work_nu5xpentbrcxdlcdt3lmatbur4 426 8 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 426 9 structured structured JJ work_nu5xpentbrcxdlcdt3lmatbur4 426 10 output output NN work_nu5xpentbrcxdlcdt3lmatbur4 426 11 spaces space NNS work_nu5xpentbrcxdlcdt3lmatbur4 426 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 427 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 427 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 427 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 427 5 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 6 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 7 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 427 8 Machine Machine NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 9 Learning Learning NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 10 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 427 11 ICML ICML NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 12 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 427 13 , , , work_nu5xpentbrcxdlcdt3lmatbur4 427 14 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 427 15 104–111 104–111 CD work_nu5xpentbrcxdlcdt3lmatbur4 427 16 , , , work_nu5xpentbrcxdlcdt3lmatbur4 427 17 Banff Banff NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 18 , , , work_nu5xpentbrcxdlcdt3lmatbur4 427 19 Canada Canada NNP work_nu5xpentbrcxdlcdt3lmatbur4 427 20 . . . work_nu5xpentbrcxdlcdt3lmatbur4 428 1 P. P. NNP work_nu5xpentbrcxdlcdt3lmatbur4 428 2 Ye Ye NNP work_nu5xpentbrcxdlcdt3lmatbur4 428 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 428 4 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 428 5 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 428 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 429 1 2006 2006 CD work_nu5xpentbrcxdlcdt3lmatbur4 429 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 430 1 Semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 430 2 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 430 3 labeling labeling NN work_nu5xpentbrcxdlcdt3lmatbur4 430 4 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 430 5 prepositional prepositional JJ work_nu5xpentbrcxdlcdt3lmatbur4 430 6 phrases phrase NNS work_nu5xpentbrcxdlcdt3lmatbur4 430 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 431 1 ACM ACM NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 2 Transactions transaction NNS work_nu5xpentbrcxdlcdt3lmatbur4 431 3 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 431 4 Asian Asian NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 5 Language Language NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 6 Information Information NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 7 Processing Processing NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 8 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 431 9 TALIP TALIP NNP work_nu5xpentbrcxdlcdt3lmatbur4 431 10 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 431 11 , , , work_nu5xpentbrcxdlcdt3lmatbur4 431 12 5(3):228 5(3):228 NN work_nu5xpentbrcxdlcdt3lmatbur4 431 13 – – : work_nu5xpentbrcxdlcdt3lmatbur4 431 14 244 244 CD work_nu5xpentbrcxdlcdt3lmatbur4 431 15 . . . work_nu5xpentbrcxdlcdt3lmatbur4 432 1 P. P. NNP work_nu5xpentbrcxdlcdt3lmatbur4 432 2 Ye Ye NNP work_nu5xpentbrcxdlcdt3lmatbur4 432 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 432 4 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 432 5 Baldwin Baldwin NNP work_nu5xpentbrcxdlcdt3lmatbur4 432 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 433 1 2007 2007 CD work_nu5xpentbrcxdlcdt3lmatbur4 433 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 434 1 MELB melb NN work_nu5xpentbrcxdlcdt3lmatbur4 434 2 - - HYPH work_nu5xpentbrcxdlcdt3lmatbur4 434 3 YB yb NN work_nu5xpentbrcxdlcdt3lmatbur4 434 4 : : : work_nu5xpentbrcxdlcdt3lmatbur4 434 5 Preposition preposition NN work_nu5xpentbrcxdlcdt3lmatbur4 434 6 sense sense NN work_nu5xpentbrcxdlcdt3lmatbur4 434 7 disambiguation disambiguation NN work_nu5xpentbrcxdlcdt3lmatbur4 434 8 using use VBG work_nu5xpentbrcxdlcdt3lmatbur4 434 9 rich rich JJ work_nu5xpentbrcxdlcdt3lmatbur4 434 10 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 434 11 features feature NNS work_nu5xpentbrcxdlcdt3lmatbur4 434 12 . . . work_nu5xpentbrcxdlcdt3lmatbur4 435 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 435 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 435 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 435 5 Fourth Fourth NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 6 International International NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 7 Workshop Workshop NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 8 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 435 9 Semantic Semantic NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 10 Evaluations Evaluations NNPS work_nu5xpentbrcxdlcdt3lmatbur4 435 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 435 12 SemEval-2007 semeval-2007 JJ work_nu5xpentbrcxdlcdt3lmatbur4 435 13 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 435 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 435 15 pages page VBZ work_nu5xpentbrcxdlcdt3lmatbur4 435 16 241 241 CD work_nu5xpentbrcxdlcdt3lmatbur4 435 17 – – : work_nu5xpentbrcxdlcdt3lmatbur4 435 18 244 244 CD work_nu5xpentbrcxdlcdt3lmatbur4 435 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 435 20 Prague Prague NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 21 , , , work_nu5xpentbrcxdlcdt3lmatbur4 435 22 Czech Czech NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 23 Republic Republic NNP work_nu5xpentbrcxdlcdt3lmatbur4 435 24 . . . work_nu5xpentbrcxdlcdt3lmatbur4 436 1 C. C. NNP work_nu5xpentbrcxdlcdt3lmatbur4 436 2 Yu Yu NNP work_nu5xpentbrcxdlcdt3lmatbur4 436 3 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 436 4 T. T. NNP work_nu5xpentbrcxdlcdt3lmatbur4 436 5 Joachims joachim NNS work_nu5xpentbrcxdlcdt3lmatbur4 436 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 437 1 2009 2009 CD work_nu5xpentbrcxdlcdt3lmatbur4 437 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 438 1 Learning learn VBG work_nu5xpentbrcxdlcdt3lmatbur4 438 2 structural structural JJ work_nu5xpentbrcxdlcdt3lmatbur4 438 3 SVMs svm NNS work_nu5xpentbrcxdlcdt3lmatbur4 438 4 with with IN work_nu5xpentbrcxdlcdt3lmatbur4 438 5 latent latent NN work_nu5xpentbrcxdlcdt3lmatbur4 438 6 variables variable NNS work_nu5xpentbrcxdlcdt3lmatbur4 438 7 . . . work_nu5xpentbrcxdlcdt3lmatbur4 439 1 In in IN work_nu5xpentbrcxdlcdt3lmatbur4 439 2 Proceedings Proceedings NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 3 of of IN work_nu5xpentbrcxdlcdt3lmatbur4 439 4 the the DT work_nu5xpentbrcxdlcdt3lmatbur4 439 5 Inter- Inter- NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 6 national national JJ work_nu5xpentbrcxdlcdt3lmatbur4 439 7 Conference Conference NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 8 on on IN work_nu5xpentbrcxdlcdt3lmatbur4 439 9 Machine Machine NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 10 Learning Learning NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 11 ( ( -LRB- work_nu5xpentbrcxdlcdt3lmatbur4 439 12 ICML ICML NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 13 ) ) -RRB- work_nu5xpentbrcxdlcdt3lmatbur4 439 14 , , , work_nu5xpentbrcxdlcdt3lmatbur4 439 15 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 439 16 1–8 1–8 CD work_nu5xpentbrcxdlcdt3lmatbur4 439 17 , , , work_nu5xpentbrcxdlcdt3lmatbur4 439 18 Montreal Montreal NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 19 , , , work_nu5xpentbrcxdlcdt3lmatbur4 439 20 Canada Canada NNP work_nu5xpentbrcxdlcdt3lmatbur4 439 21 . . . work_nu5xpentbrcxdlcdt3lmatbur4 440 1 B. B. NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 2 Zapirain Zapirain NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 440 4 E. E. NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 5 Agirre Agirre NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 6 , , , work_nu5xpentbrcxdlcdt3lmatbur4 440 7 L. L. NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 8 Màrquez Màrquez NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 9 , , , work_nu5xpentbrcxdlcdt3lmatbur4 440 10 and and CC work_nu5xpentbrcxdlcdt3lmatbur4 440 11 M. M. NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 12 Surdeanu Surdeanu NNP work_nu5xpentbrcxdlcdt3lmatbur4 440 13 . . . work_nu5xpentbrcxdlcdt3lmatbur4 441 1 2012 2012 CD work_nu5xpentbrcxdlcdt3lmatbur4 441 2 . . . work_nu5xpentbrcxdlcdt3lmatbur4 442 1 Selectional Selectional NNP work_nu5xpentbrcxdlcdt3lmatbur4 442 2 preferences preference NNS work_nu5xpentbrcxdlcdt3lmatbur4 442 3 for for IN work_nu5xpentbrcxdlcdt3lmatbur4 442 4 semantic semantic JJ work_nu5xpentbrcxdlcdt3lmatbur4 442 5 role role NN work_nu5xpentbrcxdlcdt3lmatbur4 442 6 classi- classi- XX work_nu5xpentbrcxdlcdt3lmatbur4 442 7 fication fication NN work_nu5xpentbrcxdlcdt3lmatbur4 442 8 . . . work_nu5xpentbrcxdlcdt3lmatbur4 443 1 Computational Computational NNP work_nu5xpentbrcxdlcdt3lmatbur4 443 2 Linguistics Linguistics NNP work_nu5xpentbrcxdlcdt3lmatbur4 443 3 , , , work_nu5xpentbrcxdlcdt3lmatbur4 443 4 pages page NNS work_nu5xpentbrcxdlcdt3lmatbur4 443 5 1–33 1–33 CD work_nu5xpentbrcxdlcdt3lmatbur4 443 6 . . . work_nu5xpentbrcxdlcdt3lmatbur4 444 1 242 242 CD